id	sid	tid	token	lemma	pos
cana-2114	1	1	communications	communication	NOUN
cana-2114	1	2	on	on	ADP
cana-2114	1	3	applied	apply	VERB
cana-2114	1	4	nonlinear	nonlinear	ADJ
cana-2114	1	5	analysis	analysis	NOUN
cana-2114	1	6	issn	issn	NOUN
cana-2114	1	7	:	:	PUNCT
cana-2114	1	8	1074	1074	NUM
cana-2114	1	9	-	-	PUNCT
cana-2114	1	10	133x	133x	NUM
cana-2114	1	11	vol	vol	NOUN
cana-2114	1	12	32	32	NUM
cana-2114	1	13	no	no	NOUN
cana-2114	1	14	.	.	PUNCT
cana-2114	2	1	1s	1s	NUM
cana-2114	2	2	(	(	PUNCT
cana-2114	2	3	2025	2025	NUM
cana-2114	2	4	)	)	PUNCT
cana-2114	2	5	122	122	NUM
cana-2114	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2114	2	7	nonlinear	nonlinear	ADJ
cana-2114	2	8	reinforcement	reinforcement	NOUN
cana-2114	2	9	learning	learning	NOUN
cana-2114	2	10	-	-	PUNCT
cana-2114	2	11	based	base	VERB
cana-2114	2	12	dynamic	dynamic	ADJ
cana-2114	2	13	test	test	NOUN
cana-2114	2	14	case	case	NOUN
cana-2114	2	15	prioritization	prioritization	NOUN
cana-2114	2	16	with	with	ADP
cana-2114	2	17	anomaly	anomaly	NOUN
cana-2114	2	18	detection	detection	NOUN
cana-2114	2	19	for	for	ADP
cana-2114	2	20	continuous	continuous	ADJ
cana-2114	2	21	integration	integration	NOUN
cana-2114	2	22	srinivasa	srinivasa	PROPN
cana-2114	2	23	rao	rao	PROPN
cana-2114	2	24	kongarana1	kongarana1	PROPN
cana-2114	2	25	*	*	PROPN
cana-2114	2	26	,	,	PUNCT
cana-2114	2	27	ananda	ananda	PROPN
cana-2114	2	28	rao	rao	PROPN
cana-2114	2	29	a2	a2	PROPN
cana-2114	2	30	,	,	PUNCT
cana-2114	2	31	and	and	CCONJ
cana-2114	2	32	radhika	radhika	PROPN
cana-2114	2	33	raju	raju	PROPN
cana-2114	2	34	p3	p3	PROPN
cana-2114	2	35	1research	1research	NUM
cana-2114	2	36	scholar	scholar	NOUN
cana-2114	2	37	,	,	PUNCT
cana-2114	2	38	department	department	NOUN
cana-2114	2	39	of	of	ADP
cana-2114	2	40	cse	cse	PROPN
cana-2114	2	41	,	,	PUNCT
cana-2114	2	42	college	college	NOUN
cana-2114	2	43	of	of	ADP
cana-2114	2	44	engineering	engineering	PROPN
cana-2114	2	45	,	,	PUNCT
cana-2114	2	46	jntua	jntua	NOUN
cana-2114	2	47	,	,	PUNCT
cana-2114	2	48	ananthapur	ananthapur	NOUN
cana-2114	2	49	,	,	PUNCT
cana-2114	2	50	515002	515002	NUM
cana-2114	2	51	,	,	PUNCT
cana-2114	2	52	ap	ap	PROPN
cana-2114	2	53	,	,	PUNCT
cana-2114	2	54	india	india	PROPN
cana-2114	2	55	2	2	NUM
cana-2114	2	56	professor	professor	NOUN
cana-2114	2	57	,	,	PUNCT
cana-2114	2	58	department	department	PROPN
cana-2114	2	59	of	of	ADP
cana-2114	2	60	cse	cse	PROPN
cana-2114	2	61	,	,	PUNCT
cana-2114	2	62	college	college	NOUN
cana-2114	2	63	of	of	ADP
cana-2114	2	64	engineering	engineering	PROPN
cana-2114	2	65	,	,	PUNCT
cana-2114	2	66	jntua	jntua	NOUN
cana-2114	2	67	,	,	PUNCT
cana-2114	2	68	ananthapur	ananthapur	NOUN
cana-2114	2	69	,	,	PUNCT
cana-2114	2	70	515002	515002	NUM
cana-2114	2	71	,	,	PUNCT
cana-2114	2	72	ap	ap	PROPN
cana-2114	2	73	,	,	PUNCT
cana-2114	2	74	india	india	PROPN
cana-2114	2	75	.	.	PUNCT
cana-2114	3	1	3assistant	3assistant	NUM
cana-2114	3	2	professor	professor	NOUN
cana-2114	3	3	(	(	PUNCT
cana-2114	3	4	c	c	NOUN
cana-2114	3	5	)	)	PUNCT
cana-2114	3	6	,	,	PUNCT
cana-2114	3	7	department	department	NOUN
cana-2114	3	8	of	of	ADP
cana-2114	3	9	cse	cse	PROPN
cana-2114	3	10	,	,	PUNCT
cana-2114	3	11	college	college	NOUN
cana-2114	3	12	of	of	ADP
cana-2114	3	13	engineering	engineering	PROPN
cana-2114	3	14	,	,	PUNCT
cana-2114	3	15	jntua	jntua	NOUN
cana-2114	3	16	,	,	PUNCT
cana-2114	3	17	ananthapur	ananthapur	NOUN
cana-2114	3	18	,	,	PUNCT
cana-2114	3	19	515002	515002	NUM
cana-2114	3	20	,	,	PUNCT
cana-2114	3	21	ap	ap	PROPN
cana-2114	3	22	,	,	PUNCT
cana-2114	3	23	india	india	PROPN
cana-2114	3	24	*	*	PUNCT
cana-2114	3	25	corresponding	correspond	VERB
cana-2114	3	26	author	author	NOUN
cana-2114	3	27	:	:	PUNCT
cana-2114	3	28	srinivasa	srinivasa	PROPN
cana-2114	3	29	rao	rao	PROPN
cana-2114	3	30	kongarana	kongarana	PROPN
cana-2114	3	31	.	.	PUNCT
cana-2114	4	1	email	email	NOUN
cana-2114	4	2	:	:	PUNCT
cana-2114	4	3	srinivas.cst4@gmail.com	srinivas.cst4@gmail.com	X
cana-2114	4	4	article	article	NOUN
cana-2114	4	5	history	history	NOUN
cana-2114	4	6	:	:	PUNCT
cana-2114	4	7	received	receive	VERB
cana-2114	4	8	:	:	PUNCT
cana-2114	4	9	07	07	NUM
cana-2114	4	10	-	-	SYM
cana-2114	4	11	08	08	NUM
cana-2114	4	12	-	-	PUNCT
cana-2114	4	13	2024	2024	NUM
cana-2114	4	14	revised	revise	VERB
cana-2114	4	15	:	:	PUNCT
cana-2114	4	16	22	22	NUM
cana-2114	4	17	-	-	SYM
cana-2114	4	18	09	09	NUM
cana-2114	4	19	-	-	PUNCT
cana-2114	4	20	2024	2024	NUM
cana-2114	4	21	accepted	accept	VERB
cana-2114	4	22	:	:	PUNCT
cana-2114	4	23	10	10	NUM
cana-2114	4	24	-	-	SYM
cana-2114	4	25	10	10	NUM
cana-2114	4	26	-	-	PUNCT
cana-2114	4	27	2024	2024	NUM
cana-2114	4	28	abstract	abstract	NOUN
cana-2114	4	29	:	:	PUNCT
cana-2114	4	30	this	this	DET
cana-2114	4	31	research	research	NOUN
cana-2114	4	32	article	article	NOUN
cana-2114	4	33	introduces	introduce	VERB
cana-2114	4	34	dynamicr	dynamicr	NOUN
cana-2114	4	35	-	-	PUNCT
cana-2114	4	36	tcp	tcp	PROPN
cana-2114	4	37	,	,	PUNCT
cana-2114	4	38	a	a	DET
cana-2114	4	39	nonlinear	nonlinear	ADJ
cana-2114	4	40	approach	approach	NOUN
cana-2114	4	41	to	to	ADP
cana-2114	4	42	dynamic	dynamic	ADJ
cana-2114	4	43	test	test	NOUN
cana-2114	4	44	case	case	NOUN
cana-2114	4	45	prioritization	prioritization	NOUN
cana-2114	4	46	(	(	PUNCT
cana-2114	4	47	tcp	tcp	AUX
cana-2114	4	48	)	)	PUNCT
cana-2114	4	49	leveraging	leverage	VERB
cana-2114	4	50	reinforcement	reinforcement	NOUN
cana-2114	4	51	learning	learning	NOUN
cana-2114	4	52	and	and	CCONJ
cana-2114	4	53	anomaly	anomaly	NOUN
cana-2114	4	54	detection	detection	NOUN
cana-2114	4	55	.	.	PUNCT
cana-2114	5	1	designed	design	VERB
cana-2114	5	2	to	to	PART
cana-2114	5	3	enhance	enhance	VERB
cana-2114	5	4	the	the	DET
cana-2114	5	5	efficiency	efficiency	NOUN
cana-2114	5	6	of	of	ADP
cana-2114	5	7	software	software	NOUN
cana-2114	5	8	testing	testing	NOUN
cana-2114	5	9	in	in	ADP
cana-2114	5	10	continuous	continuous	ADJ
cana-2114	5	11	integration	integration	NOUN
cana-2114	5	12	(	(	PUNCT
cana-2114	5	13	ci	ci	NOUN
cana-2114	5	14	)	)	PUNCT
cana-2114	5	15	environments	environment	NOUN
cana-2114	5	16	,	,	PUNCT
cana-2114	5	17	the	the	DET
cana-2114	5	18	proposed	propose	VERB
cana-2114	5	19	model	model	NOUN
cana-2114	5	20	dynamically	dynamically	ADV
cana-2114	5	21	adapts	adapt	VERB
cana-2114	5	22	to	to	ADP
cana-2114	5	23	changing	change	VERB
cana-2114	5	24	conditions	condition	NOUN
cana-2114	5	25	by	by	ADP
cana-2114	5	26	learning	learn	VERB
cana-2114	5	27	complex	complex	ADJ
cana-2114	5	28	patterns	pattern	NOUN
cana-2114	5	29	from	from	ADP
cana-2114	5	30	historical	historical	ADJ
cana-2114	5	31	test	test	NOUN
cana-2114	5	32	data	datum	NOUN
cana-2114	5	33	.	.	PUNCT
cana-2114	6	1	a	a	DET
cana-2114	6	2	reinforcement	reinforcement	NOUN
cana-2114	6	3	learning	learning	NOUN
cana-2114	6	4	agent	agent	NOUN
cana-2114	6	5	,	,	PUNCT
cana-2114	6	6	employing	employ	VERB
cana-2114	6	7	policy	policy	NOUN
cana-2114	6	8	and	and	CCONJ
cana-2114	6	9	value	value	NOUN
cana-2114	6	10	networks	network	NOUN
cana-2114	6	11	,	,	PUNCT
cana-2114	6	12	guides	guide	VERB
cana-2114	6	13	nonlinear	nonlinear	ADJ
cana-2114	6	14	prioritization	prioritization	NOUN
cana-2114	6	15	by	by	ADP
cana-2114	6	16	optimizing	optimize	VERB
cana-2114	6	17	the	the	DET
cana-2114	6	18	sequence	sequence	NOUN
cana-2114	6	19	of	of	ADP
cana-2114	6	20	test	test	NOUN
cana-2114	6	21	case	case	NOUN
cana-2114	6	22	executions	execution	NOUN
cana-2114	6	23	.	.	PUNCT
cana-2114	7	1	the	the	DET
cana-2114	7	2	model	model	NOUN
cana-2114	7	3	integrates	integrate	VERB
cana-2114	7	4	a	a	DET
cana-2114	7	5	sliding	slide	VERB
cana-2114	7	6	window	window	NOUN
cana-2114	7	7	strategy	strategy	NOUN
cana-2114	7	8	for	for	ADP
cana-2114	7	9	adaptive	adaptive	ADJ
cana-2114	7	10	focus	focus	NOUN
cana-2114	7	11	on	on	ADP
cana-2114	7	12	smaller	small	ADJ
cana-2114	7	13	test	test	NOUN
cana-2114	7	14	subsets	subset	NOUN
cana-2114	7	15	and	and	CCONJ
cana-2114	7	16	uses	use	VERB
cana-2114	7	17	an	an	DET
cana-2114	7	18	experience	experience	NOUN
cana-2114	7	19	replay	replay	NOUN
cana-2114	7	20	buffer	buffer	NOUN
cana-2114	7	21	for	for	ADP
cana-2114	7	22	iterative	iterative	NOUN
cana-2114	7	23	learning	learning	NOUN
cana-2114	7	24	.	.	PUNCT
cana-2114	8	1	an	an	DET
cana-2114	8	2	anomaly	anomaly	NOUN
cana-2114	8	3	detection	detection	NOUN
cana-2114	8	4	layer	layer	NOUN
cana-2114	8	5	monitors	monitor	NOUN
cana-2114	8	6	test	test	VERB
cana-2114	8	7	outcomes	outcome	NOUN
cana-2114	8	8	for	for	ADP
cana-2114	8	9	deviations	deviation	NOUN
cana-2114	8	10	,	,	PUNCT
cana-2114	8	11	triggering	trigger	VERB
cana-2114	8	12	retraining	retrain	VERB
cana-2114	8	13	when	when	SCONJ
cana-2114	8	14	needed	need	VERB
cana-2114	8	15	to	to	PART
cana-2114	8	16	maintain	maintain	VERB
cana-2114	8	17	reliability	reliability	NOUN
cana-2114	8	18	.	.	PUNCT
cana-2114	9	1	experimental	experimental	ADJ
cana-2114	9	2	evaluation	evaluation	NOUN
cana-2114	9	3	using	use	VERB
cana-2114	9	4	the	the	DET
cana-2114	9	5	defects4j	defects4j	NOUN
cana-2114	9	6	dataset	dataset	NOUN
cana-2114	9	7	demonstrates	demonstrate	VERB
cana-2114	9	8	the	the	DET
cana-2114	9	9	model	model	NOUN
cana-2114	9	10	’s	’s	PART
cana-2114	9	11	superior	superior	ADJ
cana-2114	9	12	fault	fault	NOUN
cana-2114	9	13	detection	detection	NOUN
cana-2114	9	14	rates	rate	NOUN
cana-2114	9	15	,	,	PUNCT
cana-2114	9	16	faster	fast	ADJ
cana-2114	9	17	time	time	NOUN
cana-2114	9	18	to	to	ADP
cana-2114	9	19	first	first	ADJ
cana-2114	9	20	fault	fault	NOUN
cana-2114	9	21	,	,	PUNCT
cana-2114	9	22	and	and	CCONJ
cana-2114	9	23	higher	high	ADJ
cana-2114	9	24	computational	computational	ADJ
cana-2114	9	25	efficiency	efficiency	NOUN
cana-2114	9	26	compared	compare	VERB
cana-2114	9	27	to	to	ADP
cana-2114	9	28	contemporary	contemporary	ADJ
cana-2114	9	29	methods	method	NOUN
cana-2114	9	30	.	.	PUNCT
cana-2114	10	1	an	an	DET
cana-2114	10	2	ablation	ablation	NOUN
cana-2114	10	3	study	study	NOUN
cana-2114	10	4	highlights	highlight	VERB
cana-2114	10	5	the	the	DET
cana-2114	10	6	nonlinear	nonlinear	ADJ
cana-2114	10	7	synergy	synergy	NOUN
cana-2114	10	8	among	among	ADP
cana-2114	10	9	the	the	DET
cana-2114	10	10	key	key	ADJ
cana-2114	10	11	components	component	NOUN
cana-2114	10	12	—	—	PUNCT
cana-2114	10	13	reinforcement	reinforcement	NOUN
cana-2114	10	14	learning	learning	NOUN
cana-2114	10	15	,	,	PUNCT
cana-2114	10	16	sliding	slide	VERB
cana-2114	10	17	windows	window	NOUN
cana-2114	10	18	,	,	PUNCT
cana-2114	10	19	and	and	CCONJ
cana-2114	10	20	anomaly	anomaly	NOUN
cana-2114	10	21	detection	detection	NOUN
cana-2114	10	22	—	—	PUNCT
cana-2114	10	23	showing	show	VERB
cana-2114	10	24	significant	significant	ADJ
cana-2114	10	25	performance	performance	NOUN
cana-2114	10	26	gains	gain	NOUN
cana-2114	10	27	when	when	SCONJ
cana-2114	10	28	combined	combine	VERB
cana-2114	10	29	.	.	PUNCT
cana-2114	11	1	this	this	DET
cana-2114	11	2	comprehensive	comprehensive	ADJ
cana-2114	11	3	framework	framework	NOUN
cana-2114	11	4	advances	advance	NOUN
cana-2114	11	5	software	software	NOUN
cana-2114	11	6	testing	testing	NOUN
cana-2114	11	7	by	by	ADP
cana-2114	11	8	providing	provide	VERB
cana-2114	11	9	an	an	DET
cana-2114	11	10	adaptive	adaptive	ADJ
cana-2114	11	11	,	,	PUNCT
cana-2114	11	12	efficient	efficient	ADJ
cana-2114	11	13	,	,	PUNCT
cana-2114	11	14	and	and	CCONJ
cana-2114	11	15	scalable	scalable	ADJ
cana-2114	11	16	solution	solution	NOUN
cana-2114	11	17	,	,	PUNCT
cana-2114	11	18	ensuring	ensure	VERB
cana-2114	11	19	robust	robust	ADJ
cana-2114	11	20	performance	performance	NOUN
cana-2114	11	21	in	in	ADP
cana-2114	11	22	dynamic	dynamic	ADJ
cana-2114	11	23	ci	ci	NOUN
cana-2114	11	24	environments	environment	NOUN
cana-2114	11	25	.	.	PUNCT
cana-2114	12	1	keywords	keyword	NOUN
cana-2114	12	2	:	:	PUNCT
cana-2114	12	3	test	test	NOUN
cana-2114	12	4	case	case	NOUN
cana-2114	12	5	prioritization	prioritization	NOUN
cana-2114	12	6	;	;	PUNCT
cana-2114	12	7	reinforcement	reinforcement	NOUN
cana-2114	12	8	learning	learning	NOUN
cana-2114	12	9	;	;	PUNCT
cana-2114	12	10	anomaly	anomaly	NOUN
cana-2114	12	11	detection	detection	NOUN
cana-2114	12	12	;	;	PUNCT
cana-2114	12	13	continuous	continuous	ADJ
cana-2114	12	14	integration	integration	NOUN
cana-2114	12	15	;	;	PUNCT
cana-2114	12	16	software	software	NOUN
cana-2114	12	17	testing	testing	NOUN
cana-2114	12	18	efficiency	efficiency	NOUN
cana-2114	12	19	;	;	PUNCT
cana-2114	12	20	1	1	NUM
cana-2114	12	21	introduction	introduction	NOUN
cana-2114	12	22	in	in	ADP
cana-2114	12	23	the	the	DET
cana-2114	12	24	rapidly	rapidly	ADV
cana-2114	12	25	evolving	evolve	VERB
cana-2114	12	26	field	field	NOUN
cana-2114	12	27	of	of	ADP
cana-2114	12	28	software	software	NOUN
cana-2114	12	29	development	development	NOUN
cana-2114	12	30	,	,	PUNCT
cana-2114	12	31	ensuring	ensure	VERB
cana-2114	12	32	the	the	DET
cana-2114	12	33	reliability	reliability	NOUN
cana-2114	12	34	and	and	CCONJ
cana-2114	12	35	efficiency	efficiency	NOUN
cana-2114	12	36	of	of	ADP
cana-2114	12	37	software	software	NOUN
cana-2114	12	38	through	through	ADP
cana-2114	12	39	effective	effective	ADJ
cana-2114	12	40	testing	testing	NOUN
cana-2114	12	41	is	be	AUX
cana-2114	12	42	paramount	paramount	ADJ
cana-2114	12	43	.	.	PUNCT
cana-2114	13	1	test	test	NOUN
cana-2114	13	2	case	case	NOUN
cana-2114	13	3	prioritization	prioritization	NOUN
cana-2114	13	4	(	(	PUNCT
cana-2114	13	5	tcp	tcp	PROPN
cana-2114	13	6	)	)	PUNCT
cana-2114	13	7	is	be	AUX
cana-2114	13	8	a	a	DET
cana-2114	13	9	critical	critical	ADJ
cana-2114	13	10	process	process	NOUN
cana-2114	13	11	that	that	PRON
cana-2114	13	12	determines	determine	VERB
cana-2114	13	13	the	the	DET
cana-2114	13	14	order	order	NOUN
cana-2114	13	15	in	in	ADP
cana-2114	13	16	which	which	PRON
cana-2114	13	17	test	test	NOUN
cana-2114	13	18	cases	case	NOUN
cana-2114	13	19	are	be	AUX
cana-2114	13	20	executed	execute	VERB
cana-2114	13	21	to	to	PART
cana-2114	13	22	maximize	maximize	VERB
cana-2114	13	23	fault	fault	NOUN
cana-2114	13	24	detection	detection	NOUN
cana-2114	13	25	while	while	SCONJ
cana-2114	13	26	minimizing	minimize	VERB
cana-2114	13	27	testing	testing	NOUN
cana-2114	13	28	time	time	NOUN
cana-2114	13	29	and	and	CCONJ
cana-2114	13	30	resources	resource	NOUN
cana-2114	13	31	.	.	PUNCT
cana-2114	14	1	contemporary	contemporary	ADJ
cana-2114	14	2	tcp	tcp	PROPN
cana-2114	14	3	methods	method	NOUN
cana-2114	14	4	often	often	ADV
cana-2114	14	5	struggle	struggle	VERB
cana-2114	14	6	to	to	PART
cana-2114	14	7	adapt	adapt	VERB
cana-2114	14	8	to	to	ADP
cana-2114	14	9	the	the	DET
cana-2114	14	10	dynamic	dynamic	ADJ
cana-2114	14	11	nature	nature	NOUN
cana-2114	14	12	of	of	ADP
cana-2114	14	13	continuous	continuous	ADJ
cana-2114	14	14	integration	integration	NOUN
cana-2114	14	15	(	(	PUNCT
cana-2114	14	16	ci	ci	NOUN
cana-2114	14	17	)	)	PUNCT
cana-2114	14	18	environments	environment	NOUN
cana-2114	14	19	,	,	PUNCT
cana-2114	14	20	where	where	SCONJ
cana-2114	14	21	software	software	NOUN
cana-2114	14	22	updates	update	NOUN
cana-2114	14	23	are	be	AUX
cana-2114	14	24	frequent	frequent	ADJ
cana-2114	14	25	and	and	CCONJ
cana-2114	14	26	test	test	NOUN
cana-2114	14	27	suites	suite	NOUN
cana-2114	14	28	are	be	AUX
cana-2114	14	29	constantly	constantly	ADV
cana-2114	14	30	evolving	evolve	VERB
cana-2114	14	31	.	.	PUNCT
cana-2114	15	1	this	this	DET
cana-2114	15	2	research	research	NOUN
cana-2114	15	3	introduces	introduce	VERB
cana-2114	15	4	dynamicrl	dynamicrl	NOUN
cana-2114	15	5	-	-	PUNCT
cana-2114	15	6	tcp	tcp	PROPN
cana-2114	15	7	,	,	PUNCT
cana-2114	15	8	a	a	DET
cana-2114	15	9	novel	novel	ADJ
cana-2114	15	10	approach	approach	NOUN
cana-2114	15	11	that	that	PRON
cana-2114	15	12	leverages	leverage	VERB
cana-2114	15	13	reinforcement	reinforcement	NOUN
cana-2114	15	14	learning	learning	NOUN
cana-2114	15	15	(	(	PUNCT
cana-2114	15	16	rl	rl	NOUN
cana-2114	15	17	)	)	PUNCT
cana-2114	15	18	and	and	CCONJ
cana-2114	15	19	anomaly	anomaly	NOUN
cana-2114	15	20	detection	detection	NOUN
cana-2114	15	21	to	to	PART
cana-2114	15	22	enhance	enhance	VERB
cana-2114	15	23	tcp	tcp	ADV
cana-2114	15	24	in	in	ADP
cana-2114	15	25	such	such	ADJ
cana-2114	15	26	dynamic	dynamic	ADJ
cana-2114	15	27	settings	setting	NOUN
cana-2114	15	28	.	.	PUNCT
cana-2114	16	1	previous	previous	ADJ
cana-2114	16	2	studies	study	NOUN
cana-2114	16	3	have	have	AUX
cana-2114	16	4	explored	explore	VERB
cana-2114	16	5	various	various	ADJ
cana-2114	16	6	machine	machine	NOUN
cana-2114	16	7	learning	learn	VERB
cana-2114	16	8	techniques	technique	NOUN
cana-2114	16	9	for	for	ADP
cana-2114	16	10	tcp	tcp	PROPN
cana-2114	16	11	.	.	PUNCT
cana-2114	17	1	for	for	ADP
cana-2114	17	2	instance	instance	NOUN
cana-2114	17	3	,	,	PUNCT
cana-2114	17	4	marijan	marijan	NOUN
cana-2114	18	1	[	[	X
cana-2114	18	2	1	1	NUM
cana-2114	18	3	]	]	PUNCT
cana-2114	18	4	conducted	conduct	VERB
cana-2114	18	5	a	a	DET
cana-2114	18	6	comparative	comparative	ADJ
cana-2114	18	7	study	study	NOUN
cana-2114	18	8	of	of	ADP
cana-2114	18	9	different	different	ADJ
cana-2114	18	10	machine	machine	NOUN
cana-2114	18	11	learning	learning	NOUN
cana-2114	18	12	models	model	NOUN
cana-2114	18	13	for	for	ADP
cana-2114	18	14	tcp	tcp	NOUN
cana-2114	18	15	in	in	ADP
cana-2114	18	16	ci	ci	NOUN
cana-2114	18	17	environments	environment	NOUN
cana-2114	18	18	,	,	PUNCT
cana-2114	18	19	finding	find	VERB
cana-2114	18	20	that	that	SCONJ
cana-2114	18	21	the	the	DET
cana-2114	18	22	performance	performance	NOUN
cana-2114	18	23	of	of	ADP
cana-2114	18	24	these	these	DET
cana-2114	18	25	models	model	NOUN
cana-2114	18	26	varies	vary	VERB
cana-2114	18	27	significantly	significantly	ADV
cana-2114	18	28	based	base	VERB
cana-2114	18	29	on	on	ADP
cana-2114	18	30	the	the	DET
cana-2114	18	31	size	size	NOUN
cana-2114	18	32	of	of	ADP
cana-2114	18	33	test	test	NOUN
cana-2114	18	34	history	history	NOUN
cana-2114	18	35	and	and	CCONJ
cana-2114	18	36	available	available	ADJ
cana-2114	18	37	time	time	NOUN
cana-2114	18	38	.	.	PUNCT
cana-2114	19	1	similarly	similarly	ADV
cana-2114	19	2	,	,	PUNCT
cana-2114	19	3	tiutin	tiutin	NOUN
cana-2114	19	4	and	and	CCONJ
cana-2114	19	5	vescan	vescan	ADJ
cana-2114	20	1	[	[	X
cana-2114	20	2	2	2	NUM
cana-2114	20	3	]	]	PUNCT
cana-2114	20	4	investigated	investigate	VERB
cana-2114	20	5	the	the	DET
cana-2114	20	6	use	use	NOUN
cana-2114	20	7	of	of	ADP
cana-2114	20	8	neural	neural	ADJ
cana-2114	20	9	networks	network	NOUN
cana-2114	20	10	for	for	ADP
cana-2114	20	11	test	test	NOUN
cana-2114	20	12	case	case	NOUN
cana-2114	20	13	classification	classification	NOUN
cana-2114	20	14	,	,	PUNCT
cana-2114	20	15	showing	show	VERB
cana-2114	20	16	promising	promising	ADJ
cana-2114	20	17	results	result	NOUN
cana-2114	20	18	in	in	ADP
cana-2114	20	19	improving	improve	VERB
cana-2114	20	20	failure	failure	NOUN
cana-2114	20	21	detection	detection	NOUN
cana-2114	20	22	rates	rate	NOUN
cana-2114	20	23	.	.	PUNCT
cana-2114	21	1	omri	omri	PROPN
cana-2114	21	2	and	and	CCONJ
cana-2114	21	3	sinz	sinz	VERB
cana-2114	21	4	[	[	X
cana-2114	21	5	3	3	NUM
cana-2114	21	6	]	]	PUNCT
cana-2114	21	7	and	and	CCONJ
cana-2114	21	8	da	da	PROPN
cana-2114	21	9	roza	roza	PROPN
cana-2114	21	10	et	et	PROPN
cana-2114	21	11	al	al	PROPN
cana-2114	21	12	.	.	PUNCT
cana-2114	22	1	[	[	X
cana-2114	22	2	4	4	NUM
cana-2114	22	3	]	]	PUNCT
cana-2114	22	4	explored	explore	VERB
cana-2114	22	5	reinforcement	reinforcement	NOUN
cana-2114	22	6	learning	learning	NOUN
cana-2114	22	7	for	for	ADP
cana-2114	22	8	tcp	tcp	NOUN
cana-2114	22	9	,	,	PUNCT
cana-2114	22	10	demonstrating	demonstrate	VERB
cana-2114	22	11	its	its	PRON
cana-2114	22	12	potential	potential	NOUN
cana-2114	22	13	to	to	PART
cana-2114	22	14	adapt	adapt	VERB
cana-2114	22	15	to	to	ADP
cana-2114	22	16	changing	change	VERB
cana-2114	22	17	ci	ci	NOUN
cana-2114	22	18	cycles	cycle	NOUN
cana-2114	22	19	.	.	PUNCT
cana-2114	23	1	however	however	ADV
cana-2114	23	2	,	,	PUNCT
cana-2114	23	3	these	these	DET
cana-2114	23	4	studies	study	NOUN
cana-2114	23	5	often	often	ADV
cana-2114	23	6	focused	focus	VERB
cana-2114	23	7	on	on	ADP
cana-2114	23	8	individual	individual	ADJ
cana-2114	23	9	techniques	technique	NOUN
cana-2114	23	10	without	without	ADP
cana-2114	23	11	integrating	integrate	VERB
cana-2114	23	12	multiple	multiple	ADJ
cana-2114	23	13	advanced	advanced	ADJ
cana-2114	23	14	methods	method	NOUN
cana-2114	23	15	to	to	PART
cana-2114	23	16	address	address	VERB
cana-2114	23	17	the	the	DET
cana-2114	23	18	diverse	diverse	ADJ
cana-2114	23	19	challenges	challenge	NOUN
cana-2114	23	20	of	of	ADP
cana-2114	23	21	modern	modern	ADJ
cana-2114	23	22	software	software	NOUN
cana-2114	23	23	testing	testing	NOUN
cana-2114	23	24	.	.	PUNCT
cana-2114	24	1	mailto:srinivas.cst4@gmail.com	mailto:srinivas.cst4@gmail.com	PROPN
cana-2114	24	2	communications	communication	NOUN
cana-2114	24	3	on	on	ADP
cana-2114	24	4	applied	apply	VERB
cana-2114	24	5	nonlinear	nonlinear	ADJ
cana-2114	24	6	analysis	analysis	NOUN
cana-2114	24	7	issn	issn	NOUN
cana-2114	24	8	:	:	PUNCT
cana-2114	24	9	1074	1074	NUM
cana-2114	24	10	-	-	PUNCT
cana-2114	24	11	133x	133x	NUM
cana-2114	24	12	vol	vol	NOUN
cana-2114	24	13	32	32	NUM
cana-2114	24	14	no	no	NOUN
cana-2114	24	15	.	.	PUNCT
cana-2114	25	1	1s	1s	NUM
cana-2114	25	2	(	(	PUNCT
cana-2114	25	3	2025	2025	NUM
cana-2114	25	4	)	)	PUNCT
cana-2114	25	5	123	123	NUM
cana-2114	25	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2114	25	7	the	the	DET
cana-2114	25	8	dynamicrl	dynamicrl	PROPN
cana-2114	25	9	-	-	PUNCT
cana-2114	25	10	tcp	tcp	ADJ
cana-2114	25	11	approach	approach	NOUN
cana-2114	25	12	addresses	address	VERB
cana-2114	25	13	these	these	DET
cana-2114	25	14	knowledge	knowledge	NOUN
cana-2114	25	15	gaps	gap	NOUN
cana-2114	25	16	by	by	ADP
cana-2114	25	17	combining	combine	VERB
cana-2114	25	18	reinforcement	reinforcement	NOUN
cana-2114	25	19	learning	learning	NOUN
cana-2114	25	20	,	,	PUNCT
cana-2114	25	21	sliding	slide	VERB
cana-2114	25	22	window	window	NOUN
cana-2114	25	23	strategies	strategy	NOUN
cana-2114	25	24	,	,	PUNCT
cana-2114	25	25	and	and	CCONJ
cana-2114	25	26	anomaly	anomaly	NOUN
cana-2114	25	27	detection	detection	NOUN
cana-2114	25	28	into	into	ADP
cana-2114	25	29	a	a	DET
cana-2114	25	30	cohesive	cohesive	ADJ
cana-2114	25	31	framework	framework	NOUN
cana-2114	25	32	.	.	PUNCT
cana-2114	26	1	the	the	DET
cana-2114	26	2	reinforcement	reinforcement	NOUN
cana-2114	26	3	learning	learn	VERB
cana-2114	26	4	agent	agent	NOUN
cana-2114	26	5	dynamically	dynamically	ADV
cana-2114	26	6	prioritizes	prioritize	VERB
cana-2114	26	7	test	test	NOUN
cana-2114	26	8	cases	case	NOUN
cana-2114	26	9	based	base	VERB
cana-2114	26	10	on	on	ADP
cana-2114	26	11	historical	historical	ADJ
cana-2114	26	12	data	datum	NOUN
cana-2114	26	13	,	,	PUNCT
cana-2114	26	14	continuously	continuously	ADV
cana-2114	26	15	learning	learn	VERB
cana-2114	26	16	and	and	CCONJ
cana-2114	26	17	improving	improve	VERB
cana-2114	26	18	from	from	ADP
cana-2114	26	19	an	an	DET
cana-2114	26	20	experience	experience	NOUN
cana-2114	26	21	replay	replay	NOUN
cana-2114	26	22	buffer	buffer	NOUN
cana-2114	26	23	.	.	PUNCT
cana-2114	27	1	the	the	DET
cana-2114	27	2	sliding	slide	VERB
cana-2114	27	3	window	window	NOUN
cana-2114	27	4	mechanism	mechanism	NOUN
cana-2114	27	5	ensures	ensure	VERB
cana-2114	27	6	the	the	DET
cana-2114	27	7	rl	rl	PROPN
cana-2114	27	8	agent	agent	NOUN
cana-2114	27	9	focuses	focus	VERB
cana-2114	27	10	on	on	ADP
cana-2114	27	11	a	a	DET
cana-2114	27	12	manageable	manageable	ADJ
cana-2114	27	13	subset	subset	NOUN
cana-2114	27	14	of	of	ADP
cana-2114	27	15	test	test	NOUN
cana-2114	27	16	cases	case	NOUN
cana-2114	27	17	at	at	ADP
cana-2114	27	18	any	any	DET
cana-2114	27	19	given	give	VERB
cana-2114	27	20	time	time	NOUN
cana-2114	27	21	,	,	PUNCT
cana-2114	27	22	enhancing	enhance	VERB
cana-2114	27	23	adaptability	adaptability	NOUN
cana-2114	27	24	.	.	PUNCT
cana-2114	28	1	anomaly	anomaly	NOUN
cana-2114	28	2	detection	detection	NOUN
cana-2114	28	3	monitors	monitor	NOUN
cana-2114	28	4	test	test	VERB
cana-2114	28	5	outcomes	outcome	NOUN
cana-2114	28	6	for	for	ADP
cana-2114	28	7	irregular	irregular	ADJ
cana-2114	28	8	patterns	pattern	NOUN
cana-2114	28	9	,	,	PUNCT
cana-2114	28	10	triggering	trigger	VERB
cana-2114	28	11	retraining	retraining	NOUN
cana-2114	28	12	of	of	ADP
cana-2114	28	13	the	the	DET
cana-2114	28	14	rl	rl	PROPN
cana-2114	28	15	agent	agent	NOUN
cana-2114	28	16	when	when	SCONJ
cana-2114	28	17	necessary	necessary	ADJ
cana-2114	28	18	to	to	PART
cana-2114	28	19	maintain	maintain	VERB
cana-2114	28	20	accuracy	accuracy	NOUN
cana-2114	28	21	and	and	CCONJ
cana-2114	28	22	reliability	reliability	NOUN
cana-2114	28	23	.	.	PUNCT
cana-2114	29	1	the	the	DET
cana-2114	29	2	primary	primary	ADJ
cana-2114	29	3	objective	objective	NOUN
cana-2114	29	4	of	of	ADP
cana-2114	29	5	this	this	DET
cana-2114	29	6	study	study	NOUN
cana-2114	29	7	is	be	AUX
cana-2114	29	8	to	to	PART
cana-2114	29	9	develop	develop	VERB
cana-2114	29	10	and	and	CCONJ
cana-2114	29	11	evaluate	evaluate	VERB
cana-2114	29	12	dynamicrl	dynamicrl	NOUN
cana-2114	29	13	-	-	PUNCT
cana-2114	29	14	tcp	tcp	NOUN
cana-2114	29	15	in	in	ADP
cana-2114	29	16	improving	improve	VERB
cana-2114	29	17	test	test	NOUN
cana-2114	29	18	case	case	NOUN
cana-2114	29	19	prioritization	prioritization	NOUN
cana-2114	29	20	's	's	PART
cana-2114	29	21	efficiency	efficiency	NOUN
cana-2114	29	22	and	and	CCONJ
cana-2114	29	23	effectiveness	effectiveness	NOUN
cana-2114	29	24	in	in	ADP
cana-2114	29	25	ci	ci	PROPN
cana-2114	29	26	environments	environment	NOUN
cana-2114	29	27	.	.	PUNCT
cana-2114	30	1	specifically	specifically	ADV
cana-2114	30	2	,	,	PUNCT
cana-2114	30	3	the	the	DET
cana-2114	30	4	research	research	NOUN
cana-2114	30	5	aims	aim	VERB
cana-2114	30	6	to	to	PART
cana-2114	30	7	investigate	investigate	VERB
cana-2114	30	8	how	how	SCONJ
cana-2114	30	9	the	the	DET
cana-2114	30	10	integration	integration	NOUN
cana-2114	30	11	of	of	ADP
cana-2114	30	12	reinforcement	reinforcement	NOUN
cana-2114	30	13	learning	learning	NOUN
cana-2114	30	14	,	,	PUNCT
cana-2114	30	15	sliding	slide	VERB
cana-2114	30	16	window	window	NOUN
cana-2114	30	17	strategies	strategy	NOUN
cana-2114	30	18	,	,	PUNCT
cana-2114	30	19	and	and	CCONJ
cana-2114	30	20	anomaly	anomaly	NOUN
cana-2114	30	21	detection	detection	NOUN
cana-2114	30	22	can	can	AUX
cana-2114	30	23	enhance	enhance	VERB
cana-2114	30	24	fault	fault	NOUN
cana-2114	30	25	detection	detection	NOUN
cana-2114	30	26	rates	rate	NOUN
cana-2114	30	27	,	,	PUNCT
cana-2114	30	28	reduce	reduce	VERB
cana-2114	30	29	time	time	NOUN
cana-2114	30	30	to	to	ADP
cana-2114	30	31	first	first	ADJ
cana-2114	30	32	fault	fault	NOUN
cana-2114	30	33	,	,	PUNCT
cana-2114	30	34	and	and	CCONJ
cana-2114	30	35	maintain	maintain	VERB
cana-2114	30	36	high	high	ADJ
cana-2114	30	37	computational	computational	ADJ
cana-2114	30	38	efficiency	efficiency	NOUN
cana-2114	30	39	.	.	PUNCT
cana-2114	31	1	the	the	DET
cana-2114	31	2	significance	significance	NOUN
cana-2114	31	3	of	of	ADP
cana-2114	31	4	this	this	DET
cana-2114	31	5	research	research	NOUN
cana-2114	31	6	lies	lie	VERB
cana-2114	31	7	in	in	ADP
cana-2114	31	8	its	its	PRON
cana-2114	31	9	potential	potential	NOUN
cana-2114	31	10	to	to	PART
cana-2114	31	11	advance	advance	VERB
cana-2114	31	12	the	the	DET
cana-2114	31	13	field	field	NOUN
cana-2114	31	14	of	of	ADP
cana-2114	31	15	software	software	NOUN
cana-2114	31	16	testing	testing	NOUN
cana-2114	31	17	by	by	ADP
cana-2114	31	18	providing	provide	VERB
cana-2114	31	19	a	a	DET
cana-2114	31	20	more	more	ADV
cana-2114	31	21	adaptive	adaptive	ADJ
cana-2114	31	22	and	and	CCONJ
cana-2114	31	23	robust	robust	ADJ
cana-2114	31	24	solution	solution	NOUN
cana-2114	31	25	for	for	ADP
cana-2114	31	26	tcp	tcp	NOUN
cana-2114	31	27	.	.	PUNCT
cana-2114	32	1	by	by	ADP
cana-2114	32	2	effectively	effectively	ADV
cana-2114	32	3	prioritizing	prioritize	VERB
cana-2114	32	4	test	test	NOUN
cana-2114	32	5	cases	case	NOUN
cana-2114	32	6	,	,	PUNCT
cana-2114	32	7	dynamicrl	dynamicrl	NOUN
cana-2114	32	8	-	-	PUNCT
cana-2114	32	9	tcp	tcp	PROPN
cana-2114	32	10	can	can	AUX
cana-2114	32	11	help	help	AUX
cana-2114	32	12	identify	identify	VERB
cana-2114	32	13	critical	critical	ADJ
cana-2114	32	14	software	software	NOUN
cana-2114	32	15	faults	fault	NOUN
cana-2114	32	16	earlier	early	ADV
cana-2114	32	17	,	,	PUNCT
cana-2114	32	18	reduce	reduce	VERB
cana-2114	32	19	testing	testing	NOUN
cana-2114	32	20	time	time	NOUN
cana-2114	32	21	,	,	PUNCT
cana-2114	32	22	and	and	CCONJ
cana-2114	32	23	optimize	optimize	VERB
cana-2114	32	24	resource	resource	NOUN
cana-2114	32	25	utilization	utilization	NOUN
cana-2114	32	26	.	.	PUNCT
cana-2114	33	1	this	this	PRON
cana-2114	33	2	can	can	AUX
cana-2114	33	3	lead	lead	VERB
cana-2114	33	4	to	to	ADP
cana-2114	33	5	more	more	ADV
cana-2114	33	6	reliable	reliable	ADJ
cana-2114	33	7	software	software	NOUN
cana-2114	33	8	releases	release	NOUN
cana-2114	33	9	and	and	CCONJ
cana-2114	33	10	a	a	DET
cana-2114	33	11	more	more	ADV
cana-2114	33	12	efficient	efficient	ADJ
cana-2114	33	13	development	development	NOUN
cana-2114	33	14	process	process	NOUN
cana-2114	33	15	,	,	PUNCT
cana-2114	33	16	particularly	particularly	ADV
cana-2114	33	17	in	in	ADP
cana-2114	33	18	ci	ci	NOUN
cana-2114	33	19	environments	environment	NOUN
cana-2114	33	20	where	where	SCONJ
cana-2114	33	21	rapid	rapid	ADJ
cana-2114	33	22	feedback	feedback	NOUN
cana-2114	33	23	is	be	AUX
cana-2114	33	24	crucial	crucial	ADJ
cana-2114	33	25	.	.	PUNCT
cana-2114	34	1	the	the	DET
cana-2114	34	2	remainder	remainder	NOUN
cana-2114	34	3	of	of	ADP
cana-2114	34	4	the	the	DET
cana-2114	34	5	paper	paper	NOUN
cana-2114	34	6	is	be	AUX
cana-2114	34	7	structured	structure	VERB
cana-2114	34	8	as	as	SCONJ
cana-2114	34	9	follows	follow	VERB
cana-2114	34	10	.	.	PUNCT
cana-2114	35	1	first	first	ADV
cana-2114	35	2	,	,	PUNCT
cana-2114	35	3	we	we	PRON
cana-2114	35	4	review	review	VERB
cana-2114	35	5	the	the	DET
cana-2114	35	6	related	relate	VERB
cana-2114	35	7	work	work	NOUN
cana-2114	35	8	in	in	ADP
cana-2114	35	9	test	test	NOUN
cana-2114	35	10	case	case	NOUN
cana-2114	35	11	prioritization	prioritization	NOUN
cana-2114	35	12	,	,	PUNCT
cana-2114	35	13	highlighting	highlight	VERB
cana-2114	35	14	the	the	DET
cana-2114	35	15	limitations	limitation	NOUN
cana-2114	35	16	of	of	ADP
cana-2114	35	17	current	current	ADJ
cana-2114	35	18	methods	method	NOUN
cana-2114	35	19	.	.	PUNCT
cana-2114	36	1	next	next	ADV
cana-2114	36	2	,	,	PUNCT
cana-2114	36	3	we	we	PRON
cana-2114	36	4	describe	describe	VERB
cana-2114	36	5	the	the	DET
cana-2114	36	6	architecture	architecture	NOUN
cana-2114	36	7	and	and	CCONJ
cana-2114	36	8	components	component	NOUN
cana-2114	36	9	of	of	ADP
cana-2114	36	10	dynamicrl	dynamicrl	NOUN
cana-2114	36	11	-	-	PUNCT
cana-2114	36	12	tcp	tcp	PROPN
cana-2114	36	13	,	,	PUNCT
cana-2114	36	14	detailing	detail	VERB
cana-2114	36	15	the	the	DET
cana-2114	36	16	data	data	NOUN
cana-2114	36	17	collection	collection	NOUN
cana-2114	36	18	layer	layer	NOUN
cana-2114	36	19	,	,	PUNCT
cana-2114	36	20	reinforcement	reinforcement	NOUN
cana-2114	36	21	learning	learn	VERB
cana-2114	36	22	agent	agent	NOUN
cana-2114	36	23	layer	layer	NOUN
cana-2114	36	24	,	,	PUNCT
cana-2114	36	25	sliding	slide	VERB
cana-2114	36	26	window	window	NOUN
cana-2114	36	27	layer	layer	NOUN
cana-2114	36	28	,	,	PUNCT
cana-2114	36	29	anomaly	anomaly	NOUN
cana-2114	36	30	detection	detection	NOUN
cana-2114	36	31	layer	layer	NOUN
cana-2114	36	32	,	,	PUNCT
cana-2114	36	33	and	and	CCONJ
cana-2114	36	34	execution	execution	NOUN
cana-2114	36	35	environment	environment	NOUN
cana-2114	36	36	layer	layer	NOUN
cana-2114	36	37	.	.	PUNCT
cana-2114	37	1	we	we	PRON
cana-2114	37	2	then	then	ADV
cana-2114	37	3	present	present	VERB
cana-2114	37	4	our	our	PRON
cana-2114	37	5	experimental	experimental	ADJ
cana-2114	37	6	setup	setup	NOUN
cana-2114	37	7	,	,	PUNCT
cana-2114	37	8	including	include	VERB
cana-2114	37	9	the	the	DET
cana-2114	37	10	datasets	dataset	NOUN
cana-2114	37	11	,	,	PUNCT
cana-2114	37	12	evaluation	evaluation	NOUN
cana-2114	37	13	metrics	metric	NOUN
cana-2114	37	14	,	,	PUNCT
cana-2114	37	15	and	and	CCONJ
cana-2114	37	16	comparative	comparative	ADJ
cana-2114	37	17	methods	method	NOUN
cana-2114	37	18	used	use	VERB
cana-2114	37	19	.	.	PUNCT
cana-2114	38	1	the	the	DET
cana-2114	38	2	results	result	NOUN
cana-2114	38	3	and	and	CCONJ
cana-2114	38	4	analysis	analysis	NOUN
cana-2114	38	5	section	section	NOUN
cana-2114	38	6	follows	follow	VERB
cana-2114	38	7	,	,	PUNCT
cana-2114	38	8	where	where	SCONJ
cana-2114	38	9	we	we	PRON
cana-2114	38	10	discuss	discuss	VERB
cana-2114	38	11	the	the	DET
cana-2114	38	12	performance	performance	NOUN
cana-2114	38	13	of	of	ADP
cana-2114	38	14	dynamicrl	dynamicrl	NOUN
cana-2114	38	15	-	-	PUNCT
cana-2114	38	16	tcp	tcp	PROPN
cana-2114	38	17	compared	compare	VERB
cana-2114	38	18	to	to	ADP
cana-2114	38	19	contemporary	contemporary	ADJ
cana-2114	38	20	methods	method	NOUN
cana-2114	38	21	and	and	CCONJ
cana-2114	38	22	the	the	DET
cana-2114	38	23	outcomes	outcome	NOUN
cana-2114	38	24	of	of	ADP
cana-2114	38	25	our	our	PRON
cana-2114	38	26	ablation	ablation	NOUN
cana-2114	38	27	study	study	NOUN
cana-2114	38	28	.	.	PUNCT
cana-2114	39	1	finally	finally	ADV
cana-2114	39	2	,	,	PUNCT
cana-2114	39	3	we	we	PRON
cana-2114	39	4	conclude	conclude	VERB
cana-2114	39	5	with	with	ADP
cana-2114	39	6	the	the	DET
cana-2114	39	7	implications	implication	NOUN
cana-2114	39	8	of	of	ADP
cana-2114	39	9	our	our	PRON
cana-2114	39	10	findings	finding	NOUN
cana-2114	39	11	and	and	CCONJ
cana-2114	39	12	potential	potential	ADJ
cana-2114	39	13	directions	direction	NOUN
cana-2114	39	14	for	for	ADP
cana-2114	39	15	future	future	ADJ
cana-2114	39	16	research	research	NOUN
cana-2114	39	17	.	.	PUNCT
cana-2114	40	1	2	2	NUM
cana-2114	40	2	related	related	ADJ
cana-2114	40	3	work	work	NOUN
cana-2114	40	4	this	this	DET
cana-2114	40	5	section	section	NOUN
cana-2114	40	6	presents	present	VERB
cana-2114	40	7	recent	recent	ADJ
cana-2114	40	8	research	research	NOUN
cana-2114	40	9	on	on	ADP
cana-2114	40	10	how	how	SCONJ
cana-2114	40	11	to	to	PART
cana-2114	40	12	make	make	VERB
cana-2114	40	13	software	software	NOUN
cana-2114	40	14	testing	test	VERB
cana-2114	40	15	more	more	ADV
cana-2114	40	16	efficient	efficient	ADJ
cana-2114	40	17	.	.	PUNCT
cana-2114	41	1	many	many	ADJ
cana-2114	41	2	studies	study	NOUN
cana-2114	41	3	have	have	AUX
cana-2114	41	4	explored	explore	VERB
cana-2114	41	5	different	different	ADJ
cana-2114	41	6	ways	way	NOUN
cana-2114	41	7	to	to	PART
cana-2114	41	8	decide	decide	VERB
cana-2114	41	9	which	which	PRON
cana-2114	41	10	tests	test	VERB
cana-2114	41	11	to	to	PART
cana-2114	41	12	run	run	VERB
cana-2114	41	13	first	first	ADV
cana-2114	41	14	,	,	PUNCT
cana-2114	41	15	a	a	DET
cana-2114	41	16	process	process	NOUN
cana-2114	41	17	called	call	VERB
cana-2114	41	18	test	test	NOUN
cana-2114	41	19	case	case	NOUN
cana-2114	41	20	prioritization	prioritization	NOUN
cana-2114	41	21	.	.	PUNCT
cana-2114	42	1	this	this	PRON
cana-2114	42	2	is	be	AUX
cana-2114	42	3	important	important	ADJ
cana-2114	42	4	because	because	SCONJ
cana-2114	42	5	running	run	VERB
cana-2114	42	6	all	all	DET
cana-2114	42	7	tests	test	NOUN
cana-2114	42	8	can	can	AUX
cana-2114	42	9	take	take	VERB
cana-2114	42	10	a	a	DET
cana-2114	42	11	lot	lot	NOUN
cana-2114	42	12	of	of	ADP
cana-2114	42	13	time	time	NOUN
cana-2114	42	14	and	and	CCONJ
cana-2114	42	15	resources	resource	NOUN
cana-2114	42	16	.	.	PUNCT
cana-2114	43	1	researchers	researcher	NOUN
cana-2114	43	2	have	have	AUX
cana-2114	43	3	tried	try	VERB
cana-2114	43	4	various	various	ADJ
cana-2114	43	5	methods	method	NOUN
cana-2114	43	6	,	,	PUNCT
cana-2114	43	7	including	include	VERB
cana-2114	43	8	machine	machine	NOUN
cana-2114	43	9	learning	learning	NOUN
cana-2114	43	10	and	and	CCONJ
cana-2114	43	11	artificial	artificial	ADJ
cana-2114	43	12	intelligence	intelligence	NOUN
cana-2114	43	13	,	,	PUNCT
cana-2114	43	14	to	to	PART
cana-2114	43	15	improve	improve	VERB
cana-2114	43	16	this	this	DET
cana-2114	43	17	process	process	NOUN
cana-2114	43	18	.	.	PUNCT
cana-2114	44	1	they	they	PRON
cana-2114	44	2	aim	aim	VERB
cana-2114	44	3	to	to	PART
cana-2114	44	4	find	find	VERB
cana-2114	44	5	problems	problem	NOUN
cana-2114	44	6	in	in	ADP
cana-2114	44	7	software	software	NOUN
cana-2114	44	8	faster	fast	ADV
cana-2114	44	9	and	and	CCONJ
cana-2114	44	10	with	with	ADP
cana-2114	44	11	less	less	ADJ
cana-2114	44	12	effort	effort	NOUN
cana-2114	44	13	.	.	PUNCT
cana-2114	45	1	this	this	DET
cana-2114	45	2	review	review	NOUN
cana-2114	45	3	covers	cover	VERB
cana-2114	45	4	different	different	ADJ
cana-2114	45	5	approaches	approach	NOUN
cana-2114	45	6	,	,	PUNCT
cana-2114	45	7	their	their	PRON
cana-2114	45	8	strengths	strength	NOUN
cana-2114	45	9	,	,	PUNCT
cana-2114	45	10	and	and	CCONJ
cana-2114	45	11	their	their	PRON
cana-2114	45	12	limitations	limitation	NOUN
cana-2114	45	13	.	.	PUNCT
cana-2114	46	1	it	it	PRON
cana-2114	46	2	also	also	ADV
cana-2114	46	3	highlights	highlight	VERB
cana-2114	46	4	how	how	SCONJ
cana-2114	46	5	these	these	DET
cana-2114	46	6	methods	method	NOUN
cana-2114	46	7	work	work	VERB
cana-2114	46	8	in	in	ADP
cana-2114	46	9	real	real	ADJ
cana-2114	46	10	-	-	PUNCT
cana-2114	46	11	world	world	NOUN
cana-2114	46	12	situations	situation	NOUN
cana-2114	46	13	,	,	PUNCT
cana-2114	46	14	especially	especially	ADV
cana-2114	46	15	in	in	ADP
cana-2114	46	16	environments	environment	NOUN
cana-2114	46	17	where	where	SCONJ
cana-2114	46	18	software	software	NOUN
cana-2114	46	19	is	be	AUX
cana-2114	46	20	updated	update	VERB
cana-2114	46	21	frequently	frequently	ADV
cana-2114	46	22	.	.	PUNCT
cana-2114	47	1	by	by	ADP
cana-2114	47	2	understanding	understand	VERB
cana-2114	47	3	these	these	DET
cana-2114	47	4	studies	study	NOUN
cana-2114	47	5	,	,	PUNCT
cana-2114	47	6	we	we	PRON
cana-2114	47	7	can	can	AUX
cana-2114	47	8	see	see	VERB
cana-2114	47	9	how	how	SCONJ
cana-2114	47	10	the	the	DET
cana-2114	47	11	field	field	NOUN
cana-2114	47	12	of	of	ADP
cana-2114	47	13	software	software	NOUN
cana-2114	47	14	testing	testing	NOUN
cana-2114	47	15	is	be	AUX
cana-2114	47	16	changing	change	VERB
cana-2114	47	17	and	and	CCONJ
cana-2114	47	18	improving	improve	VERB
cana-2114	47	19	.	.	PUNCT
cana-2114	48	1	this	this	DET
cana-2114	48	2	review	review	NOUN
cana-2114	48	3	helps	help	VERB
cana-2114	48	4	set	set	VERB
cana-2114	48	5	the	the	DET
cana-2114	48	6	stage	stage	NOUN
cana-2114	48	7	for	for	ADP
cana-2114	48	8	new	new	ADJ
cana-2114	48	9	ideas	idea	NOUN
cana-2114	48	10	that	that	PRON
cana-2114	48	11	could	could	AUX
cana-2114	48	12	make	make	VERB
cana-2114	48	13	software	software	NOUN
cana-2114	48	14	testing	testing	NOUN
cana-2114	48	15	even	even	ADV
cana-2114	48	16	better	well	ADV
cana-2114	48	17	in	in	ADP
cana-2114	48	18	the	the	DET
cana-2114	48	19	future	future	NOUN
cana-2114	48	20	.	.	PUNCT
cana-2114	49	1	many	many	ADJ
cana-2114	49	2	researchers	researcher	NOUN
cana-2114	49	3	are	be	AUX
cana-2114	49	4	exploring	explore	VERB
cana-2114	49	5	how	how	SCONJ
cana-2114	49	6	different	different	ADJ
cana-2114	49	7	machine	machine	NOUN
cana-2114	49	8	learning	learning	NOUN
cana-2114	49	9	models	model	NOUN
cana-2114	49	10	can	can	AUX
cana-2114	49	11	improve	improve	VERB
cana-2114	49	12	the	the	DET
cana-2114	49	13	efficiency	efficiency	NOUN
cana-2114	49	14	and	and	CCONJ
cana-2114	49	15	effectiveness	effectiveness	NOUN
cana-2114	49	16	of	of	ADP
cana-2114	49	17	test	test	NOUN
cana-2114	49	18	case	case	NOUN
cana-2114	49	19	prioritization	prioritization	NOUN
cana-2114	49	20	.	.	PUNCT
cana-2114	50	1	for	for	ADP
cana-2114	50	2	instance	instance	NOUN
cana-2114	50	3	,	,	PUNCT
cana-2114	50	4	marijan	marijan	NOUN
cana-2114	51	1	[	[	X
cana-2114	51	2	1	1	NUM
cana-2114	51	3	]	]	PUNCT
cana-2114	51	4	compared	compare	VERB
cana-2114	51	5	various	various	ADJ
cana-2114	51	6	machine	machine	NOUN
cana-2114	51	7	learning	learning	NOUN
cana-2114	51	8	models	model	NOUN
cana-2114	51	9	,	,	PUNCT
cana-2114	51	10	finding	find	VERB
cana-2114	51	11	that	that	SCONJ
cana-2114	51	12	their	their	PRON
cana-2114	51	13	performance	performance	NOUN
cana-2114	51	14	varies	vary	VERB
cana-2114	51	15	based	base	VERB
cana-2114	51	16	on	on	ADP
cana-2114	51	17	the	the	DET
cana-2114	51	18	size	size	NOUN
cana-2114	51	19	of	of	ADP
cana-2114	51	20	test	test	NOUN
cana-2114	51	21	history	history	NOUN
cana-2114	51	22	and	and	CCONJ
cana-2114	51	23	available	available	ADJ
cana-2114	51	24	time	time	NOUN
cana-2114	51	25	.	.	PUNCT
cana-2114	52	1	tiutin	tiutin	NOUN
cana-2114	52	2	et	et	PROPN
cana-2114	52	3	al	al	PROPN
cana-2114	52	4	.	.	PUNCT
cana-2114	53	1	[	[	X
cana-2114	53	2	2	2	X
cana-2114	53	3	]	]	PUNCT
cana-2114	53	4	and	and	CCONJ
cana-2114	53	5	lachmann	lachmann	VERB
cana-2114	53	6	et	et	PROPN
cana-2114	53	7	al	al	PROPN
cana-2114	53	8	.	.	PUNCT
cana-2114	54	1	[	[	X
cana-2114	54	2	5	5	NUM
cana-2114	54	3	]	]	PUNCT
cana-2114	54	4	investigated	investigate	VERB
cana-2114	54	5	the	the	DET
cana-2114	54	6	use	use	NOUN
cana-2114	54	7	of	of	ADP
cana-2114	54	8	neural	neural	ADJ
cana-2114	54	9	networks	network	NOUN
cana-2114	54	10	and	and	CCONJ
cana-2114	54	11	svm	svm	VERB
cana-2114	54	12	rank	rank	NOUN
cana-2114	54	13	algorithms	algorithm	NOUN
cana-2114	54	14	respectively	respectively	ADV
cana-2114	54	15	,	,	PUNCT
cana-2114	54	16	both	both	PRON
cana-2114	54	17	showing	show	VERB
cana-2114	54	18	promising	promising	ADJ
cana-2114	54	19	results	result	NOUN
cana-2114	54	20	in	in	ADP
cana-2114	54	21	improving	improve	VERB
cana-2114	54	22	failure	failure	NOUN
cana-2114	54	23	detection	detection	NOUN
cana-2114	54	24	rates	rate	NOUN
cana-2114	54	25	.	.	PUNCT
cana-2114	55	1	in	in	ADP
cana-2114	55	2	the	the	DET
cana-2114	55	3	context	context	NOUN
cana-2114	55	4	of	of	ADP
cana-2114	55	5	continuous	continuous	ADJ
cana-2114	55	6	integration	integration	NOUN
cana-2114	55	7	environments	environment	NOUN
cana-2114	55	8	,	,	PUNCT
cana-2114	55	9	several	several	ADJ
cana-2114	55	10	studies	study	NOUN
cana-2114	55	11	have	have	AUX
cana-2114	55	12	proposed	propose	VERB
cana-2114	55	13	dynamic	dynamic	ADJ
cana-2114	55	14	prioritization	prioritization	NOUN
cana-2114	55	15	approaches	approach	NOUN
cana-2114	55	16	.	.	PUNCT
cana-2114	56	1	omri	omri	PROPN
cana-2114	56	2	et	et	PROPN
cana-2114	56	3	al	al	PROPN
cana-2114	56	4	.	.	PUNCT
cana-2114	57	1	[	[	X
cana-2114	57	2	3	3	X
cana-2114	57	3	]	]	PUNCT
cana-2114	57	4	and	and	CCONJ
cana-2114	57	5	bagherzadeh	bagherzadeh	VERB
cana-2114	57	6	et	et	PROPN
cana-2114	57	7	al	al	PROPN
cana-2114	57	8	.	.	PUNCT
cana-2114	58	1	[	[	X
cana-2114	58	2	6	6	NUM
cana-2114	58	3	]	]	PUNCT
cana-2114	58	4	explored	explore	VERB
cana-2114	58	5	the	the	DET
cana-2114	58	6	use	use	NOUN
cana-2114	58	7	of	of	ADP
cana-2114	58	8	reinforcement	reinforcement	NOUN
cana-2114	58	9	learning	learning	NOUN
cana-2114	58	10	to	to	PART
cana-2114	58	11	adapt	adapt	VERB
cana-2114	58	12	to	to	ADP
cana-2114	58	13	changing	change	VERB
cana-2114	58	14	environments	environment	NOUN
cana-2114	58	15	in	in	ADP
cana-2114	58	16	ci	ci	NOUN
cana-2114	58	17	cycles	cycle	NOUN
cana-2114	58	18	.	.	PUNCT
cana-2114	59	1	da	da	PROPN
cana-2114	59	2	roza	roza	PROPN
cana-2114	59	3	et	et	PROPN
cana-2114	59	4	al	al	PROPN
cana-2114	59	5	.	.	PUNCT
cana-2114	60	1	[	[	X
cana-2114	60	2	4	4	X
cana-2114	60	3	]	]	PUNCT
cana-2114	60	4	introduced	introduce	VERB
cana-2114	60	5	a	a	DET
cana-2114	60	6	sliding	slide	VERB
cana-2114	60	7	window	window	NOUN
cana-2114	60	8	method	method	NOUN
cana-2114	60	9	using	use	VERB
cana-2114	60	10	random	random	ADJ
cana-2114	60	11	forest	forest	NOUN
cana-2114	60	12	and	and	CCONJ
cana-2114	60	13	lstm	lstm	NOUN
cana-2114	60	14	algorithms	algorithm	NOUN
cana-2114	60	15	,	,	PUNCT
cana-2114	60	16	while	while	SCONJ
cana-2114	60	17	zhang	zhang	PROPN
cana-2114	60	18	et	et	PROPN
cana-2114	60	19	al	al	PROPN
cana-2114	60	20	.	.	PUNCT
cana-2114	61	1	[	[	X
cana-2114	61	2	7	7	X
cana-2114	61	3	]	]	PUNCT
cana-2114	61	4	proposed	propose	VERB
cana-2114	61	5	a	a	DET
cana-2114	61	6	dynamic	dynamic	ADJ
cana-2114	61	7	test	test	NOUN
cana-2114	61	8	proportion	proportion	NOUN
cana-2114	61	9	selection	selection	NOUN
cana-2114	61	10	technique	technique	NOUN
cana-2114	61	11	.	.	PUNCT
cana-2114	62	1	prado	prado	PROPN
cana-2114	62	2	lima	lima	PROPN
cana-2114	62	3	et	et	PROPN
cana-2114	62	4	al	al	PROPN
cana-2114	62	5	.	.	PUNCT
cana-2114	63	1	[	[	X
cana-2114	63	2	8	8	NUM
cana-2114	63	3	]	]	PUNCT
cana-2114	63	4	evaluated	evaluate	VERB
cana-2114	63	5	ranking	ranking	NOUN
cana-2114	63	6	-	-	PUNCT
cana-2114	63	7	to	to	AUX
cana-2114	63	8	-	-	PUNCT
cana-2114	63	9	learn	learn	VERB
cana-2114	63	10	approaches	approach	NOUN
cana-2114	63	11	,	,	PUNCT
cana-2114	63	12	demonstrating	demonstrate	VERB
cana-2114	63	13	their	their	PRON
cana-2114	63	14	ability	ability	NOUN
cana-2114	63	15	to	to	PART
cana-2114	63	16	produce	produce	VERB
cana-2114	63	17	near	near	ADP
cana-2114	63	18	-	-	PUNCT
cana-2114	63	19	optimal	optimal	ADJ
cana-2114	63	20	solutions	solution	NOUN
cana-2114	63	21	in	in	ADP
cana-2114	63	22	ci	ci	NOUN
cana-2114	63	23	contexts	contexts	NOUN
cana-2114	63	24	.	.	PUNCT
cana-2114	64	1	some	some	DET
cana-2114	64	2	researchers	researcher	NOUN
cana-2114	64	3	have	have	AUX
cana-2114	64	4	focused	focus	VERB
cana-2114	64	5	on	on	ADP
cana-2114	64	6	specialized	specialized	ADJ
cana-2114	64	7	techniques	technique	NOUN
cana-2114	64	8	for	for	ADP
cana-2114	64	9	test	test	NOUN
cana-2114	64	10	case	case	NOUN
cana-2114	64	11	prioritization	prioritization	NOUN
cana-2114	64	12	.	.	PUNCT
cana-2114	65	1	ramírez	ramírez	NOUN
cana-2114	65	2	et	et	PROPN
cana-2114	65	3	al	al	PROPN
cana-2114	65	4	.	.	PUNCT
cana-2114	66	1	[	[	X
cana-2114	66	2	9	9	NUM
cana-2114	66	3	]	]	PUNCT
cana-2114	66	4	highlighted	highlight	VERB
cana-2114	66	5	the	the	DET
cana-2114	66	6	need	need	NOUN
cana-2114	66	7	for	for	ADP
cana-2114	66	8	explainable	explainable	ADJ
cana-2114	66	9	test	test	NOUN
cana-2114	66	10	case	case	NOUN
cana-2114	66	11	communications	communication	NOUN
cana-2114	66	12	on	on	ADP
cana-2114	66	13	applied	apply	VERB
cana-2114	66	14	nonlinear	nonlinear	ADJ
cana-2114	66	15	analysis	analysis	NOUN
cana-2114	66	16	issn	issn	NOUN
cana-2114	66	17	:	:	PUNCT
cana-2114	66	18	1074	1074	NUM
cana-2114	66	19	-	-	PUNCT
cana-2114	66	20	133x	133x	NUM
cana-2114	66	21	vol	vol	NOUN
cana-2114	66	22	32	32	NUM
cana-2114	66	23	no	no	NOUN
cana-2114	66	24	.	.	PUNCT
cana-2114	67	1	1s	1s	NUM
cana-2114	67	2	(	(	PUNCT
cana-2114	67	3	2025	2025	NUM
cana-2114	67	4	)	)	PUNCT
cana-2114	67	5	124	124	NUM
cana-2114	67	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2114	67	7	prioritization	prioritization	NOUN
cana-2114	67	8	techniques	technique	NOUN
cana-2114	67	9	.	.	PUNCT
cana-2114	68	1	pan	pan	PROPN
cana-2114	68	2	et	et	PROPN
cana-2114	68	3	al	al	PROPN
cana-2114	68	4	.	.	PUNCT
cana-2114	69	1	[	[	X
cana-2114	69	2	10	10	NUM
cana-2114	69	3	]	]	PUNCT
cana-2114	69	4	utilized	utilize	VERB
cana-2114	69	5	du	du	PROPN
cana-2114	69	6	-	-	ADJ
cana-2114	69	7	chain	chain	NOUN
cana-2114	69	8	coverage	coverage	NOUN
cana-2114	69	9	for	for	ADP
cana-2114	69	10	dynamic	dynamic	ADJ
cana-2114	69	11	test	test	NOUN
cana-2114	69	12	prioritization	prioritization	NOUN
cana-2114	69	13	in	in	ADP
cana-2114	69	14	regression	regression	NOUN
cana-2114	69	15	testing	testing	NOUN
cana-2114	69	16	.	.	PUNCT
cana-2114	70	1	pan	pan	PROPN
cana-2114	70	2	et	et	PROPN
cana-2114	70	3	al	al	PROPN
cana-2114	70	4	.	.	PUNCT
cana-2114	71	1	[	[	X
cana-2114	71	2	11	11	NUM
cana-2114	71	3	]	]	PUNCT
cana-2114	71	4	applied	apply	VERB
cana-2114	71	5	gini	gini	PROPN
cana-2114	71	6	impurity	impurity	NOUN
cana-2114	71	7	for	for	ADP
cana-2114	71	8	prioritizing	prioritize	VERB
cana-2114	71	9	test	test	NOUN
cana-2114	71	10	cases	case	NOUN
cana-2114	71	11	in	in	ADP
cana-2114	71	12	deep	deep	ADJ
cana-2114	71	13	neural	neural	ADJ
cana-2114	71	14	networks	network	NOUN
cana-2114	71	15	.	.	PUNCT
cana-2114	72	1	wang	wang	PROPN
cana-2114	72	2	et	et	PROPN
cana-2114	72	3	al	al	PROPN
cana-2114	72	4	.	.	PUNCT
cana-2114	73	1	[	[	X
cana-2114	73	2	12	12	NUM
cana-2114	73	3	]	]	PUNCT
cana-2114	73	4	explored	explore	VERB
cana-2114	73	5	multi	multi	ADJ
cana-2114	73	6	-	-	ADJ
cana-2114	73	7	objective	objective	ADJ
cana-2114	73	8	optimization	optimization	NOUN
cana-2114	73	9	approaches	approach	NOUN
cana-2114	73	10	to	to	PART
cana-2114	73	11	balance	balance	VERB
cana-2114	73	12	different	different	ADJ
cana-2114	73	13	prioritization	prioritization	NOUN
cana-2114	73	14	goals	goal	NOUN
cana-2114	73	15	.	.	PUNCT
cana-2114	74	1	chi	chi	PROPN
cana-2114	74	2	et	et	PROPN
cana-2114	74	3	al	al	PROPN
cana-2114	74	4	.	.	PUNCT
cana-2114	75	1	[	[	X
cana-2114	75	2	13	13	NUM
cana-2114	75	3	]	]	X
cana-2114	75	4	leveraged	leverage	VERB
cana-2114	75	5	function	function	NOUN
cana-2114	75	6	call	call	VERB
cana-2114	75	7	sequences	sequence	NOUN
cana-2114	75	8	to	to	PART
cana-2114	75	9	enhance	enhance	VERB
cana-2114	75	10	fault	fault	NOUN
cana-2114	75	11	detection	detection	NOUN
cana-2114	75	12	,	,	PUNCT
cana-2114	75	13	especially	especially	ADV
cana-2114	75	14	in	in	ADP
cana-2114	75	15	larger	large	ADJ
cana-2114	75	16	programs	program	NOUN
cana-2114	75	17	.	.	PUNCT
cana-2114	76	1	several	several	ADJ
cana-2114	76	2	studies	study	NOUN
cana-2114	76	3	addressed	address	VERB
cana-2114	76	4	specific	specific	ADJ
cana-2114	76	5	challenges	challenge	NOUN
cana-2114	76	6	in	in	ADP
cana-2114	76	7	test	test	NOUN
cana-2114	76	8	case	case	NOUN
cana-2114	76	9	prioritization	prioritization	NOUN
cana-2114	76	10	.	.	PUNCT
cana-2114	77	1	mendoza	mendoza	PROPN
cana-2114	77	2	et	et	PROPN
cana-2114	77	3	al	al	PROPN
cana-2114	77	4	.	.	PUNCT
cana-2114	78	1	[	[	X
cana-2114	78	2	14	14	NUM
cana-2114	78	3	]	]	PUNCT
cana-2114	78	4	investigated	investigate	VERB
cana-2114	78	5	the	the	DET
cana-2114	78	6	use	use	NOUN
cana-2114	78	7	of	of	ADP
cana-2114	78	8	data	datum	NOUN
cana-2114	78	9	balancing	balance	VERB
cana-2114	78	10	techniques	technique	NOUN
cana-2114	78	11	to	to	PART
cana-2114	78	12	improve	improve	VERB
cana-2114	78	13	the	the	DET
cana-2114	78	14	performance	performance	NOUN
cana-2114	78	15	of	of	ADP
cana-2114	78	16	ml	ml	NOUN
cana-2114	78	17	-	-	PUNCT
cana-2114	78	18	based	base	VERB
cana-2114	78	19	test	test	NOUN
cana-2114	78	20	case	case	NOUN
cana-2114	78	21	prioritization	prioritization	NOUN
cana-2114	78	22	.	.	PUNCT
cana-2114	79	1	mamata	mamata	PROPN
cana-2114	79	2	et	et	PROPN
cana-2114	79	3	al	al	PROPN
cana-2114	79	4	.	.	PUNCT
cana-2114	80	1	[	[	X
cana-2114	80	2	15	15	NUM
cana-2114	80	3	]	]	PUNCT
cana-2114	80	4	explored	explore	VERB
cana-2114	80	5	“	"	PUNCT
cana-2114	80	6	test	test	NOUN
cana-2114	80	7	case	case	NOUN
cana-2114	80	8	prioritization	prioritization	NOUN
cana-2114	80	9	using	use	VERB
cana-2114	80	10	trans	tran	NOUN
cana-2114	80	11	boost	boost	NOUN
cana-2114	80	12	(	(	PUNCT
cana-2114	80	13	tcp	tcp	NOUN
cana-2114	80	14	-	-	PUNCT
cana-2114	80	15	tb	tb	NOUN
cana-2114	80	16	)	)	PUNCT
cana-2114	80	17	”	"	PUNCT
cana-2114	80	18	transfer	transfer	NOUN
cana-2114	80	19	learning	learning	NOUN
cana-2114	80	20	as	as	ADP
cana-2114	80	21	a	a	DET
cana-2114	80	22	way	way	NOUN
cana-2114	80	23	to	to	PART
cana-2114	80	24	address	address	VERB
cana-2114	80	25	the	the	DET
cana-2114	80	26	challenge	challenge	NOUN
cana-2114	80	27	of	of	ADP
cana-2114	80	28	limited	limited	ADJ
cana-2114	80	29	data	datum	NOUN
cana-2114	80	30	in	in	ADP
cana-2114	80	31	some	some	DET
cana-2114	80	32	testing	testing	NOUN
cana-2114	80	33	environments	environment	NOUN
cana-2114	80	34	.	.	PUNCT
cana-2114	81	1	the	the	DET
cana-2114	81	2	field	field	NOUN
cana-2114	81	3	also	also	ADV
cana-2114	81	4	sees	see	VERB
cana-2114	81	5	contributions	contribution	NOUN
cana-2114	81	6	in	in	ADP
cana-2114	81	7	comprehensive	comprehensive	ADJ
cana-2114	81	8	reviews	review	NOUN
cana-2114	81	9	and	and	CCONJ
cana-2114	81	10	data	datum	NOUN
cana-2114	81	11	modeling	modeling	NOUN
cana-2114	81	12	.	.	PUNCT
cana-2114	82	1	pan	pan	PROPN
cana-2114	82	2	et	et	PROPN
cana-2114	82	3	al	al	PROPN
cana-2114	82	4	.	.	PUNCT
cana-2114	83	1	[	[	X
cana-2114	83	2	16	16	NUM
cana-2114	83	3	]	]	PUNCT
cana-2114	83	4	and	and	CCONJ
cana-2114	83	5	meçe	meçe	PROPN
cana-2114	83	6	et	et	PROPN
cana-2114	83	7	al	al	PROPN
cana-2114	83	8	.	.	PUNCT
cana-2114	84	1	[	[	X
cana-2114	84	2	17	17	NUM
cana-2114	84	3	]	]	PUNCT
cana-2114	84	4	provided	provide	VERB
cana-2114	84	5	systematic	systematic	ADJ
cana-2114	84	6	literature	literature	NOUN
cana-2114	84	7	reviews	review	NOUN
cana-2114	84	8	of	of	ADP
cana-2114	84	9	machine	machine	NOUN
cana-2114	84	10	learning	learn	VERB
cana-2114	84	11	techniques	technique	NOUN
cana-2114	84	12	in	in	ADP
cana-2114	84	13	test	test	NOUN
cana-2114	84	14	case	case	NOUN
cana-2114	84	15	prioritization	prioritization	NOUN
cana-2114	84	16	,	,	PUNCT
cana-2114	84	17	highlighting	highlight	VERB
cana-2114	84	18	the	the	DET
cana-2114	84	19	variety	variety	NOUN
cana-2114	84	20	of	of	ADP
cana-2114	84	21	approaches	approach	NOUN
cana-2114	84	22	but	but	CCONJ
cana-2114	84	23	also	also	ADV
cana-2114	84	24	noting	note	VERB
cana-2114	84	25	the	the	DET
cana-2114	84	26	lack	lack	NOUN
cana-2114	84	27	of	of	ADP
cana-2114	84	28	standardized	standardized	ADJ
cana-2114	84	29	evaluation	evaluation	NOUN
cana-2114	84	30	metrics	metric	NOUN
cana-2114	84	31	.	.	PUNCT
cana-2114	85	1	saboor	saboor	NOUN
cana-2114	85	2	yaraghi	yaraghi	PROPN
cana-2114	85	3	et	et	PROPN
cana-2114	85	4	al	al	PROPN
cana-2114	85	5	.	.	PUNCT
cana-2114	86	1	[	[	X
cana-2114	86	2	18	18	NUM
cana-2114	86	3	]	]	PUNCT
cana-2114	86	4	developed	develop	VERB
cana-2114	86	5	a	a	DET
cana-2114	86	6	“	"	PUNCT
cana-2114	86	7	test	test	NOUN
cana-2114	86	8	case	case	NOUN
cana-2114	86	9	prioritization	prioritization	NOUN
cana-2114	86	10	in	in	ADP
cana-2114	86	11	continuous	continuous	ADJ
cana-2114	86	12	integration	integration	NOUN
cana-2114	86	13	contexts	contexts	NOUN
cana-2114	86	14	(	(	PUNCT
cana-2114	86	15	tcp	tcp	PROPN
cana-2114	86	16	-	-	PUNCT
cana-2114	86	17	cic	cic	NOUN
cana-2114	86	18	)	)	PUNCT
cana-2114	86	19	”	"	PUNCT
cana-2114	86	20	comprehensive	comprehensive	ADJ
cana-2114	86	21	data	datum	NOUN
cana-2114	86	22	model	model	NOUN
cana-2114	86	23	and	and	CCONJ
cana-2114	86	24	feature	feature	NOUN
cana-2114	86	25	set	set	VERB
cana-2114	86	26	for	for	ADP
cana-2114	86	27	test	test	NOUN
cana-2114	86	28	case	case	NOUN
cana-2114	86	29	prioritization	prioritization	NOUN
cana-2114	86	30	in	in	ADP
cana-2114	86	31	continuous	continuous	ADJ
cana-2114	86	32	integration	integration	NOUN
cana-2114	86	33	environments	environment	NOUN
cana-2114	86	34	.	.	PUNCT
cana-2114	87	1	some	some	DET
cana-2114	87	2	researchers	researcher	NOUN
cana-2114	87	3	focused	focus	VERB
cana-2114	87	4	on	on	ADP
cana-2114	87	5	specific	specific	ADJ
cana-2114	87	6	testing	testing	NOUN
cana-2114	87	7	contexts	contexts	NOUN
cana-2114	87	8	.	.	PUNCT
cana-2114	88	1	liu	liu	PROPN
cana-2114	88	2	et	et	PROPN
cana-2114	88	3	al	al	PROPN
cana-2114	88	4	.	.	PUNCT
cana-2114	89	1	[	[	X
cana-2114	89	2	19	19	NUM
cana-2114	89	3	]	]	PUNCT
cana-2114	89	4	examined	examine	VERB
cana-2114	89	5	test	test	NOUN
cana-2114	89	6	case	case	NOUN
cana-2114	89	7	prioritization	prioritization	NOUN
cana-2114	89	8	algorithms	algorithm	NOUN
cana-2114	89	9	for	for	ADP
cana-2114	89	10	black	black	ADJ
cana-2114	89	11	box	box	PROPN
cana-2114	89	12	testing	testing	NOUN
cana-2114	89	13	.	.	PUNCT
cana-2114	90	1	khan	khan	PROPN
cana-2114	90	2	et	et	PROPN
cana-2114	90	3	al	al	PROPN
cana-2114	90	4	.	.	PUNCT
cana-2114	91	1	[	[	X
cana-2114	91	2	20	20	NUM
cana-2114	91	3	]	]	PUNCT
cana-2114	91	4	utilized	utilize	VERB
cana-2114	91	5	unsupervised	unsupervised	ADJ
cana-2114	91	6	machine	machine	NOUN
cana-2114	91	7	learning	learn	VERB
cana-2114	91	8	to	to	PART
cana-2114	91	9	categorize	categorize	VERB
cana-2114	91	10	test	test	NOUN
cana-2114	91	11	cases	case	NOUN
cana-2114	91	12	into	into	ADP
cana-2114	91	13	priority	priority	NOUN
cana-2114	91	14	clusters	cluster	NOUN
cana-2114	91	15	.	.	PUNCT
cana-2114	92	1	emam	emam	PROPN
cana-2114	92	2	et	et	PROPN
cana-2114	92	3	al	al	PROPN
cana-2114	92	4	.	.	PUNCT
cana-2114	93	1	[	[	X
cana-2114	93	2	21	21	NUM
cana-2114	93	3	]	]	PUNCT
cana-2114	93	4	and	and	CCONJ
cana-2114	93	5	huang	huang	PROPN
cana-2114	93	6	et	et	PROPN
cana-2114	93	7	al	al	PROPN
cana-2114	93	8	.	.	PUNCT
cana-2114	94	1	[	[	X
cana-2114	94	2	22	22	NUM
cana-2114	94	3	]	]	PUNCT
cana-2114	94	4	explored	explore	VERB
cana-2114	94	5	model	model	NOUN
cana-2114	94	6	-	-	PUNCT
cana-2114	94	7	based	base	VERB
cana-2114	94	8	approaches	approach	NOUN
cana-2114	94	9	using	use	VERB
cana-2114	94	10	extended	extend	VERB
cana-2114	94	11	digraphs	digraph	NOUN
cana-2114	94	12	and	and	CCONJ
cana-2114	94	13	extended	extend	VERB
cana-2114	94	14	finite	finite	ADJ
cana-2114	94	15	state	state	NOUN
cana-2114	94	16	machines	machine	NOUN
cana-2114	94	17	respectively	respectively	ADV
cana-2114	94	18	.	.	PUNCT
cana-2114	95	1	zhang	zhang	PROPN
cana-2114	95	2	et	et	PROPN
cana-2114	95	3	al	al	PROPN
cana-2114	95	4	.	.	PUNCT
cana-2114	96	1	[	[	X
cana-2114	96	2	23	23	NUM
cana-2114	96	3	]	]	PUNCT
cana-2114	96	4	introduced	introduce	VERB
cana-2114	96	5	a	a	DET
cana-2114	96	6	partial	partial	ADJ
cana-2114	96	7	attention	attention	NOUN
cana-2114	96	8	mechanism	mechanism	NOUN
cana-2114	96	9	to	to	PART
cana-2114	96	10	improve	improve	VERB
cana-2114	96	11	both	both	DET
cana-2114	96	12	efficiency	efficiency	NOUN
cana-2114	96	13	and	and	CCONJ
cana-2114	96	14	effectiveness	effectiveness	NOUN
cana-2114	96	15	of	of	ADP
cana-2114	96	16	tcp	tcp	PROPN
cana-2114	96	17	.	.	PUNCT
cana-2114	97	1	the	the	DET
cana-2114	97	2	field	field	NOUN
cana-2114	97	3	of	of	ADP
cana-2114	97	4	test	test	NOUN
cana-2114	97	5	case	case	NOUN
cana-2114	97	6	prioritization	prioritization	NOUN
cana-2114	97	7	is	be	AUX
cana-2114	97	8	actively	actively	ADV
cana-2114	97	9	exploring	explore	VERB
cana-2114	97	10	various	various	ADJ
cana-2114	97	11	machine	machine	NOUN
cana-2114	97	12	learning	learn	VERB
cana-2114	97	13	techniques	technique	NOUN
cana-2114	97	14	,	,	PUNCT
cana-2114	97	15	with	with	ADP
cana-2114	97	16	a	a	DET
cana-2114	97	17	particular	particular	ADJ
cana-2114	97	18	focus	focus	NOUN
cana-2114	97	19	on	on	ADP
cana-2114	97	20	applications	application	NOUN
cana-2114	97	21	in	in	ADP
cana-2114	97	22	continuous	continuous	ADJ
cana-2114	97	23	integration	integration	NOUN
cana-2114	97	24	environments	environment	NOUN
cana-2114	97	25	.	.	PUNCT
cana-2114	98	1	there	there	PRON
cana-2114	98	2	's	be	VERB
cana-2114	98	3	a	a	DET
cana-2114	98	4	trend	trend	NOUN
cana-2114	98	5	towards	towards	ADP
cana-2114	98	6	more	more	ADV
cana-2114	98	7	dynamic	dynamic	ADJ
cana-2114	98	8	and	and	CCONJ
cana-2114	98	9	adaptive	adaptive	ADJ
cana-2114	98	10	approaches	approach	NOUN
cana-2114	98	11	,	,	PUNCT
cana-2114	98	12	as	as	ADV
cana-2114	98	13	well	well	ADV
cana-2114	98	14	as	as	ADP
cana-2114	98	15	efforts	effort	NOUN
cana-2114	98	16	to	to	PART
cana-2114	98	17	address	address	VERB
cana-2114	98	18	specific	specific	ADJ
cana-2114	98	19	challenges	challenge	NOUN
cana-2114	98	20	like	like	ADP
cana-2114	98	21	data	datum	NOUN
cana-2114	98	22	imbalance	imbalance	NOUN
cana-2114	98	23	and	and	CCONJ
cana-2114	98	24	limited	limited	ADJ
cana-2114	98	25	data	datum	NOUN
cana-2114	98	26	availability	availability	NOUN
cana-2114	98	27	.	.	PUNCT
cana-2114	99	1	however	however	ADV
cana-2114	99	2	,	,	PUNCT
cana-2114	99	3	there	there	PRON
cana-2114	99	4	's	be	VERB
cana-2114	99	5	still	still	ADV
cana-2114	99	6	a	a	DET
cana-2114	99	7	need	need	NOUN
cana-2114	99	8	for	for	ADP
cana-2114	99	9	more	more	ADV
cana-2114	99	10	standardized	standardized	ADJ
cana-2114	99	11	evaluation	evaluation	NOUN
cana-2114	99	12	metrics	metric	NOUN
cana-2114	99	13	and	and	CCONJ
cana-2114	99	14	more	more	ADV
cana-2114	99	15	comprehensive	comprehensive	ADJ
cana-2114	99	16	studies	study	NOUN
cana-2114	99	17	comparing	compare	VERB
cana-2114	99	18	different	different	ADJ
cana-2114	99	19	approaches	approach	NOUN
cana-2114	99	20	across	across	ADP
cana-2114	99	21	various	various	ADJ
cana-2114	99	22	software	software	NOUN
cana-2114	99	23	development	development	NOUN
cana-2114	99	24	contexts	contexts	NOUN
cana-2114	99	25	.	.	PUNCT
cana-2114	100	1	dynamicrl	dynamicrl	PROPN
cana-2114	100	2	-	-	PUNCT
cana-2114	100	3	tcp	tcp	PROPN
cana-2114	100	4	combines	combine	VERB
cana-2114	100	5	several	several	ADJ
cana-2114	100	6	advanced	advanced	ADJ
cana-2114	100	7	ideas	idea	NOUN
cana-2114	100	8	that	that	SCONJ
cana-2114	100	9	other	other	ADJ
cana-2114	100	10	researchers	researcher	NOUN
cana-2114	100	11	have	have	AUX
cana-2114	100	12	explored	explore	VERB
cana-2114	100	13	separately	separately	ADV
cana-2114	100	14	.	.	PUNCT
cana-2114	101	1	omri	omri	PROPN
cana-2114	101	2	et	et	PROPN
cana-2114	101	3	al	al	PROPN
cana-2114	101	4	.	.	PUNCT
cana-2114	102	1	[	[	X
cana-2114	102	2	3	3	X
cana-2114	102	3	]	]	PUNCT
cana-2114	102	4	and	and	CCONJ
cana-2114	102	5	bagherzadeh	bagherzadeh	VERB
cana-2114	102	6	et	et	PROPN
cana-2114	102	7	al	al	PROPN
cana-2114	102	8	.	.	PUNCT
cana-2114	103	1	[	[	X
cana-2114	103	2	6	6	NUM
cana-2114	103	3	]	]	PUNCT
cana-2114	103	4	used	use	VERB
cana-2114	103	5	reinforcement	reinforcement	NOUN
cana-2114	103	6	learning	learning	NOUN
cana-2114	103	7	for	for	ADP
cana-2114	103	8	test	test	NOUN
cana-2114	103	9	prioritization	prioritization	NOUN
cana-2114	103	10	,	,	PUNCT
cana-2114	103	11	which	which	PRON
cana-2114	103	12	helps	help	VERB
cana-2114	103	13	the	the	DET
cana-2114	103	14	system	system	NOUN
cana-2114	103	15	learn	learn	VERB
cana-2114	103	16	and	and	CCONJ
cana-2114	103	17	adapt	adapt	VERB
cana-2114	103	18	over	over	ADP
cana-2114	103	19	time	time	NOUN
cana-2114	103	20	.	.	PUNCT
cana-2114	104	1	da	da	PROPN
cana-2114	104	2	roza	roza	PROPN
cana-2114	104	3	et	et	PROPN
cana-2114	104	4	al	al	PROPN
cana-2114	104	5	.	.	PUNCT
cana-2114	105	1	[	[	X
cana-2114	105	2	4	4	X
cana-2114	105	3	]	]	PUNCT
cana-2114	105	4	introduced	introduce	VERB
cana-2114	105	5	a	a	DET
cana-2114	105	6	sliding	slide	VERB
cana-2114	105	7	window	window	NOUN
cana-2114	105	8	approach	approach	NOUN
cana-2114	105	9	,	,	PUNCT
cana-2114	105	10	which	which	PRON
cana-2114	105	11	dynamicrl	dynamicrl	NOUN
cana-2114	105	12	-	-	PUNCT
cana-2114	105	13	tcp	tcp	PROPN
cana-2114	105	14	also	also	ADV
cana-2114	105	15	uses	use	VERB
cana-2114	105	16	to	to	PART
cana-2114	105	17	focus	focus	VERB
cana-2114	105	18	on	on	ADP
cana-2114	105	19	a	a	DET
cana-2114	105	20	smaller	small	ADJ
cana-2114	105	21	set	set	NOUN
cana-2114	105	22	of	of	ADP
cana-2114	105	23	tests	test	NOUN
cana-2114	105	24	at	at	ADP
cana-2114	105	25	a	a	DET
cana-2114	105	26	time	time	NOUN
cana-2114	105	27	.	.	PUNCT
cana-2114	106	1	one	one	NUM
cana-2114	106	2	unique	unique	ADJ
cana-2114	106	3	feature	feature	NOUN
cana-2114	106	4	of	of	ADP
cana-2114	106	5	dynamicrl	dynamicrl	NOUN
cana-2114	106	6	-	-	PUNCT
cana-2114	106	7	tcp	tcp	PROPN
cana-2114	106	8	is	be	AUX
cana-2114	106	9	its	its	PRON
cana-2114	106	10	anomaly	anomaly	NOUN
cana-2114	106	11	detection	detection	NOUN
cana-2114	106	12	layer	layer	NOUN
cana-2114	106	13	.	.	PUNCT
cana-2114	107	1	this	this	DET
cana-2114	107	2	part	part	NOUN
cana-2114	107	3	can	can	AUX
cana-2114	107	4	spot	spot	VERB
cana-2114	107	5	unusual	unusual	ADJ
cana-2114	107	6	test	test	NOUN
cana-2114	107	7	results	result	NOUN
cana-2114	107	8	and	and	CCONJ
cana-2114	107	9	trigger	trigger	NOUN
cana-2114	107	10	retraining	retraining	NOUN
cana-2114	107	11	,	,	PUNCT
cana-2114	107	12	which	which	PRON
cana-2114	107	13	is	be	AUX
cana-2114	107	14	n't	not	PART
cana-2114	107	15	common	common	ADJ
cana-2114	107	16	in	in	ADP
cana-2114	107	17	other	other	ADJ
cana-2114	107	18	models	model	NOUN
cana-2114	107	19	.	.	PUNCT
cana-2114	108	1	zh0ang	zh0ang	PROPN
cana-2114	108	2	et	et	PROPN
cana-2114	108	3	al	al	PROPN
cana-2114	108	4	.	.	PUNCT
cana-2114	109	1	[	[	X
cana-2114	109	2	7	7	X
cana-2114	109	3	]	]	PUNCT
cana-2114	109	4	proposed	propose	VERB
cana-2114	109	5	dynamic	dynamic	ADJ
cana-2114	109	6	test	test	NOUN
cana-2114	109	7	selection	selection	NOUN
cana-2114	109	8	,	,	PUNCT
cana-2114	109	9	but	but	CCONJ
cana-2114	109	10	did	do	AUX
cana-2114	109	11	n't	not	PART
cana-2114	109	12	include	include	VERB
cana-2114	109	13	explicit	explicit	ADJ
cana-2114	109	14	anomaly	anomaly	NOUN
cana-2114	109	15	detection	detection	NOUN
cana-2114	109	16	.	.	PUNCT
cana-2114	110	1	dynamicrl	dynamicrl	NOUN
cana-2114	110	2	-	-	PUNCT
cana-2114	110	3	tcp	tcp	PROPN
cana-2114	110	4	also	also	ADV
cana-2114	110	5	uses	use	VERB
cana-2114	110	6	an	an	DET
cana-2114	110	7	experience	experience	NOUN
cana-2114	110	8	replay	replay	NOUN
cana-2114	110	9	buffer	buffer	NOUN
cana-2114	110	10	,	,	PUNCT
cana-2114	110	11	which	which	PRON
cana-2114	110	12	is	be	AUX
cana-2114	110	13	similar	similar	ADJ
cana-2114	110	14	to	to	ADP
cana-2114	110	15	techniques	technique	NOUN
cana-2114	110	16	used	use	VERB
cana-2114	110	17	in	in	ADP
cana-2114	110	18	deep	deep	ADJ
cana-2114	110	19	reinforcement	reinforcement	NOUN
cana-2114	110	20	learning	learning	NOUN
cana-2114	110	21	.	.	PUNCT
cana-2114	111	1	this	this	PRON
cana-2114	111	2	could	could	AUX
cana-2114	111	3	help	help	VERB
cana-2114	111	4	the	the	DET
cana-2114	111	5	system	system	NOUN
cana-2114	111	6	learn	learn	VERB
cana-2114	111	7	more	more	ADV
cana-2114	111	8	efficiently	efficiently	ADV
cana-2114	111	9	.	.	PUNCT
cana-2114	112	1	pan	pan	VERB
cana-2114	112	2	et	et	PROPN
cana-2114	112	3	al	al	PROPN
cana-2114	112	4	.	.	PUNCT
cana-2114	113	1	[	[	X
cana-2114	113	2	16	16	NUM
cana-2114	113	3	]	]	PUNCT
cana-2114	113	4	and	and	CCONJ
cana-2114	113	5	meçe	meçe	PROPN
cana-2114	113	6	et	et	PROPN
cana-2114	113	7	al	al	PROPN
cana-2114	113	8	.	.	PUNCT
cana-2114	114	1	[	[	X
cana-2114	114	2	17	17	NUM
cana-2114	114	3	]	]	PUNCT
cana-2114	114	4	noted	note	VERB
cana-2114	114	5	that	that	SCONJ
cana-2114	114	6	there	there	PRON
cana-2114	114	7	are	be	VERB
cana-2114	114	8	many	many	ADJ
cana-2114	114	9	different	different	ADJ
cana-2114	114	10	machine	machine	NOUN
cana-2114	114	11	learning	learn	VERB
cana-2114	114	12	approaches	approach	NOUN
cana-2114	114	13	being	be	AUX
cana-2114	114	14	used	use	VERB
cana-2114	114	15	,	,	PUNCT
cana-2114	114	16	but	but	CCONJ
cana-2114	114	17	it	it	PRON
cana-2114	114	18	's	be	AUX
cana-2114	114	19	hard	hard	ADJ
cana-2114	114	20	to	to	PART
cana-2114	114	21	compare	compare	VERB
cana-2114	114	22	them	they	PRON
cana-2114	114	23	.	.	PUNCT
cana-2114	115	1	dynamicrl	dynamicrl	PROPN
cana-2114	115	2	-	-	PUNCT
cana-2114	115	3	tcp	tcp	PROPN
cana-2114	115	4	's	's	PART
cana-2114	115	5	comprehensive	comprehensive	ADJ
cana-2114	115	6	approach	approach	NOUN
cana-2114	115	7	could	could	AUX
cana-2114	115	8	help	help	VERB
cana-2114	115	9	set	set	VERB
cana-2114	115	10	a	a	DET
cana-2114	115	11	standard	standard	NOUN
cana-2114	115	12	for	for	ADP
cana-2114	115	13	comparison	comparison	NOUN
cana-2114	115	14	.	.	PUNCT
cana-2114	116	1	the	the	DET
cana-2114	116	2	way	way	NOUN
cana-2114	116	3	dynamicrl	dynamicrl	NOUN
cana-2114	116	4	-	-	PUNCT
cana-2114	116	5	tcp	tcp	PROPN
cana-2114	116	6	handles	handle	VERB
cana-2114	116	7	data	datum	NOUN
cana-2114	116	8	collection	collection	NOUN
cana-2114	116	9	and	and	CCONJ
cana-2114	116	10	test	test	NOUN
cana-2114	116	11	execution	execution	NOUN
cana-2114	116	12	is	be	AUX
cana-2114	116	13	similar	similar	ADJ
cana-2114	116	14	to	to	ADP
cana-2114	116	15	what	what	DET
cana-2114	116	16	saboor	saboor	NOUN
cana-2114	116	17	yaraghi	yaraghi	PROPN
cana-2114	116	18	et	et	PROPN
cana-2114	116	19	al	al	PROPN
cana-2114	116	20	.	.	PUNCT
cana-2114	117	1	[	[	X
cana-2114	117	2	18	18	NUM
cana-2114	117	3	]	]	PUNCT
cana-2114	117	4	suggested	suggest	VERB
cana-2114	117	5	was	be	AUX
cana-2114	117	6	needed	need	VERB
cana-2114	117	7	for	for	ADP
cana-2114	117	8	better	well	ADJ
cana-2114	117	9	test	test	NOUN
cana-2114	117	10	prioritization	prioritization	NOUN
cana-2114	117	11	.	.	PUNCT
cana-2114	118	1	table	table	NOUN
cana-2114	118	2	1	1	NUM
cana-2114	118	3	:	:	PUNCT
cana-2114	118	4	comparison	comparison	NOUN
cana-2114	118	5	of	of	ADP
cana-2114	118	6	key	key	ADJ
cana-2114	118	7	technical	technical	ADJ
cana-2114	118	8	components	component	NOUN
cana-2114	118	9	in	in	ADP
cana-2114	118	10	test	test	NOUN
cana-2114	118	11	case	case	NOUN
cana-2114	118	12	prioritization	prioritization	NOUN
cana-2114	118	13	approaches	approach	VERB
cana-2114	118	14	reference	reference	NOUN
cana-2114	118	15	reinforceme	reinforceme	NOUN
cana-2114	118	16	nt	not	PART
cana-2114	118	17	learning	learn	VERB
cana-2114	118	18	sliding	slide	VERB
cana-2114	118	19	windo	windo	NOUN
cana-2114	118	20	w	w	PROPN
cana-2114	118	21	anomal	anomal	PROPN
cana-2114	118	22	y	y	PROPN
cana-2114	118	23	detectio	detectio	PROPN
cana-2114	118	24	n	n	PROPN
cana-2114	118	25	continuo	continuo	VERB
cana-2114	118	26	us	we	PRON
cana-2114	118	27	integratio	integratio	PROPN
cana-2114	118	28	n	n	PRON
cana-2114	118	29	experien	experien	PROPN
cana-2114	118	30	ce	ce	PROPN
cana-2114	118	31	replay	replay	PROPN
cana-2114	118	32	multiobjectiv	multiobjectiv	NOUN
cana-2114	118	33	e	e	PROPN
cana-2114	118	34	dynamic	dynamic	ADJ
cana-2114	118	35	adaptatio	adaptatio	NOUN
cana-2114	118	36	n	n	CCONJ
cana-2114	118	37	[	[	X
cana-2114	118	38	9	9	NUM
cana-2114	118	39	]	]	PUNCT
cana-2114	118	40	✗	✗	PROPN
cana-2114	118	41	✗	✗	PROPN
cana-2114	118	42	✗	✗	PROPN
cana-2114	118	43	✗	✗	PROPN
cana-2114	119	1	✗	✗	PROPN
cana-2114	119	2	✗	✗	PROPN
cana-2114	119	3	✗	✗	PROPN
cana-2114	120	1	[	[	X
cana-2114	120	2	1	1	X
cana-2114	120	3	]	]	PUNCT
cana-2114	120	4	✗	✗	PROPN
cana-2114	120	5	✗	✗	PROPN
cana-2114	120	6	✗	✗	PROPN
cana-2114	120	7	✓	✓	PROPN
cana-2114	120	8	✗	✗	PROPN
cana-2114	120	9	✗	✗	PROPN
cana-2114	120	10	✓	✓	PROPN
cana-2114	121	1	[	[	X
cana-2114	121	2	2	2	X
cana-2114	121	3	]	]	PUNCT
cana-2114	121	4	✗	✗	PROPN
cana-2114	121	5	✗	✗	PROPN
cana-2114	121	6	✗	✗	PROPN
cana-2114	121	7	✗	✗	PROPN
cana-2114	121	8	✗	✗	PROPN
cana-2114	121	9	✗	✗	PROPN
cana-2114	121	10	✗	✗	PROPN
cana-2114	121	11	communications	communication	NOUN
cana-2114	121	12	on	on	ADP
cana-2114	121	13	applied	apply	VERB
cana-2114	121	14	nonlinear	nonlinear	ADJ
cana-2114	121	15	analysis	analysis	NOUN
cana-2114	121	16	issn	issn	NOUN
cana-2114	121	17	:	:	PUNCT
cana-2114	121	18	1074	1074	NUM
cana-2114	121	19	-	-	PUNCT
cana-2114	121	20	133x	133x	NUM
cana-2114	121	21	vol	vol	NOUN
cana-2114	121	22	32	32	NUM
cana-2114	121	23	no	no	NOUN
cana-2114	121	24	.	.	PUNCT
cana-2114	122	1	1s	1s	NUM
cana-2114	122	2	(	(	PUNCT
cana-2114	122	3	2025	2025	NUM
cana-2114	122	4	)	)	PUNCT
cana-2114	122	5	125	125	NUM
cana-2114	122	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2114	123	1	[	[	X
cana-2114	123	2	3	3	NUM
cana-2114	123	3	]	]	PUNCT
cana-2114	123	4	✓	✓	ADJ
cana-2114	123	5	✗	✗	PROPN
cana-2114	123	6	✗	✗	PROPN
cana-2114	123	7	✓	✓	PROPN
cana-2114	123	8	✗	✗	PROPN
cana-2114	123	9	✗	✗	PROPN
cana-2114	123	10	✓	✓	PROPN
cana-2114	124	1	[	[	X
cana-2114	124	2	4	4	X
cana-2114	124	3	]	]	PUNCT
cana-2114	124	4	✗	✗	PROPN
cana-2114	124	5	✓	✓	PROPN
cana-2114	124	6	✗	✗	PROPN
cana-2114	124	7	✓	✓	PROPN
cana-2114	124	8	✗	✗	PROPN
cana-2114	124	9	✗	✗	PROPN
cana-2114	124	10	✓	✓	PROPN
cana-2114	124	11	[	[	X
cana-2114	124	12	5	5	X
cana-2114	124	13	]	]	PUNCT
cana-2114	124	14	✗	✗	PROPN
cana-2114	124	15	✗	✗	PROPN
cana-2114	124	16	✗	✗	PROPN
cana-2114	124	17	✗	✗	PROPN
cana-2114	124	18	✗	✗	PROPN
cana-2114	124	19	✗	✗	PROPN
cana-2114	124	20	✗	✗	PROPN
cana-2114	125	1	[	[	X
cana-2114	125	2	16	16	NUM
cana-2114	125	3	]	]	PUNCT
cana-2114	126	1	✓	✓	ADJ
cana-2114	126	2	✗	✗	PROPN
cana-2114	126	3	✗	✗	PROPN
cana-2114	126	4	✗	✗	PROPN
cana-2114	126	5	✗	✗	PROPN
cana-2114	126	6	✗	✗	PROPN
cana-2114	126	7	✗	✗	PROPN
cana-2114	127	1	[	[	X
cana-2114	127	2	10	10	NUM
cana-2114	127	3	]	]	X
cana-2114	127	4	✗	✗	PROPN
cana-2114	127	5	✗	✗	PROPN
cana-2114	127	6	✗	✗	PROPN
cana-2114	127	7	✗	✗	PROPN
cana-2114	127	8	✗	✗	PROPN
cana-2114	127	9	✗	✗	PROPN
cana-2114	127	10	✓	✓	PROPN
cana-2114	127	11	[	[	X
cana-2114	127	12	8	8	NUM
cana-2114	127	13	]	]	SYM
cana-2114	127	14	✓	✓	ADJ
cana-2114	127	15	✗	✗	PROPN
cana-2114	127	16	✗	✗	PROPN
cana-2114	127	17	✓	✓	PROPN
cana-2114	127	18	✗	✗	PROPN
cana-2114	127	19	✗	✗	PROPN
cana-2114	127	20	✓	✓	PROPN
cana-2114	127	21	[	[	X
cana-2114	127	22	17	17	NUM
cana-2114	127	23	]	]	X
cana-2114	127	24	✓	✓	ADJ
cana-2114	127	25	✗	✗	PROPN
cana-2114	127	26	✗	✗	PROPN
cana-2114	127	27	✗	✗	PROPN
cana-2114	127	28	✗	✗	PROPN
cana-2114	127	29	✗	✗	PROPN
cana-2114	127	30	✗	✗	PROPN
cana-2114	128	1	[	[	X
cana-2114	128	2	14	14	NUM
cana-2114	128	3	]	]	X
cana-2114	129	1	✗	✗	PROPN
cana-2114	129	2	✗	✗	PROPN
cana-2114	129	3	✗	✗	PROPN
cana-2114	129	4	✗	✗	PROPN
cana-2114	129	5	✗	✗	PROPN
cana-2114	129	6	✗	✗	PROPN
cana-2114	129	7	✗	✗	PROPN
cana-2114	130	1	[	[	X
cana-2114	130	2	11	11	NUM
cana-2114	130	3	]	]	PUNCT
cana-2114	131	1	✗	✗	PROPN
cana-2114	131	2	✗	✗	PROPN
cana-2114	131	3	✗	✗	PROPN
cana-2114	131	4	✗	✗	PROPN
cana-2114	131	5	✗	✗	PROPN
cana-2114	131	6	✗	✗	PROPN
cana-2114	131	7	✗	✗	PROPN
cana-2114	132	1	[	[	X
cana-2114	132	2	12	12	NUM
cana-2114	132	3	]	]	X
cana-2114	132	4	✗	✗	PROPN
cana-2114	132	5	✗	✗	PROPN
cana-2114	132	6	✗	✗	PROPN
cana-2114	132	7	✗	✗	PROPN
cana-2114	132	8	✗	✗	PROPN
cana-2114	132	9	✓	✓	PROPN
cana-2114	132	10	✗	✗	PROPN
cana-2114	133	1	[	[	X
cana-2114	133	2	7	7	NUM
cana-2114	133	3	]	]	PUNCT
cana-2114	133	4	✓	✓	ADJ
cana-2114	133	5	✗	✗	PROPN
cana-2114	133	6	✗	✗	PROPN
cana-2114	133	7	✓	✓	PROPN
cana-2114	133	8	✗	✗	PROPN
cana-2114	133	9	✗	✗	PROPN
cana-2114	133	10	✓	✓	PROPN
cana-2114	133	11	[	[	X
cana-2114	133	12	19	19	NUM
cana-2114	133	13	]	]	X
cana-2114	133	14	✗	✗	PROPN
cana-2114	133	15	✗	✗	PROPN
cana-2114	133	16	✗	✗	PROPN
cana-2114	133	17	✗	✗	PROPN
cana-2114	133	18	✗	✗	PROPN
cana-2114	133	19	✗	✗	PROPN
cana-2114	133	20	✓	✓	PROPN
cana-2114	133	21	[	[	X
cana-2114	133	22	18	18	NUM
cana-2114	133	23	]	]	PUNCT
cana-2114	133	24	✓	✓	ADJ
cana-2114	133	25	✗	✗	PROPN
cana-2114	133	26	✗	✗	PROPN
cana-2114	133	27	✓	✓	PROPN
cana-2114	133	28	✗	✗	PROPN
cana-2114	133	29	✗	✗	PROPN
cana-2114	133	30	✓	✓	PROPN
cana-2114	133	31	[	[	X
cana-2114	133	32	20	20	NUM
cana-2114	133	33	]	]	PUNCT
cana-2114	133	34	✗	✗	PROPN
cana-2114	133	35	✗	✗	PROPN
cana-2114	133	36	✗	✗	PROPN
cana-2114	133	37	✗	✗	PROPN
cana-2114	134	1	✗	✗	PROPN
cana-2114	134	2	✗	✗	PROPN
cana-2114	134	3	✗	✗	PROPN
cana-2114	135	1	[	[	X
cana-2114	135	2	13	13	NUM
cana-2114	135	3	]	]	PUNCT
cana-2114	136	1	✗	✗	PROPN
cana-2114	136	2	✗	✗	PROPN
cana-2114	136	3	✗	✗	PROPN
cana-2114	136	4	✗	✗	PROPN
cana-2114	136	5	✗	✗	PROPN
cana-2114	136	6	✗	✗	PROPN
cana-2114	136	7	✗	✗	PROPN
cana-2114	137	1	[	[	X
cana-2114	137	2	6	6	NUM
cana-2114	137	3	]	]	PUNCT
cana-2114	137	4	✓	✓	ADJ
cana-2114	137	5	✗	✗	PROPN
cana-2114	137	6	✗	✗	PROPN
cana-2114	137	7	✓	✓	PROPN
cana-2114	137	8	✗	✗	PROPN
cana-2114	137	9	✗	✗	PROPN
cana-2114	137	10	✓	✓	PROPN
cana-2114	137	11	[	[	X
cana-2114	137	12	21	21	NUM
cana-2114	137	13	]	]	X
cana-2114	137	14	✓	✓	ADJ
cana-2114	137	15	✗	✗	PROPN
cana-2114	137	16	✗	✗	PROPN
cana-2114	137	17	✗	✗	PROPN
cana-2114	137	18	✗	✗	PROPN
cana-2114	137	19	✗	✗	PROPN
cana-2114	137	20	✗	✗	PROPN
cana-2114	138	1	[	[	X
cana-2114	138	2	22	22	NUM
cana-2114	138	3	]	]	X
cana-2114	138	4	✗	✗	PROPN
cana-2114	138	5	✗	✗	PROPN
cana-2114	138	6	✗	✗	PROPN
cana-2114	138	7	✗	✗	PROPN
cana-2114	138	8	✗	✗	PROPN
cana-2114	138	9	✗	✗	PROPN
cana-2114	138	10	✗	✗	PROPN
cana-2114	139	1	[	[	X
cana-2114	139	2	23	23	NUM
cana-2114	139	3	]	]	PUNCT
cana-2114	139	4	✗	✗	PROPN
cana-2114	139	5	✗	✗	PROPN
cana-2114	139	6	✗	✗	PROPN
cana-2114	139	7	✗	✗	PROPN
cana-2114	139	8	✗	✗	PROPN
cana-2114	139	9	✗	✗	PROPN
cana-2114	139	10	✓	✓	PROPN
cana-2114	139	11	[	[	X
cana-2114	139	12	15	15	NUM
cana-2114	139	13	]	]	X
cana-2114	139	14	✓	✓	ADJ
cana-2114	139	15	✗	✗	X
cana-2114	139	16	✗	✗	PROPN
cana-2114	139	17	✓	✓	PROPN
cana-2114	139	18	✗	✗	PROPN
cana-2114	139	19	✗	✗	PROPN
cana-2114	139	20	✓	✓	ADJ
cana-2114	139	21	dynamicr	dynamicr	ADV
cana-2114	139	22	l	l	NOUN
cana-2114	139	23	-	-	PUNCT
cana-2114	139	24	tcp	tcp	ADJ
cana-2114	139	25	✓	✓	ADJ
cana-2114	139	26	✓	✓	ADJ
cana-2114	139	27	✓	✓	ADJ
cana-2114	139	28	✓	✓	ADJ
cana-2114	139	29	✓	✓	ADJ
cana-2114	139	30	✗	✗	NOUN
cana-2114	139	31	✓	✓	ADJ
cana-2114	139	32	the	the	DET
cana-2114	139	33	table	table	NOUN
cana-2114	139	34	1	1	NUM
cana-2114	139	35	focuses	focus	VERB
cana-2114	139	36	on	on	ADP
cana-2114	139	37	specific	specific	ADJ
cana-2114	139	38	technical	technical	ADJ
cana-2114	139	39	aspects	aspect	NOUN
cana-2114	139	40	of	of	ADP
cana-2114	139	41	the	the	DET
cana-2114	139	42	approaches	approach	NOUN
cana-2114	139	43	.	.	PUNCT
cana-2114	140	1	it	it	PRON
cana-2114	140	2	shows	show	VERB
cana-2114	140	3	which	which	PRON
cana-2114	140	4	studies	study	NOUN
cana-2114	140	5	use	use	VERB
cana-2114	140	6	reinforcement	reinforcement	NOUN
cana-2114	140	7	learning	learning	NOUN
cana-2114	140	8	,	,	PUNCT
cana-2114	140	9	sliding	slide	VERB
cana-2114	140	10	window	window	NOUN
cana-2114	140	11	techniques	technique	NOUN
cana-2114	140	12	,	,	PUNCT
cana-2114	140	13	anomaly	anomaly	NOUN
cana-2114	140	14	detection	detection	NOUN
cana-2114	140	15	,	,	PUNCT
cana-2114	140	16	and	and	CCONJ
cana-2114	140	17	other	other	ADJ
cana-2114	140	18	advanced	advanced	ADJ
cana-2114	140	19	methods	method	NOUN
cana-2114	140	20	.	.	PUNCT
cana-2114	141	1	this	this	DET
cana-2114	141	2	table	table	NOUN
cana-2114	141	3	highlights	highlight	NOUN
cana-2114	141	4	that	that	SCONJ
cana-2114	141	5	while	while	SCONJ
cana-2114	141	6	many	many	ADJ
cana-2114	141	7	studies	study	NOUN
cana-2114	141	8	use	use	VERB
cana-2114	141	9	individual	individual	ADJ
cana-2114	141	10	advanced	advanced	ADJ
cana-2114	141	11	techniques	technique	NOUN
cana-2114	141	12	,	,	PUNCT
cana-2114	141	13	dynamicrl	dynamicrl	NOUN
cana-2114	141	14	-	-	PUNCT
cana-2114	141	15	tcp	tcp	PROPN
cana-2114	141	16	combines	combine	VERB
cana-2114	141	17	several	several	ADJ
cana-2114	141	18	of	of	ADP
cana-2114	141	19	these	these	DET
cana-2114	141	20	approaches	approach	NOUN
cana-2114	141	21	,	,	PUNCT
cana-2114	141	22	including	include	VERB
cana-2114	141	23	reinforcement	reinforcement	NOUN
cana-2114	141	24	learning	learning	NOUN
cana-2114	141	25	,	,	PUNCT
cana-2114	141	26	sliding	slide	VERB
cana-2114	141	27	window	window	NOUN
cana-2114	141	28	,	,	PUNCT
cana-2114	141	29	anomaly	anomaly	NOUN
cana-2114	141	30	detection	detection	NOUN
cana-2114	141	31	,	,	PUNCT
cana-2114	141	32	and	and	CCONJ
cana-2114	141	33	experience	experience	NOUN
cana-2114	141	34	replay	replay	NOUN
cana-2114	141	35	.	.	PUNCT
cana-2114	142	1	table	table	NOUN
cana-2114	142	2	2	2	NUM
cana-2114	142	3	:	:	PUNCT
cana-2114	142	4	feature	feature	NOUN
cana-2114	142	5	and	and	CCONJ
cana-2114	142	6	functionality	functionality	NOUN
cana-2114	142	7	comparison	comparison	NOUN
cana-2114	142	8	of	of	ADP
cana-2114	142	9	test	test	NOUN
cana-2114	142	10	case	case	NOUN
cana-2114	142	11	prioritization	prioritization	NOUN
cana-2114	142	12	methods	method	NOUN
cana-2114	142	13	referenc	referenc	PROPN
cana-2114	142	14	e	e	X
cana-2114	142	15	machi	machi	NOUN
cana-2114	142	16	ne	ne	PROPN
cana-2114	142	17	learni	learni	PROPN
cana-2114	142	18	ng	ng	PROPN
cana-2114	142	19	continu	continu	PROPN
cana-2114	142	20	ous	ous	PROPN
cana-2114	142	21	integrat	integrat	NOUN
cana-2114	142	22	ion	ion	NOUN
cana-2114	142	23	dynami	dynami	NOUN
cana-2114	142	24	c	c	NOUN
cana-2114	142	25	adaptat	adaptat	ADJ
cana-2114	142	26	ion	ion	NOUN
cana-2114	142	27	fault	fault	NOUN
cana-2114	142	28	detect	detect	NOUN
cana-2114	142	29	ion	ion	NOUN
cana-2114	142	30	time	time	NOUN
cana-2114	142	31	efficie	efficie	X
cana-2114	142	32	ncy	ncy	PROPN
cana-2114	142	33	explain	explain	VERB
cana-2114	142	34	able	able	ADJ
cana-2114	142	35	mod	mod	NOUN
cana-2114	143	1	elbase	elbase	PROPN
cana-2114	144	1	d	d	PROPN
cana-2114	144	2	blac	blac	PROPN
cana-2114	144	3	k	k	PROPN
cana-2114	144	4	box	box	PROPN
cana-2114	144	5	testi	testi	PROPN
cana-2114	144	6	ng	ng	PROPN
cana-2114	144	7	data	data	PROPN
cana-2114	144	8	balanc	balanc	PROPN
cana-2114	144	9	ing	ing	ADJ
cana-2114	145	1	[	[	X
cana-2114	145	2	9	9	NUM
cana-2114	145	3	]	]	SYM
cana-2114	145	4	✓	✓	ADJ
cana-2114	145	5	✗	✗	PROPN
cana-2114	145	6	✗	✗	PROPN
cana-2114	145	7	✗	✗	PROPN
cana-2114	145	8	✗	✗	PROPN
cana-2114	145	9	✓	✓	PROPN
cana-2114	145	10	✗	✗	PROPN
cana-2114	145	11	✗	✗	PROPN
cana-2114	145	12	✗	✗	PROPN
cana-2114	146	1	[	[	X
cana-2114	146	2	1	1	NUM
cana-2114	146	3	]	]	PUNCT
cana-2114	146	4	✓	✓	ADJ
cana-2114	147	1	✓	✓	ADJ
cana-2114	147	2	✓	✓	ADJ
cana-2114	147	3	✓	✓	ADJ
cana-2114	147	4	✓	✓	ADJ
cana-2114	147	5	✗	✗	PROPN
cana-2114	147	6	✗	✗	PROPN
cana-2114	147	7	✗	✗	PROPN
cana-2114	147	8	✗	✗	PROPN
cana-2114	148	1	[	[	X
cana-2114	148	2	2	2	NUM
cana-2114	148	3	]	]	PUNCT
cana-2114	148	4	✓	✓	ADJ
cana-2114	148	5	✗	✗	PROPN
cana-2114	148	6	✗	✗	PROPN
cana-2114	148	7	✓	✓	ADJ
cana-2114	148	8	✓	✓	ADJ
cana-2114	148	9	✗	✗	PROPN
cana-2114	148	10	✗	✗	PROPN
cana-2114	148	11	✗	✗	PROPN
cana-2114	148	12	✗	✗	PROPN
cana-2114	149	1	[	[	X
cana-2114	149	2	3	3	NUM
cana-2114	149	3	]	]	PUNCT
cana-2114	149	4	✓	✓	ADJ
cana-2114	150	1	✓	✓	ADJ
cana-2114	150	2	✓	✓	ADJ
cana-2114	150	3	✓	✓	ADJ
cana-2114	150	4	✓	✓	ADJ
cana-2114	150	5	✗	✗	PROPN
cana-2114	150	6	✗	✗	PROPN
cana-2114	150	7	✗	✗	PROPN
cana-2114	150	8	✗	✗	PROPN
cana-2114	151	1	[	[	X
cana-2114	151	2	4	4	NUM
cana-2114	151	3	]	]	PUNCT
cana-2114	151	4	✓	✓	ADJ
cana-2114	152	1	✓	✓	ADJ
cana-2114	152	2	✓	✓	ADJ
cana-2114	152	3	✓	✓	ADJ
cana-2114	152	4	✓	✓	ADJ
cana-2114	152	5	✗	✗	PROPN
cana-2114	152	6	✗	✗	PROPN
cana-2114	152	7	✗	✗	PROPN
cana-2114	152	8	✗	✗	PROPN
cana-2114	153	1	[	[	X
cana-2114	153	2	5	5	NUM
cana-2114	153	3	]	]	PUNCT
cana-2114	153	4	✓	✓	ADJ
cana-2114	153	5	✗	✗	PROPN
cana-2114	153	6	✗	✗	PROPN
cana-2114	153	7	✓	✓	ADJ
cana-2114	153	8	✓	✓	ADJ
cana-2114	153	9	✗	✗	PROPN
cana-2114	153	10	✗	✗	PROPN
cana-2114	153	11	✓	✓	PROPN
cana-2114	153	12	✗	✗	PROPN
cana-2114	154	1	[	[	X
cana-2114	154	2	16	16	NUM
cana-2114	154	3	]	]	PUNCT
cana-2114	154	4	✓	✓	ADJ
cana-2114	154	5	✗	✗	PROPN
cana-2114	154	6	✗	✗	PROPN
cana-2114	154	7	✓	✓	ADJ
cana-2114	154	8	✓	✓	ADJ
cana-2114	154	9	✗	✗	PROPN
cana-2114	154	10	✗	✗	PROPN
cana-2114	154	11	✗	✗	PROPN
cana-2114	154	12	✗	✗	PROPN
cana-2114	155	1	[	[	X
cana-2114	155	2	10	10	NUM
cana-2114	155	3	]	]	X
cana-2114	155	4	✗	✗	PROPN
cana-2114	155	5	✗	✗	PROPN
cana-2114	155	6	✓	✓	ADJ
cana-2114	155	7	✓	✓	ADJ
cana-2114	155	8	✓	✓	ADJ
cana-2114	155	9	✗	✗	PROPN
cana-2114	155	10	✗	✗	PROPN
cana-2114	155	11	✗	✗	PROPN
cana-2114	155	12	✗	✗	PROPN
cana-2114	156	1	[	[	X
cana-2114	156	2	8	8	NUM
cana-2114	156	3	]	]	PUNCT
cana-2114	156	4	✓	✓	ADJ
cana-2114	156	5	✓	✓	ADJ
cana-2114	156	6	✓	✓	ADJ
cana-2114	156	7	✓	✓	ADJ
cana-2114	156	8	✓	✓	ADJ
cana-2114	156	9	✗	✗	PROPN
cana-2114	156	10	✗	✗	PROPN
cana-2114	156	11	✗	✗	PROPN
cana-2114	156	12	✗	✗	PROPN
cana-2114	156	13	communications	communication	NOUN
cana-2114	156	14	on	on	ADP
cana-2114	156	15	applied	apply	VERB
cana-2114	156	16	nonlinear	nonlinear	ADJ
cana-2114	156	17	analysis	analysis	NOUN
cana-2114	156	18	issn	issn	NOUN
cana-2114	156	19	:	:	PUNCT
cana-2114	156	20	1074	1074	NUM
cana-2114	156	21	-	-	PUNCT
cana-2114	156	22	133x	133x	NUM
cana-2114	156	23	vol	vol	NOUN
cana-2114	156	24	32	32	NUM
cana-2114	156	25	no	no	NOUN
cana-2114	156	26	.	.	PUNCT
cana-2114	157	1	1s	1s	NUM
cana-2114	157	2	(	(	PUNCT
cana-2114	157	3	2025	2025	NUM
cana-2114	157	4	)	)	PUNCT
cana-2114	157	5	126	126	NUM
cana-2114	157	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2114	158	1	[	[	X
cana-2114	158	2	17	17	NUM
cana-2114	158	3	]	]	X
cana-2114	158	4	✓	✓	ADJ
cana-2114	158	5	✗	✗	PROPN
cana-2114	158	6	✗	✗	PROPN
cana-2114	158	7	✓	✓	ADJ
cana-2114	158	8	✓	✓	ADJ
cana-2114	158	9	✗	✗	PROPN
cana-2114	158	10	✗	✗	PROPN
cana-2114	158	11	✗	✗	PROPN
cana-2114	158	12	✗	✗	PROPN
cana-2114	159	1	[	[	X
cana-2114	159	2	14	14	NUM
cana-2114	159	3	]	]	PUNCT
cana-2114	159	4	✓	✓	ADJ
cana-2114	159	5	✗	✗	PROPN
cana-2114	159	6	✗	✗	PROPN
cana-2114	159	7	✓	✓	ADJ
cana-2114	159	8	✓	✓	ADJ
cana-2114	159	9	✗	✗	PROPN
cana-2114	159	10	✗	✗	PROPN
cana-2114	159	11	✗	✗	PROPN
cana-2114	159	12	✓	✓	PROPN
cana-2114	159	13	[	[	X
cana-2114	159	14	11	11	NUM
cana-2114	159	15	]	]	SYM
cana-2114	159	16	✓	✓	ADJ
cana-2114	159	17	✗	✗	PROPN
cana-2114	159	18	✗	✗	PROPN
cana-2114	159	19	✓	✓	ADJ
cana-2114	159	20	✓	✓	ADJ
cana-2114	159	21	✗	✗	PROPN
cana-2114	159	22	✗	✗	PROPN
cana-2114	159	23	✗	✗	PROPN
cana-2114	159	24	✗	✗	PROPN
cana-2114	160	1	[	[	X
cana-2114	160	2	12	12	NUM
cana-2114	160	3	]	]	PUNCT
cana-2114	160	4	✗	✗	PROPN
cana-2114	160	5	✗	✗	PROPN
cana-2114	160	6	✓	✓	ADJ
cana-2114	160	7	✓	✓	ADJ
cana-2114	160	8	✓	✓	ADJ
cana-2114	160	9	✗	✗	PROPN
cana-2114	160	10	✗	✗	PROPN
cana-2114	160	11	✗	✗	PROPN
cana-2114	160	12	✗	✗	PROPN
cana-2114	161	1	[	[	X
cana-2114	161	2	7	7	NUM
cana-2114	161	3	]	]	PUNCT
cana-2114	161	4	✓	✓	ADJ
cana-2114	162	1	✓	✓	ADJ
cana-2114	162	2	✓	✓	ADJ
cana-2114	162	3	✓	✓	ADJ
cana-2114	162	4	✓	✓	ADJ
cana-2114	162	5	✗	✗	PROPN
cana-2114	162	6	✗	✗	PROPN
cana-2114	162	7	✗	✗	PROPN
cana-2114	162	8	✗	✗	PROPN
cana-2114	163	1	[	[	X
cana-2114	163	2	19	19	NUM
cana-2114	163	3	]	]	PUNCT
cana-2114	163	4	✗	✗	PROPN
cana-2114	163	5	✗	✗	PROPN
cana-2114	163	6	✓	✓	ADJ
cana-2114	163	7	✓	✓	ADJ
cana-2114	163	8	✓	✓	ADJ
cana-2114	163	9	✗	✗	X
cana-2114	163	10	✗	✗	PROPN
cana-2114	163	11	✓	✓	PROPN
cana-2114	163	12	✗	✗	PROPN
cana-2114	164	1	[	[	X
cana-2114	164	2	18	18	NUM
cana-2114	164	3	]	]	PUNCT
cana-2114	164	4	✓	✓	ADJ
cana-2114	165	1	✓	✓	ADJ
cana-2114	165	2	✓	✓	ADJ
cana-2114	165	3	✓	✓	ADJ
cana-2114	165	4	✓	✓	ADJ
cana-2114	165	5	✗	✗	PROPN
cana-2114	165	6	✗	✗	PROPN
cana-2114	165	7	✗	✗	PROPN
cana-2114	165	8	✗	✗	PROPN
cana-2114	166	1	[	[	X
cana-2114	166	2	20	20	NUM
cana-2114	166	3	]	]	PUNCT
cana-2114	166	4	✓	✓	ADJ
cana-2114	166	5	✗	✗	PROPN
cana-2114	166	6	✗	✗	PROPN
cana-2114	166	7	✓	✓	ADJ
cana-2114	166	8	✓	✓	ADJ
cana-2114	166	9	✗	✗	PROPN
cana-2114	166	10	✗	✗	PROPN
cana-2114	166	11	✗	✗	PROPN
cana-2114	166	12	✗	✗	PROPN
cana-2114	167	1	[	[	X
cana-2114	167	2	13	13	NUM
cana-2114	167	3	]	]	PUNCT
cana-2114	167	4	✗	✗	PROPN
cana-2114	167	5	✗	✗	PROPN
cana-2114	167	6	✗	✗	PROPN
cana-2114	167	7	✓	✓	PROPN
cana-2114	167	8	✓	✓	ADJ
cana-2114	167	9	✗	✗	PROPN
cana-2114	167	10	✗	✗	PROPN
cana-2114	167	11	✗	✗	PROPN
cana-2114	167	12	✗	✗	PROPN
cana-2114	168	1	[	[	X
cana-2114	168	2	6	6	NUM
cana-2114	168	3	]	]	PUNCT
cana-2114	168	4	✓	✓	ADJ
cana-2114	168	5	✓	✓	ADJ
cana-2114	168	6	✓	✓	ADJ
cana-2114	168	7	✓	✓	ADJ
cana-2114	168	8	✓	✓	ADJ
cana-2114	168	9	✗	✗	PROPN
cana-2114	168	10	✗	✗	PROPN
cana-2114	168	11	✗	✗	PROPN
cana-2114	168	12	✗	✗	PROPN
cana-2114	169	1	[	[	X
cana-2114	169	2	21	21	NUM
cana-2114	169	3	]	]	PUNCT
cana-2114	169	4	✓	✓	ADJ
cana-2114	169	5	✗	✗	PROPN
cana-2114	169	6	✗	✗	PROPN
cana-2114	169	7	✓	✓	ADJ
cana-2114	169	8	✓	✓	ADJ
cana-2114	169	9	✗	✗	NOUN
cana-2114	169	10	✓	✓	ADJ
cana-2114	169	11	✗	✗	PROPN
cana-2114	169	12	✗	✗	PROPN
cana-2114	170	1	[	[	X
cana-2114	170	2	22	22	NUM
cana-2114	170	3	]	]	PUNCT
cana-2114	170	4	✓	✓	ADJ
cana-2114	170	5	✗	✗	PROPN
cana-2114	170	6	✗	✗	PROPN
cana-2114	170	7	✓	✓	ADJ
cana-2114	170	8	✓	✓	ADJ
cana-2114	170	9	✗	✗	NOUN
cana-2114	170	10	✓	✓	ADJ
cana-2114	170	11	✗	✗	PROPN
cana-2114	170	12	✗	✗	PROPN
cana-2114	171	1	[	[	X
cana-2114	171	2	23	23	NUM
cana-2114	171	3	]	]	PUNCT
cana-2114	171	4	✗	✗	PROPN
cana-2114	171	5	✗	✗	PROPN
cana-2114	171	6	✓	✓	ADJ
cana-2114	171	7	✓	✓	ADJ
cana-2114	171	8	✓	✓	ADJ
cana-2114	171	9	✗	✗	PROPN
cana-2114	171	10	✗	✗	PROPN
cana-2114	171	11	✗	✗	PROPN
cana-2114	171	12	✗	✗	PROPN
cana-2114	172	1	[	[	X
cana-2114	172	2	15	15	NUM
cana-2114	172	3	]	]	X
cana-2114	172	4	✓	✓	ADJ
cana-2114	173	1	✓	✓	ADJ
cana-2114	173	2	✓	✓	ADJ
cana-2114	173	3	✓	✓	ADJ
cana-2114	173	4	✓	✓	ADJ
cana-2114	173	5	✗	✗	PROPN
cana-2114	173	6	✗	✗	PROPN
cana-2114	173	7	✗	✗	PROPN
cana-2114	173	8	✗	✗	PROPN
cana-2114	173	9	dynamic	dynamic	PROPN
cana-2114	173	10	rl	rl	PROPN
cana-2114	173	11	-	-	PUNCT
cana-2114	173	12	tcp	tcp	ADJ
cana-2114	173	13	✓	✓	ADJ
cana-2114	173	14	✓	✓	ADJ
cana-2114	173	15	✓	✓	ADJ
cana-2114	173	16	✓	✓	ADJ
cana-2114	173	17	✓	✓	ADJ
cana-2114	173	18	✗	✗	PROPN
cana-2114	173	19	✗	✗	PROPN
cana-2114	173	20	✗	✗	PROPN
cana-2114	173	21	✗	✗	PROPN
cana-2114	173	22	the	the	DET
cana-2114	173	23	table	table	NOUN
cana-2114	173	24	2	2	NUM
cana-2114	173	25	looks	look	VERB
cana-2114	173	26	at	at	ADP
cana-2114	173	27	broader	broad	ADJ
cana-2114	173	28	features	feature	NOUN
cana-2114	173	29	and	and	CCONJ
cana-2114	173	30	functionalities	functionality	NOUN
cana-2114	173	31	of	of	ADP
cana-2114	173	32	the	the	DET
cana-2114	173	33	approaches	approach	NOUN
cana-2114	173	34	.	.	PUNCT
cana-2114	174	1	it	it	PRON
cana-2114	174	2	shows	show	VERB
cana-2114	174	3	which	which	PRON
cana-2114	174	4	studies	study	NOUN
cana-2114	174	5	use	use	VERB
cana-2114	174	6	machine	machine	NOUN
cana-2114	174	7	learning	learning	NOUN
cana-2114	174	8	,	,	PUNCT
cana-2114	174	9	work	work	VERB
cana-2114	174	10	in	in	ADP
cana-2114	174	11	continuous	continuous	ADJ
cana-2114	174	12	integration	integration	NOUN
cana-2114	174	13	environments	environment	NOUN
cana-2114	174	14	,	,	PUNCT
cana-2114	174	15	offer	offer	VERB
cana-2114	174	16	dynamic	dynamic	ADJ
cana-2114	174	17	adaptation	adaptation	NOUN
cana-2114	174	18	,	,	PUNCT
cana-2114	174	19	focus	focus	VERB
cana-2114	174	20	on	on	ADP
cana-2114	174	21	fault	fault	NOUN
cana-2114	174	22	detection	detection	NOUN
cana-2114	174	23	and	and	CCONJ
cana-2114	174	24	time	time	NOUN
cana-2114	174	25	efficiency	efficiency	NOUN
cana-2114	174	26	,	,	PUNCT
cana-2114	174	27	and	and	CCONJ
cana-2114	174	28	other	other	ADJ
cana-2114	174	29	practical	practical	ADJ
cana-2114	174	30	aspects	aspect	NOUN
cana-2114	174	31	.	.	PUNCT
cana-2114	175	1	this	this	DET
cana-2114	175	2	table	table	NOUN
cana-2114	175	3	demonstrates	demonstrate	VERB
cana-2114	175	4	that	that	SCONJ
cana-2114	175	5	most	most	ADJ
cana-2114	175	6	approaches	approach	NOUN
cana-2114	175	7	aim	aim	VERB
cana-2114	175	8	to	to	PART
cana-2114	175	9	improve	improve	VERB
cana-2114	175	10	fault	fault	NOUN
cana-2114	175	11	detection	detection	NOUN
cana-2114	175	12	and	and	CCONJ
cana-2114	175	13	time	time	NOUN
cana-2114	175	14	efficiency	efficiency	NOUN
cana-2114	175	15	,	,	PUNCT
cana-2114	175	16	with	with	ADP
cana-2114	175	17	many	many	ADJ
cana-2114	175	18	also	also	ADV
cana-2114	175	19	offering	offer	VERB
cana-2114	175	20	dynamic	dynamic	ADJ
cana-2114	175	21	adaptation	adaptation	NOUN
cana-2114	175	22	.	.	PUNCT
cana-2114	176	1	dynamicrl	dynamicrl	NOUN
cana-2114	176	2	-	-	PUNCT
cana-2114	176	3	tcp	tcp	PROPN
cana-2114	176	4	shares	share	VERB
cana-2114	176	5	these	these	DET
cana-2114	176	6	common	common	ADJ
cana-2114	176	7	goals	goal	NOUN
cana-2114	176	8	while	while	SCONJ
cana-2114	176	9	incorporating	incorporate	VERB
cana-2114	176	10	machine	machine	NOUN
cana-2114	176	11	learning	learning	NOUN
cana-2114	176	12	and	and	CCONJ
cana-2114	176	13	continuous	continuous	ADJ
cana-2114	176	14	integration	integration	NOUN
cana-2114	176	15	capabilities	capability	NOUN
cana-2114	176	16	.	.	PUNCT
cana-2114	177	1	both	both	DET
cana-2114	177	2	tables	table	NOUN
cana-2114	177	3	illustrate	illustrate	VERB
cana-2114	177	4	that	that	SCONJ
cana-2114	177	5	while	while	SCONJ
cana-2114	177	6	existing	exist	VERB
cana-2114	177	7	approaches	approach	NOUN
cana-2114	177	8	often	often	ADV
cana-2114	177	9	focus	focus	VERB
cana-2114	177	10	on	on	ADP
cana-2114	177	11	specific	specific	ADJ
cana-2114	177	12	aspects	aspect	NOUN
cana-2114	177	13	of	of	ADP
cana-2114	177	14	test	test	NOUN
cana-2114	177	15	case	case	NOUN
cana-2114	177	16	prioritization	prioritization	NOUN
cana-2114	177	17	,	,	PUNCT
cana-2114	177	18	dynamicrl	dynamicrl	NOUN
cana-2114	177	19	-	-	PUNCT
cana-2114	177	20	tcp	tcp	NOUN
cana-2114	177	21	aims	aim	VERB
cana-2114	177	22	to	to	PART
cana-2114	177	23	provide	provide	VERB
cana-2114	177	24	a	a	DET
cana-2114	177	25	more	more	ADV
cana-2114	177	26	comprehensive	comprehensive	ADJ
cana-2114	177	27	solution	solution	NOUN
cana-2114	177	28	by	by	ADP
cana-2114	177	29	combining	combine	VERB
cana-2114	177	30	multiple	multiple	ADJ
cana-2114	177	31	advanced	advanced	ADJ
cana-2114	177	32	techniques	technique	NOUN
cana-2114	177	33	and	and	CCONJ
cana-2114	177	34	addressing	address	VERB
cana-2114	177	35	various	various	ADJ
cana-2114	177	36	practical	practical	ADJ
cana-2114	177	37	needs	need	NOUN
cana-2114	177	38	in	in	ADP
cana-2114	177	39	software	software	NOUN
cana-2114	177	40	testing	testing	NOUN
cana-2114	177	41	.	.	PUNCT
cana-2114	178	1	overall	overall	ADV
cana-2114	178	2	,	,	PUNCT
cana-2114	178	3	while	while	SCONJ
cana-2114	178	4	other	other	ADJ
cana-2114	178	5	researchers	researcher	NOUN
cana-2114	178	6	have	have	AUX
cana-2114	178	7	explored	explore	VERB
cana-2114	178	8	parts	part	NOUN
cana-2114	178	9	of	of	ADP
cana-2114	178	10	what	what	PRON
cana-2114	178	11	dynamicrl	dynamicrl	NOUN
cana-2114	178	12	-	-	PUNCT
cana-2114	178	13	tcp	tcp	PROPN
cana-2114	178	14	does	do	AUX
cana-2114	178	15	,	,	PUNCT
cana-2114	178	16	this	this	DET
cana-2114	178	17	model	model	NOUN
cana-2114	178	18	combines	combine	VERB
cana-2114	178	19	these	these	DET
cana-2114	178	20	ideas	idea	NOUN
cana-2114	178	21	in	in	ADP
cana-2114	178	22	a	a	DET
cana-2114	178	23	new	new	ADJ
cana-2114	178	24	way	way	NOUN
cana-2114	178	25	.	.	PUNCT
cana-2114	179	1	it	it	PRON
cana-2114	179	2	could	could	AUX
cana-2114	179	3	potentially	potentially	ADV
cana-2114	179	4	handle	handle	VERB
cana-2114	179	5	the	the	DET
cana-2114	179	6	challenges	challenge	NOUN
cana-2114	179	7	of	of	ADP
cana-2114	179	8	modern	modern	ADJ
cana-2114	179	9	software	software	NOUN
cana-2114	179	10	testing	test	VERB
cana-2114	179	11	better	well	ADJ
cana-2114	179	12	than	than	ADP
cana-2114	179	13	existing	exist	VERB
cana-2114	179	14	methods	method	NOUN
cana-2114	179	15	,	,	PUNCT
cana-2114	179	16	especially	especially	ADV
cana-2114	179	17	in	in	ADP
cana-2114	179	18	fast	fast	ADV
cana-2114	179	19	-	-	PUNCT
cana-2114	179	20	paced	pace	VERB
cana-2114	179	21	development	development	NOUN
cana-2114	179	22	environments	environment	NOUN
cana-2114	179	23	.	.	PUNCT
cana-2114	180	1	3	3	NUM
cana-2114	180	2	methods	method	NOUN
cana-2114	180	3	and	and	CCONJ
cana-2114	180	4	materials	material	NOUN
cana-2114	180	5	in	in	ADP
cana-2114	180	6	this	this	DET
cana-2114	180	7	section	section	NOUN
cana-2114	180	8	,	,	PUNCT
cana-2114	180	9	we	we	PRON
cana-2114	180	10	delve	delve	VERB
cana-2114	180	11	into	into	ADP
cana-2114	180	12	the	the	DET
cana-2114	180	13	foundational	foundational	ADJ
cana-2114	180	14	elements	element	NOUN
cana-2114	180	15	and	and	CCONJ
cana-2114	180	16	experimental	experimental	ADJ
cana-2114	180	17	setup	setup	NOUN
cana-2114	180	18	that	that	PRON
cana-2114	180	19	underpin	underpin	VERB
cana-2114	180	20	the	the	DET
cana-2114	180	21	dynamicrl	dynamicrl	NOUN
cana-2114	180	22	-	-	PUNCT
cana-2114	180	23	tcp	tcp	ADJ
cana-2114	180	24	system	system	NOUN
cana-2114	180	25	.	.	PUNCT
cana-2114	181	1	we	we	PRON
cana-2114	181	2	describe	describe	VERB
cana-2114	181	3	the	the	DET
cana-2114	181	4	data	datum	NOUN
cana-2114	181	5	collection	collection	NOUN
cana-2114	181	6	process	process	NOUN
cana-2114	181	7	,	,	PUNCT
cana-2114	181	8	the	the	DET
cana-2114	181	9	architecture	architecture	NOUN
cana-2114	181	10	of	of	ADP
cana-2114	181	11	the	the	DET
cana-2114	181	12	reinforcement	reinforcement	NOUN
cana-2114	181	13	learning	learning	NOUN
cana-2114	181	14	agent	agent	NOUN
cana-2114	181	15	,	,	PUNCT
cana-2114	181	16	and	and	CCONJ
cana-2114	181	17	the	the	DET
cana-2114	181	18	integration	integration	NOUN
cana-2114	181	19	of	of	ADP
cana-2114	181	20	sliding	slide	VERB
cana-2114	181	21	window	window	NOUN
cana-2114	181	22	and	and	CCONJ
cana-2114	181	23	anomaly	anomaly	NOUN
cana-2114	181	24	detection	detection	NOUN
cana-2114	181	25	mechanisms	mechanism	NOUN
cana-2114	181	26	.	.	PUNCT
cana-2114	182	1	by	by	ADP
cana-2114	182	2	utilizing	utilize	VERB
cana-2114	182	3	the	the	DET
cana-2114	182	4	defects4j	defects4j	NOUN
cana-2114	182	5	dataset	dataset	NOUN
cana-2114	182	6	,	,	PUNCT
cana-2114	182	7	we	we	PRON
cana-2114	182	8	provide	provide	VERB
cana-2114	182	9	a	a	DET
cana-2114	182	10	robust	robust	ADJ
cana-2114	182	11	and	and	CCONJ
cana-2114	182	12	realistic	realistic	ADJ
cana-2114	182	13	testing	testing	NOUN
cana-2114	182	14	environment	environment	NOUN
cana-2114	182	15	to	to	PART
cana-2114	182	16	evaluate	evaluate	VERB
cana-2114	182	17	the	the	DET
cana-2114	182	18	effectiveness	effectiveness	NOUN
cana-2114	182	19	of	of	ADP
cana-2114	182	20	our	our	PRON
cana-2114	182	21	approach	approach	NOUN
cana-2114	182	22	.	.	PUNCT
cana-2114	183	1	this	this	DET
cana-2114	183	2	section	section	NOUN
cana-2114	183	3	aims	aim	VERB
cana-2114	183	4	to	to	PART
cana-2114	183	5	elucidate	elucidate	VERB
cana-2114	183	6	the	the	DET
cana-2114	183	7	methodologies	methodology	NOUN
cana-2114	183	8	and	and	CCONJ
cana-2114	183	9	materials	material	NOUN
cana-2114	183	10	employed	employ	VERB
cana-2114	183	11	to	to	PART
cana-2114	183	12	ensure	ensure	VERB
cana-2114	183	13	that	that	SCONJ
cana-2114	183	14	dynamicrl	dynamicrl	NOUN
cana-2114	183	15	-	-	PUNCT
cana-2114	183	16	tcp	tcp	PROPN
cana-2114	183	17	operates	operate	VERB
cana-2114	183	18	efficiently	efficiently	ADV
cana-2114	183	19	,	,	PUNCT
cana-2114	183	20	adapts	adapt	VERB
cana-2114	183	21	dynamically	dynamically	ADV
cana-2114	183	22	to	to	ADP
cana-2114	183	23	changes	change	NOUN
cana-2114	183	24	,	,	PUNCT
cana-2114	183	25	and	and	CCONJ
cana-2114	183	26	consistently	consistently	ADV
cana-2114	183	27	improves	improve	VERB
cana-2114	183	28	test	test	NOUN
cana-2114	183	29	case	case	NOUN
cana-2114	183	30	prioritization	prioritization	NOUN
cana-2114	183	31	outcomes	outcome	NOUN
cana-2114	183	32	.	.	PUNCT
cana-2114	184	1	3.1	3.1	NUM
cana-2114	184	2	data	datum	NOUN
cana-2114	184	3	collection	collection	NOUN
cana-2114	184	4	layer	layer	NOUN
cana-2114	184	5	the	the	DET
cana-2114	184	6	data	data	NOUN
cana-2114	184	7	collection	collection	NOUN
cana-2114	184	8	layer	layer	NOUN
cana-2114	184	9	serves	serve	VERB
cana-2114	184	10	a	a	DET
cana-2114	184	11	fundamental	fundamental	ADJ
cana-2114	184	12	role	role	NOUN
cana-2114	184	13	in	in	ADP
cana-2114	184	14	the	the	DET
cana-2114	184	15	architecture	architecture	NOUN
cana-2114	184	16	by	by	ADP
cana-2114	184	17	systematically	systematically	ADV
cana-2114	184	18	gathering	gather	VERB
cana-2114	184	19	information	information	NOUN
cana-2114	184	20	from	from	ADP
cana-2114	184	21	the	the	DET
cana-2114	184	22	test	test	NOUN
cana-2114	184	23	cases	case	NOUN
cana-2114	184	24	.	.	PUNCT
cana-2114	185	1	this	this	DET
cana-2114	185	2	layer	layer	NOUN
cana-2114	185	3	is	be	AUX
cana-2114	185	4	equipped	equip	VERB
cana-2114	185	5	with	with	ADP
cana-2114	185	6	a	a	DET
cana-2114	185	7	component	component	NOUN
cana-2114	185	8	known	know	VERB
cana-2114	185	9	as	as	ADP
cana-2114	185	10	the	the	DET
cana-2114	185	11	data	data	NOUN
cana-2114	185	12	collector	collector	NOUN
cana-2114	185	13	.	.	PUNCT
cana-2114	186	1	each	each	DET
cana-2114	186	2	time	time	NOUN
cana-2114	186	3	a	a	DET
cana-2114	186	4	test	test	NOUN
cana-2114	186	5	case	case	NOUN
cana-2114	186	6	is	be	AUX
cana-2114	186	7	executed	execute	VERB
cana-2114	186	8	,	,	PUNCT
cana-2114	186	9	the	the	DET
cana-2114	186	10	data	data	NOUN
cana-2114	186	11	collector	collector	NOUN
cana-2114	186	12	meticulously	meticulously	ADV
cana-2114	186	13	records	record	VERB
cana-2114	186	14	essential	essential	ADJ
cana-2114	186	15	details	detail	NOUN
cana-2114	186	16	about	about	ADP
cana-2114	186	17	the	the	DET
cana-2114	186	18	test	test	NOUN
cana-2114	186	19	,	,	PUNCT
cana-2114	186	20	such	such	ADJ
cana-2114	186	21	as	as	ADP
cana-2114	186	22	the	the	DET
cana-2114	186	23	duration	duration	NOUN
cana-2114	186	24	of	of	ADP
cana-2114	186	25	the	the	DET
cana-2114	186	26	test	test	NOUN
cana-2114	186	27	and	and	CCONJ
cana-2114	186	28	whether	whether	SCONJ
cana-2114	186	29	it	it	PRON
cana-2114	186	30	identified	identify	VERB
cana-2114	186	31	any	any	DET
cana-2114	186	32	faults	fault	NOUN
cana-2114	186	33	in	in	ADP
cana-2114	186	34	the	the	DET
cana-2114	186	35	software	software	NOUN
cana-2114	186	36	.	.	PUNCT
cana-2114	187	1	the	the	DET
cana-2114	187	2	accumulated	accumulate	VERB
cana-2114	187	3	data	datum	NOUN
cana-2114	187	4	is	be	AUX
cana-2114	187	5	then	then	ADV
cana-2114	187	6	stored	store	VERB
cana-2114	187	7	in	in	ADP
cana-2114	187	8	an	an	DET
cana-2114	187	9	experience	experience	NOUN
cana-2114	187	10	replay	replay	NOUN
cana-2114	187	11	buffer	buffer	NOUN
cana-2114	187	12	,	,	PUNCT
cana-2114	187	13	which	which	PRON
cana-2114	187	14	functions	function	NOUN
cana-2114	187	15	as	as	ADP
cana-2114	187	16	a	a	DET
cana-2114	187	17	repository	repository	NOUN
cana-2114	187	18	of	of	ADP
cana-2114	187	19	communications	communication	NOUN
cana-2114	187	20	on	on	ADP
cana-2114	187	21	applied	apply	VERB
cana-2114	187	22	nonlinear	nonlinear	ADJ
cana-2114	187	23	analysis	analysis	NOUN
cana-2114	187	24	issn	issn	NOUN
cana-2114	187	25	:	:	PUNCT
cana-2114	187	26	1074	1074	NUM
cana-2114	187	27	-	-	PUNCT
cana-2114	187	28	133x	133x	NUM
cana-2114	187	29	vol	vol	NOUN
cana-2114	187	30	32	32	NUM
cana-2114	187	31	no	no	NOUN
cana-2114	187	32	.	.	PUNCT
cana-2114	188	1	1s	1s	NUM
cana-2114	188	2	(	(	PUNCT
cana-2114	188	3	2025	2025	NUM
cana-2114	188	4	)	)	PUNCT
cana-2114	188	5	127	127	NUM
cana-2114	188	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2114	188	7	recent	recent	ADJ
cana-2114	188	8	test	test	NOUN
cana-2114	188	9	runs	run	NOUN
cana-2114	188	10	and	and	CCONJ
cana-2114	188	11	their	their	PRON
cana-2114	188	12	outcomes	outcome	NOUN
cana-2114	188	13	.	.	PUNCT
cana-2114	189	1	this	this	DET
cana-2114	189	2	buffer	buffer	NOUN
cana-2114	189	3	is	be	AUX
cana-2114	189	4	pivotal	pivotal	ADJ
cana-2114	189	5	for	for	ADP
cana-2114	189	6	the	the	DET
cana-2114	189	7	system	system	NOUN
cana-2114	189	8	's	's	PART
cana-2114	189	9	learning	learning	NOUN
cana-2114	189	10	process	process	NOUN
cana-2114	189	11	,	,	PUNCT
cana-2114	189	12	as	as	SCONJ
cana-2114	189	13	it	it	PRON
cana-2114	189	14	retains	retain	VERB
cana-2114	189	15	a	a	DET
cana-2114	189	16	historical	historical	ADJ
cana-2114	189	17	record	record	NOUN
cana-2114	189	18	that	that	SCONJ
cana-2114	189	19	the	the	DET
cana-2114	189	20	system	system	NOUN
cana-2114	189	21	can	can	AUX
cana-2114	189	22	use	use	VERB
cana-2114	189	23	to	to	PART
cana-2114	189	24	refine	refine	VERB
cana-2114	189	25	its	its	PRON
cana-2114	189	26	future	future	ADJ
cana-2114	189	27	decisions	decision	NOUN
cana-2114	189	28	and	and	CCONJ
cana-2114	189	29	performance	performance	NOUN
cana-2114	189	30	.	.	PUNCT
cana-2114	190	1	the	the	DET
cana-2114	190	2	data	data	PROPN
cana-2114	190	3	collection	collection	NOUN
cana-2114	190	4	process	process	NOUN
cana-2114	190	5	starts	start	VERB
cana-2114	190	6	by	by	ADP
cana-2114	190	7	collecting	collect	VERB
cana-2114	190	8	data	datum	NOUN
cana-2114	190	9	whenever	whenever	SCONJ
cana-2114	190	10	a	a	DET
cana-2114	190	11	test	test	NOUN
cana-2114	190	12	runs	run	NOUN
cana-2114	190	13	.	.	PUNCT
cana-2114	191	1	this	this	PRON
cana-2114	191	2	includes	include	VERB
cana-2114	191	3	how	how	SCONJ
cana-2114	191	4	long	long	ADV
cana-2114	191	5	the	the	DET
cana-2114	191	6	test	test	NOUN
cana-2114	191	7	took	take	VERB
cana-2114	191	8	and	and	CCONJ
cana-2114	191	9	if	if	SCONJ
cana-2114	191	10	it	it	PRON
cana-2114	191	11	found	find	VERB
cana-2114	191	12	any	any	DET
cana-2114	191	13	problems	problem	NOUN
cana-2114	191	14	.	.	PUNCT
cana-2114	192	1	this	this	DET
cana-2114	192	2	information	information	NOUN
cana-2114	192	3	is	be	AUX
cana-2114	192	4	stored	store	VERB
cana-2114	192	5	in	in	ADP
cana-2114	192	6	two	two	NUM
cana-2114	192	7	tables	table	NOUN
cana-2114	192	8	:	:	PUNCT
cana-2114	192	9	one	one	NUM
cana-2114	192	10	for	for	ADP
cana-2114	192	11	the	the	DET
cana-2114	192	12	time	time	NOUN
cana-2114	192	13	and	and	CCONJ
cana-2114	192	14	one	one	NUM
cana-2114	192	15	for	for	ADP
cana-2114	192	16	the	the	DET
cana-2114	192	17	faults	fault	NOUN
cana-2114	192	18	.	.	PUNCT
cana-2114	193	1	the	the	DET
cana-2114	193	2	system	system	NOUN
cana-2114	193	3	uses	use	VERB
cana-2114	193	4	this	this	DET
cana-2114	193	5	data	datum	NOUN
cana-2114	193	6	to	to	PART
cana-2114	193	7	understand	understand	VERB
cana-2114	193	8	the	the	DET
cana-2114	193	9	current	current	ADJ
cana-2114	193	10	situation	situation	NOUN
cana-2114	193	11	,	,	PUNCT
cana-2114	193	12	called	call	VERB
cana-2114	193	13	the	the	DET
cana-2114	193	14	state	state	NOUN
cana-2114	193	15	,	,	PUNCT
cana-2114	193	16	which	which	PRON
cana-2114	193	17	includes	include	VERB
cana-2114	193	18	the	the	DET
cana-2114	193	19	test	test	NOUN
cana-2114	193	20	cases	case	NOUN
cana-2114	193	21	and	and	CCONJ
cana-2114	193	22	their	their	PRON
cana-2114	193	23	past	past	ADJ
cana-2114	193	24	results	result	NOUN
cana-2114	193	25	.	.	PUNCT
cana-2114	194	1	actions	action	NOUN
cana-2114	194	2	are	be	AUX
cana-2114	194	3	the	the	DET
cana-2114	194	4	order	order	NOUN
cana-2114	194	5	in	in	ADP
cana-2114	194	6	which	which	PRON
cana-2114	194	7	tests	test	NOUN
cana-2114	194	8	are	be	AUX
cana-2114	194	9	run	run	VERB
cana-2114	194	10	.	.	PUNCT
cana-2114	195	1	the	the	DET
cana-2114	195	2	system	system	NOUN
cana-2114	195	3	decides	decide	VERB
cana-2114	195	4	the	the	DET
cana-2114	195	5	best	good	ADJ
cana-2114	195	6	order	order	NOUN
cana-2114	195	7	to	to	PART
cana-2114	195	8	find	find	VERB
cana-2114	195	9	problems	problem	NOUN
cana-2114	195	10	quickly	quickly	ADV
cana-2114	195	11	and	and	CCONJ
cana-2114	195	12	save	save	VERB
cana-2114	195	13	time	time	NOUN
cana-2114	195	14	,	,	PUNCT
cana-2114	195	15	using	use	VERB
cana-2114	195	16	a	a	DET
cana-2114	195	17	reward	reward	NOUN
cana-2114	195	18	system	system	NOUN
cana-2114	195	19	to	to	PART
cana-2114	195	20	measure	measure	VERB
cana-2114	195	21	success	success	NOUN
cana-2114	195	22	.	.	PUNCT
cana-2114	196	1	as	as	SCONJ
cana-2114	196	2	tests	test	NOUN
cana-2114	196	3	are	be	AUX
cana-2114	196	4	run	run	VERB
cana-2114	196	5	,	,	PUNCT
cana-2114	196	6	the	the	DET
cana-2114	196	7	system	system	NOUN
cana-2114	196	8	updates	update	VERB
cana-2114	196	9	its	its	PRON
cana-2114	196	10	state	state	NOUN
cana-2114	196	11	with	with	ADP
cana-2114	196	12	new	new	ADJ
cana-2114	196	13	results	result	NOUN
cana-2114	196	14	,	,	PUNCT
cana-2114	196	15	learning	learn	VERB
cana-2114	196	16	and	and	CCONJ
cana-2114	196	17	improving	improve	VERB
cana-2114	196	18	its	its	PRON
cana-2114	196	19	decisions	decision	NOUN
cana-2114	196	20	.	.	PUNCT
cana-2114	197	1	it	it	PRON
cana-2114	197	2	keeps	keep	VERB
cana-2114	197	3	a	a	DET
cana-2114	197	4	record	record	NOUN
cana-2114	197	5	of	of	ADP
cana-2114	197	6	each	each	DET
cana-2114	197	7	test	test	NOUN
cana-2114	197	8	's	's	PART
cana-2114	197	9	details	detail	NOUN
cana-2114	197	10	,	,	PUNCT
cana-2114	197	11	including	include	VERB
cana-2114	197	12	the	the	DET
cana-2114	197	13	state	state	NOUN
cana-2114	197	14	before	before	ADV
cana-2114	197	15	and	and	CCONJ
cana-2114	197	16	after	after	ADV
cana-2114	197	17	,	,	PUNCT
cana-2114	197	18	the	the	DET
cana-2114	197	19	order	order	NOUN
cana-2114	197	20	of	of	ADP
cana-2114	197	21	tests	test	NOUN
cana-2114	197	22	,	,	PUNCT
cana-2114	197	23	and	and	CCONJ
cana-2114	197	24	the	the	DET
cana-2114	197	25	rewards	reward	NOUN
cana-2114	197	26	.	.	PUNCT
cana-2114	198	1	this	this	DET
cana-2114	198	2	record	record	NOUN
cana-2114	198	3	helps	help	VERB
cana-2114	198	4	the	the	DET
cana-2114	198	5	system	system	NOUN
cana-2114	198	6	remember	remember	VERB
cana-2114	198	7	what	what	PRON
cana-2114	198	8	works	work	VERB
cana-2114	198	9	best	well	ADV
cana-2114	198	10	,	,	PUNCT
cana-2114	198	11	always	always	ADV
cana-2114	198	12	using	use	VERB
cana-2114	198	13	the	the	DET
cana-2114	198	14	latest	late	ADJ
cana-2114	198	15	data	datum	NOUN
cana-2114	198	16	.	.	PUNCT
cana-2114	199	1	let	let	VERB
cana-2114	199	2	𝑇	𝑇	PROPN
cana-2114	199	3	denote	denote	VERB
cana-2114	199	4	the	the	DET
cana-2114	199	5	set	set	NOUN
cana-2114	199	6	of	of	ADP
cana-2114	199	7	all	all	DET
cana-2114	199	8	test	test	NOUN
cana-2114	199	9	cases	case	NOUN
cana-2114	199	10	,	,	PUNCT
cana-2114	199	11	𝑇	𝑇	PROPN
cana-2114	199	12	=	=	SYM
cana-2114	199	13	{	{	PUNCT
cana-2114	199	14	𝑡1	𝑡1	PROPN
cana-2114	199	15	,	,	PUNCT
cana-2114	199	16	𝑡2	𝑡2	PROPN
cana-2114	199	17	,	,	PUNCT
cana-2114	199	18	…	…	PUNCT
cana-2114	199	19	,	,	PUNCT
cana-2114	199	20	𝑡𝑛	𝑡𝑛	ADP
cana-2114	199	21	}	}	PUNCT
cana-2114	199	22	,	,	PUNCT
cana-2114	199	23	where	where	SCONJ
cana-2114	199	24	𝑛	𝑛	PROPN
cana-2114	199	25	is	be	AUX
cana-2114	199	26	the	the	DET
cana-2114	199	27	total	total	ADJ
cana-2114	199	28	number	number	NOUN
cana-2114	199	29	of	of	ADP
cana-2114	199	30	test	test	NOUN
cana-2114	199	31	cases	case	NOUN
cana-2114	199	32	.	.	PUNCT
cana-2114	200	1	let	let	VERB
cana-2114	200	2	𝑅	𝑅	PROPN
cana-2114	200	3	denote	denote	VERB
cana-2114	200	4	the	the	DET
cana-2114	200	5	set	set	NOUN
cana-2114	200	6	of	of	ADP
cana-2114	200	7	all	all	DET
cana-2114	200	8	test	test	NOUN
cana-2114	200	9	runs	run	NOUN
cana-2114	200	10	,	,	PUNCT
cana-2114	200	11	𝑅	𝑅	PROPN
cana-2114	200	12	=	=	SYM
cana-2114	200	13	{	{	PUNCT
cana-2114	200	14	𝑟1	𝑟1	NOUN
cana-2114	200	15	,	,	PUNCT
cana-2114	200	16	𝑟2	𝑟2	NOUN
cana-2114	200	17	,	,	PUNCT
cana-2114	200	18	…	…	PUNCT
cana-2114	200	19	,	,	PUNCT
cana-2114	200	20	𝑟𝑚	𝑟𝑚	ADP
cana-2114	200	21	}	}	PUNCT
cana-2114	200	22	,	,	PUNCT
cana-2114	200	23	where	where	SCONJ
cana-2114	200	24	𝑚	𝑚	PROPN
cana-2114	200	25	is	be	AUX
cana-2114	200	26	the	the	DET
cana-2114	200	27	total	total	ADJ
cana-2114	200	28	number	number	NOUN
cana-2114	200	29	of	of	ADP
cana-2114	200	30	test	test	NOUN
cana-2114	200	31	runs	run	NOUN
cana-2114	200	32	.	.	PUNCT
cana-2114	201	1	each	each	DET
cana-2114	201	2	test	test	NOUN
cana-2114	201	3	run	run	VERB
cana-2114	201	4	𝑟𝑖	𝑟𝑖	VERB
cana-2114	201	5	consists	consist	VERB
cana-2114	201	6	of	of	ADP
cana-2114	201	7	the	the	DET
cana-2114	201	8	execution	execution	NOUN
cana-2114	201	9	of	of	ADP
cana-2114	201	10	a	a	DET
cana-2114	201	11	subset	subset	NOUN
cana-2114	201	12	of	of	ADP
cana-2114	201	13	test	test	NOUN
cana-2114	201	14	cases	case	NOUN
cana-2114	201	15	from	from	ADP
cana-2114	201	16	𝑇.	𝑇.	PROPN
cana-2114	201	17	for	for	ADP
cana-2114	201	18	each	each	DET
cana-2114	201	19	test	test	NOUN
cana-2114	201	20	case	case	NOUN
cana-2114	201	21	𝑡𝑗	𝑡𝑗	ADP
cana-2114	201	22	∈	∈	PROPN
cana-2114	201	23	𝑇	𝑇	PROPN
cana-2114	201	24	,	,	PUNCT
cana-2114	201	25	when	when	SCONJ
cana-2114	201	26	executed	execute	VERB
cana-2114	201	27	in	in	ADP
cana-2114	201	28	run	run	NOUN
cana-2114	201	29	𝑟𝑖	𝑟𝑖	PUNCT
cana-2114	201	30	,	,	PUNCT
cana-2114	201	31	we	we	PRON
cana-2114	201	32	collect	collect	VERB
cana-2114	201	33	the	the	DET
cana-2114	201	34	following	follow	VERB
cana-2114	201	35	data	datum	NOUN
cana-2114	201	36	:	:	PUNCT
cana-2114	201	37	•	•	NUM
cana-2114	201	38	𝑒𝑖𝑗	𝑒𝑖𝑗	NOUN
cana-2114	201	39	:	:	PUNCT
cana-2114	201	40	the	the	DET
cana-2114	201	41	execution	execution	NOUN
cana-2114	201	42	time	time	NOUN
cana-2114	201	43	of	of	ADP
cana-2114	201	44	𝑡𝑗	𝑡𝑗	PROPN
cana-2114	201	45	in	in	ADP
cana-2114	201	46	𝑟𝑖.	𝑟𝑖.	ADJ
cana-2114	201	47	•	•	NOUN
cana-2114	201	48	𝑓𝑖𝑗	𝑓𝑖𝑗	ADJ
cana-2114	201	49	:	:	PUNCT
cana-2114	201	50	a	a	DET
cana-2114	201	51	binary	binary	ADJ
cana-2114	201	52	variable	variable	NOUN
cana-2114	201	53	indicating	indicate	VERB
cana-2114	201	54	whether	whether	SCONJ
cana-2114	201	55	𝑡𝑗	𝑡𝑗	NOUN
cana-2114	201	56	detected	detect	VERB
cana-2114	201	57	a	a	DET
cana-2114	201	58	fault	fault	NOUN
cana-2114	201	59	in	in	ADP
cana-2114	201	60	𝑟𝑖	𝑟𝑖	ADP
cana-2114	201	61	,	,	PUNCT
cana-2114	201	62	where	where	SCONJ
cana-2114	201	63	𝑓𝑖𝑗	𝑓𝑖𝑗	ADJ
cana-2114	201	64	=	=	NOUN
cana-2114	201	65	1	1	NUM
cana-2114	201	66	if	if	SCONJ
cana-2114	201	67	a	a	DET
cana-2114	201	68	fault	fault	NOUN
cana-2114	201	69	is	be	AUX
cana-2114	201	70	detected	detect	VERB
cana-2114	201	71	and	and	CCONJ
cana-2114	201	72	𝑓𝑖𝑗	𝑓𝑖𝑗	ADJ
cana-2114	201	73	=	=	SYM
cana-2114	201	74	0	0	NUM
cana-2114	202	1	otherwise	otherwise	ADV
cana-2114	202	2	.	.	PUNCT
cana-2114	203	1	the	the	DET
cana-2114	203	2	collected	collect	VERB
cana-2114	203	3	data	datum	NOUN
cana-2114	203	4	for	for	ADP
cana-2114	203	5	all	all	DET
cana-2114	203	6	test	test	NOUN
cana-2114	203	7	runs	run	NOUN
cana-2114	203	8	and	and	CCONJ
cana-2114	203	9	test	test	NOUN
cana-2114	203	10	cases	case	NOUN
cana-2114	203	11	can	can	AUX
cana-2114	203	12	be	be	AUX
cana-2114	203	13	represented	represent	VERB
cana-2114	203	14	in	in	ADP
cana-2114	203	15	two	two	NUM
cana-2114	203	16	matrices	matrix	NOUN
cana-2114	203	17	:	:	PUNCT
cana-2114	203	18	•	•	NUM
cana-2114	203	19	execution	execution	NOUN
cana-2114	203	20	time	time	NOUN
cana-2114	203	21	matrix	matrix	NOUN
cana-2114	203	22	𝐸	𝐸	PROPN
cana-2114	203	23	∈	∈	PROPN
cana-2114	203	24	ℝ𝑚×𝑛	ℝ𝑚×𝑛	NOUN
cana-2114	203	25	,	,	PUNCT
cana-2114	203	26	where	where	SCONJ
cana-2114	203	27	𝐸𝑖𝑗	𝐸𝑖𝑗	PROPN
cana-2114	203	28	=	=	SYM
cana-2114	203	29	𝑒𝑖𝑗.	𝑒𝑖𝑗.	NUM
cana-2114	203	30	•	•	NUM
cana-2114	203	31	fault	fault	NOUN
cana-2114	203	32	detection	detection	NOUN
cana-2114	203	33	matrix	matrix	NOUN
cana-2114	203	34	𝐹	𝐹	PROPN
cana-2114	203	35	∈	∈	PROPN
cana-2114	203	36	ℝ𝑚×𝑛	ℝ𝑚×𝑛	NOUN
cana-2114	203	37	,	,	PUNCT
cana-2114	203	38	where	where	SCONJ
cana-2114	203	39	𝐹𝑖𝑗	𝐹𝑖𝑗	PROPN
cana-2114	203	40	=	=	NOUN
cana-2114	203	41	𝑓𝑖𝑗.	𝑓𝑖𝑗.	NUM
cana-2114	203	42	experience	experience	NOUN
cana-2114	203	43	replay	replay	NOUN
cana-2114	203	44	buffer	buffer	VERB
cana-2114	203	45	the	the	DET
cana-2114	203	46	experience	experience	NOUN
cana-2114	203	47	replay	replay	NOUN
cana-2114	203	48	buffer	buffer	NOUN
cana-2114	203	49	stores	store	NOUN
cana-2114	203	50	recent	recent	ADJ
cana-2114	203	51	experiences	experience	NOUN
cana-2114	203	52	as	as	ADP
cana-2114	203	53	tuples	tuple	NOUN
cana-2114	203	54	(	(	PUNCT
cana-2114	203	55	𝑆𝑡	𝑆𝑡	PROPN
cana-2114	203	56	,	,	PUNCT
cana-2114	203	57	𝐴𝑡	𝐴𝑡	PROPN
cana-2114	203	58	,	,	PUNCT
cana-2114	203	59	𝑅𝑡	𝑅𝑡	PROPN
cana-2114	203	60	,	,	PUNCT
cana-2114	203	61	𝑆𝑡+1	𝑆𝑡+1	NOUN
cana-2114	203	62	)	)	PUNCT
cana-2114	203	63	,	,	PUNCT
cana-2114	203	64	where	where	SCONJ
cana-2114	203	65	:	:	PUNCT
cana-2114	203	66	•	•	X
cana-2114	203	67	𝑆𝑡	𝑆𝑡	PROPN
cana-2114	203	68	:	:	PUNCT
cana-2114	203	69	the	the	DET
cana-2114	203	70	state	state	NOUN
cana-2114	203	71	at	at	ADP
cana-2114	203	72	time	time	NOUN
cana-2114	203	73	𝑡.	𝑡.	NOUN
cana-2114	203	74	•	•	NUM
cana-2114	204	1	𝐴𝑡	𝐴𝑡	PROPN
cana-2114	204	2	:	:	PUNCT
cana-2114	204	3	the	the	DET
cana-2114	204	4	action	action	NOUN
cana-2114	204	5	taken	take	VERB
cana-2114	204	6	at	at	ADP
cana-2114	204	7	time	time	NOUN
cana-2114	204	8	𝑡.	𝑡.	NOUN
cana-2114	204	9	•	•	NUM
cana-2114	204	10	𝑅𝑡	𝑅𝑡	VERB
cana-2114	204	11	:	:	PUNCT
cana-2114	204	12	the	the	DET
cana-2114	204	13	reward	reward	NOUN
cana-2114	204	14	received	receive	VERB
cana-2114	204	15	at	at	ADP
cana-2114	204	16	time	time	NOUN
cana-2114	204	17	𝑡.	𝑡.	NOUN
cana-2114	204	18	•	•	NOUN
cana-2114	204	19	𝑆𝑡+1	𝑆𝑡+1	NOUN
cana-2114	204	20	:	:	PUNCT
cana-2114	204	21	the	the	DET
cana-2114	204	22	state	state	NOUN
cana-2114	204	23	at	at	ADP
cana-2114	204	24	time	time	NOUN
cana-2114	204	25	𝑡	𝑡	X
cana-2114	204	26	+	+	NOUN
cana-2114	204	27	1	1	X
cana-2114	204	28	.	.	PUNCT
cana-2114	205	1	the	the	DET
cana-2114	205	2	state	state	NOUN
cana-2114	205	3	𝑆𝑡	𝑆𝑡	PROPN
cana-2114	205	4	is	be	AUX
cana-2114	205	5	defined	define	VERB
cana-2114	205	6	as	as	ADP
cana-2114	205	7	the	the	DET
cana-2114	205	8	current	current	ADJ
cana-2114	205	9	window	window	NOUN
cana-2114	205	10	of	of	ADP
cana-2114	205	11	test	test	NOUN
cana-2114	205	12	cases	case	NOUN
cana-2114	205	13	and	and	CCONJ
cana-2114	205	14	their	their	PRON
cana-2114	205	15	respective	respective	ADJ
cana-2114	205	16	historical	historical	ADJ
cana-2114	205	17	data	datum	NOUN
cana-2114	205	18	up	up	ADP
cana-2114	205	19	to	to	ADP
cana-2114	205	20	time	time	NOUN
cana-2114	205	21	𝑡.	𝑡.	VERB
cana-2114	205	22	the	the	DET
cana-2114	205	23	action	action	NOUN
cana-2114	205	24	𝐴𝑡	𝐴𝑡	PROPN
cana-2114	205	25	corresponds	correspond	VERB
cana-2114	205	26	to	to	ADP
cana-2114	205	27	the	the	DET
cana-2114	205	28	order	order	NOUN
cana-2114	205	29	of	of	ADP
cana-2114	205	30	test	test	NOUN
cana-2114	205	31	cases	case	NOUN
cana-2114	205	32	selected	select	VERB
cana-2114	205	33	for	for	ADP
cana-2114	205	34	execution	execution	NOUN
cana-2114	205	35	within	within	ADP
cana-2114	205	36	the	the	DET
cana-2114	205	37	window	window	NOUN
cana-2114	205	38	.	.	PUNCT
cana-2114	206	1	the	the	DET
cana-2114	206	2	reward	reward	NOUN
cana-2114	206	3	𝑅𝑡	𝑅𝑡	PROPN
cana-2114	206	4	is	be	AUX
cana-2114	206	5	based	base	VERB
cana-2114	206	6	on	on	ADP
cana-2114	206	7	fault	fault	NOUN
cana-2114	206	8	detection	detection	NOUN
cana-2114	206	9	and	and	CCONJ
cana-2114	206	10	execution	execution	NOUN
cana-2114	206	11	time	time	NOUN
cana-2114	206	12	metrics	metric	NOUN
cana-2114	206	13	.	.	PUNCT
cana-2114	207	1	the	the	DET
cana-2114	207	2	following	follow	VERB
cana-2114	207	3	algorithm	algorithm	NOUN
cana-2114	207	4	outlines	outline	VERB
cana-2114	207	5	the	the	DET
cana-2114	207	6	steps	step	NOUN
cana-2114	207	7	involved	involve	VERB
cana-2114	207	8	in	in	ADP
cana-2114	207	9	the	the	DET
cana-2114	207	10	data	data	NOUN
cana-2114	207	11	collection	collection	NOUN
cana-2114	207	12	layer	layer	NOUN
cana-2114	207	13	:	:	PUNCT
cana-2114	207	14	algorithm	algorithm	NOUN
cana-2114	207	15	1	1	NUM
cana-2114	207	16	:	:	PUNCT
cana-2114	207	17	data	data	NOUN
cana-2114	207	18	collection	collection	NOUN
cana-2114	207	19	and	and	CCONJ
cana-2114	207	20	experience	experience	NOUN
cana-2114	207	21	replay	replay	NOUN
cana-2114	207	22	1	1	NUM
cana-2114	207	23	.	.	PUNCT
cana-2114	207	24	initialize	initialize	VERB
cana-2114	207	25	experience	experience	NOUN
cana-2114	207	26	replay	replay	NOUN
cana-2114	207	27	buffer	buffer	NOUN
cana-2114	207	28	with	with	ADP
cana-2114	207	29	capacity	capacity	NOUN
cana-2114	207	30	𝐵	𝐵	NOUN
cana-2114	207	31	2	2	NUM
cana-2114	207	32	.	.	PUNCT
cana-2114	208	1	for	for	SCONJ
cana-2114	208	2	each	each	DET
cana-2114	208	3	test	test	NOUN
cana-2114	208	4	run	run	VERB
cana-2114	208	5	𝑟𝑖	𝑟𝑖	PRON
cana-2114	208	6	∈	∈	PROPN
cana-2114	208	7	𝑅	𝑅	PROPN
cana-2114	208	8	do	do	AUX
cana-2114	208	9	3	3	NUM
cana-2114	208	10	.	.	PUNCT
cana-2114	209	1	for	for	ADP
cana-2114	209	2	each	each	DET
cana-2114	209	3	test	test	NOUN
cana-2114	209	4	case	case	NOUN
cana-2114	209	5	𝑡𝑗	𝑡𝑗	ADP
cana-2114	209	6	∈	∈	PROPN
cana-2114	209	7	𝑇	𝑇	PROPN
cana-2114	209	8	do	do	VERB
cana-2114	209	9	4	4	NUM
cana-2114	209	10	.	.	PUNCT
cana-2114	209	11	execute	execute	VERB
cana-2114	209	12	𝑡𝑗	𝑡𝑗	NOUN
cana-2114	209	13	in	in	ADP
cana-2114	209	14	𝑟𝑖	𝑟𝑖	DET
cana-2114	209	15	5	5	NUM
cana-2114	209	16	.	.	PUNCT
cana-2114	209	17	collect	collect	VERB
cana-2114	209	18	execution	execution	NOUN
cana-2114	209	19	time	time	NOUN
cana-2114	209	20	𝑒𝑖𝑗	𝑒𝑖𝑗	PROPN
cana-2114	209	21	and	and	CCONJ
cana-2114	209	22	fault	fault	VERB
cana-2114	209	23	detection	detection	NOUN
cana-2114	209	24	𝑓𝑖𝑗	𝑓𝑖𝑗	ADJ
cana-2114	209	25	6	6	NUM
cana-2114	209	26	.	.	PUNCT
cana-2114	210	1	store	store	NOUN
cana-2114	210	2	𝑒𝑖𝑗	𝑒𝑖𝑗	NOUN
cana-2114	210	3	in	in	ADP
cana-2114	210	4	execution	execution	NOUN
cana-2114	210	5	time	time	NOUN
cana-2114	210	6	matrix	matrix	NOUN
cana-2114	210	7	𝐸	𝐸	PROPN
cana-2114	210	8	7	7	NUM
cana-2114	210	9	.	.	PUNCT
cana-2114	211	1	store	store	NOUN
cana-2114	211	2	𝑓𝑖𝑗	𝑓𝑖𝑗	ADJ
cana-2114	211	3	in	in	ADP
cana-2114	211	4	fault	fault	NOUN
cana-2114	211	5	detection	detection	NOUN
cana-2114	211	6	matrix	matrix	NOUN
cana-2114	211	7	𝐹	𝐹	PROPN
cana-2114	211	8	8	8	NUM
cana-2114	211	9	.	.	PUNCT
cana-2114	211	10	end	end	VERB
cana-2114	211	11	for	for	ADP
cana-2114	211	12	9	9	NUM
cana-2114	211	13	.	.	NOUN
cana-2114	211	14	end	end	NOUN
cana-2114	211	15	for	for	ADP
cana-2114	211	16	10	10	NUM
cana-2114	211	17	.	.	PUNCT
cana-2114	212	1	for	for	ADP
cana-2114	212	2	each	each	DET
cana-2114	212	3	time	time	NOUN
cana-2114	212	4	step	step	NOUN
cana-2114	212	5	𝑡	𝑡	PROPN
cana-2114	212	6	do	do	VERB
cana-2114	212	7	communications	communication	NOUN
cana-2114	212	8	on	on	ADP
cana-2114	212	9	applied	apply	VERB
cana-2114	212	10	nonlinear	nonlinear	ADJ
cana-2114	212	11	analysis	analysis	NOUN
cana-2114	212	12	issn	issn	NOUN
cana-2114	212	13	:	:	PUNCT
cana-2114	212	14	1074	1074	NUM
cana-2114	212	15	-	-	PUNCT
cana-2114	212	16	133x	133x	NUM
cana-2114	212	17	vol	vol	NOUN
cana-2114	212	18	32	32	NUM
cana-2114	212	19	no	no	NOUN
cana-2114	212	20	.	.	PUNCT
cana-2114	213	1	1s	1s	NUM
cana-2114	213	2	(	(	PUNCT
cana-2114	213	3	2025	2025	NUM
cana-2114	213	4	)	)	PUNCT
cana-2114	213	5	128	128	NUM
cana-2114	213	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2114	213	7	11	11	NUM
cana-2114	213	8	.	.	PUNCT
cana-2114	214	1	define	define	VERB
cana-2114	214	2	state	state	NOUN
cana-2114	214	3	𝑆𝑡	𝑆𝑡	PROPN
cana-2114	214	4	=	=	PUNCT
cana-2114	214	5	{	{	PUNCT
cana-2114	214	6	(	(	PUNCT
cana-2114	214	7	𝑡𝑗	𝑡𝑗	PROPN
cana-2114	214	8	,	,	PUNCT
cana-2114	214	9	𝑒𝑖𝑗	𝑒𝑖𝑗	PROPN
cana-2114	214	10	,	,	PUNCT
cana-2114	214	11	𝑓𝑖𝑗)|𝑡𝑗	𝑓𝑖𝑗)|𝑡𝑗	PROPN
cana-2114	214	12	∈	∈	PROPN
cana-2114	214	13	𝑊𝑡	𝑊𝑡	PROPN
cana-2114	214	14	,	,	PUNCT
cana-2114	214	15	𝑟𝑖	𝑟𝑖	ADV
cana-2114	214	16	∈	∈	PROPN
cana-2114	214	17	𝑅	𝑅	PROPN
cana-2114	214	18	}	}	PUNCT
cana-2114	214	19	12	12	NUM
cana-2114	214	20	.	.	PUNCT
cana-2114	215	1	select	select	ADJ
cana-2114	215	2	action	action	NOUN
cana-2114	215	3	𝐴𝑡	𝐴𝑡	PROPN
cana-2114	215	4	=	=	PUNCT
cana-2114	215	5	{	{	PUNCT
cana-2114	215	6	𝑡𝑗|𝑡𝑗	𝑡𝑗|𝑡𝑗	NOUN
cana-2114	215	7	∈	∈	PROPN
cana-2114	215	8	𝑊𝑡inaspecificorder	𝑊𝑡inaspecificorder	PROPN
cana-2114	215	9	}	}	PUNCT
cana-2114	215	10	13	13	NUM
cana-2114	215	11	.	.	PUNCT
cana-2114	215	12	execute	execute	VERB
cana-2114	215	13	test	test	NOUN
cana-2114	215	14	cases	case	NOUN
cana-2114	215	15	according	accord	VERB
cana-2114	215	16	to	to	ADP
cana-2114	215	17	𝐴𝑡	𝐴𝑡	PROPN
cana-2114	215	18	14	14	NUM
cana-2114	215	19	.	.	PUNCT
cana-2114	216	1	collect	collect	VERB
cana-2114	216	2	reward	reward	NOUN
cana-2114	216	3	𝑅𝑡	𝑅𝑡	PROPN
cana-2114	216	4	=	=	PUNCT
cana-2114	216	5	∑𝑡𝑗∈𝑊𝑡	∑𝑡𝑗∈𝑊𝑡	PRON
cana-2114	216	6	(	(	PUNCT
cana-2114	216	7	𝛼𝑓𝑖𝑗	𝛼𝑓𝑖𝑗	PRON
cana-2114	216	8	−	−	PROPN
cana-2114	216	9	𝛽𝑒𝑖𝑗	𝛽𝑒𝑖𝑗	NOUN
cana-2114	216	10	)	)	PUNCT
cana-2114	216	11	15	15	NUM
cana-2114	216	12	.	.	PUNCT
cana-2114	217	1	observe	observe	VERB
cana-2114	217	2	next	next	ADJ
cana-2114	217	3	state	state	NOUN
cana-2114	217	4	𝑆𝑡+1	𝑆𝑡+1	NOUN
cana-2114	217	5	=	=	SYM
cana-2114	217	6	{	{	PUNCT
cana-2114	217	7	(	(	PUNCT
cana-2114	217	8	𝑡𝑘	𝑡𝑘	ADV
cana-2114	217	9	,	,	PUNCT
cana-2114	217	10	𝑒𝑖𝑘	𝑒𝑖𝑘	PROPN
cana-2114	217	11	,	,	PUNCT
cana-2114	217	12	𝑓𝑖𝑘)|𝑡𝑘	𝑓𝑖𝑘)|𝑡𝑘	PROPN
cana-2114	217	13	∈	∈	PROPN
cana-2114	217	14	𝑊𝑡+1	𝑊𝑡+1	NOUN
cana-2114	217	15	,	,	PUNCT
cana-2114	217	16	𝑟𝑖	𝑟𝑖	ADV
cana-2114	217	17	∈	∈	PROPN
cana-2114	217	18	𝑅	𝑅	PROPN
cana-2114	217	19	}	}	PUNCT
cana-2114	217	20	16	16	NUM
cana-2114	217	21	.	.	PUNCT
cana-2114	218	1	store	store	NOUN
cana-2114	218	2	experience	experience	NOUN
cana-2114	218	3	(	(	PUNCT
cana-2114	218	4	𝑆𝑡	𝑆𝑡	PROPN
cana-2114	218	5	,	,	PUNCT
cana-2114	218	6	𝐴𝑡	𝐴𝑡	PROPN
cana-2114	218	7	,	,	PUNCT
cana-2114	218	8	𝑅𝑡	𝑅𝑡	PROPN
cana-2114	218	9	,	,	PUNCT
cana-2114	218	10	𝑆𝑡+1	𝑆𝑡+1	NOUN
cana-2114	218	11	)	)	PUNCT
cana-2114	218	12	in	in	ADP
cana-2114	218	13	the	the	DET
cana-2114	218	14	experience	experience	NOUN
cana-2114	218	15	replay	replay	NOUN
cana-2114	218	16	buffer	buffer	NOUN
cana-2114	218	17	end	end	VERB
cana-2114	218	18	for	for	ADP
cana-2114	218	19	3.2	3.2	NUM
cana-2114	218	20	reinforcement	reinforcement	NOUN
cana-2114	218	21	learning	learn	VERB
cana-2114	218	22	agent	agent	NOUN
cana-2114	218	23	layer	layer	NOUN
cana-2114	218	24	at	at	ADP
cana-2114	218	25	the	the	DET
cana-2114	218	26	core	core	NOUN
cana-2114	218	27	of	of	ADP
cana-2114	218	28	the	the	DET
cana-2114	218	29	architecture	architecture	NOUN
cana-2114	218	30	lies	lie	VERB
cana-2114	218	31	the	the	DET
cana-2114	218	32	reinforcement	reinforcement	NOUN
cana-2114	218	33	learning	learning	NOUN
cana-2114	218	34	(	(	PUNCT
cana-2114	218	35	rl	rl	NOUN
cana-2114	218	36	)	)	PUNCT
cana-2114	218	37	agent	agent	NOUN
cana-2114	218	38	,	,	PUNCT
cana-2114	218	39	which	which	PRON
cana-2114	218	40	acts	act	VERB
cana-2114	218	41	as	as	ADP
cana-2114	218	42	an	an	DET
cana-2114	218	43	intelligent	intelligent	ADJ
cana-2114	218	44	decision	decision	NOUN
cana-2114	218	45	-	-	PUNCT
cana-2114	218	46	maker	maker	NOUN
cana-2114	218	47	.	.	PUNCT
cana-2114	219	1	this	this	DET
cana-2114	219	2	agent	agent	NOUN
cana-2114	219	3	is	be	AUX
cana-2114	219	4	composed	compose	VERB
cana-2114	219	5	of	of	ADP
cana-2114	219	6	two	two	NUM
cana-2114	219	7	integral	integral	ADJ
cana-2114	219	8	parts	part	NOUN
cana-2114	219	9	:	:	PUNCT
cana-2114	219	10	the	the	DET
cana-2114	219	11	policy	policy	NOUN
cana-2114	219	12	network	network	NOUN
cana-2114	219	13	and	and	CCONJ
cana-2114	219	14	the	the	DET
cana-2114	219	15	value	value	NOUN
cana-2114	219	16	network	network	NOUN
cana-2114	219	17	.	.	PUNCT
cana-2114	220	1	the	the	DET
cana-2114	220	2	policy	policy	NOUN
cana-2114	220	3	network	network	NOUN
cana-2114	220	4	is	be	AUX
cana-2114	220	5	tasked	task	VERB
cana-2114	220	6	with	with	ADP
cana-2114	220	7	determining	determine	VERB
cana-2114	220	8	the	the	DET
cana-2114	220	9	optimal	optimal	ADJ
cana-2114	220	10	sequence	sequence	NOUN
cana-2114	220	11	for	for	ADP
cana-2114	220	12	running	run	VERB
cana-2114	220	13	the	the	DET
cana-2114	220	14	test	test	NOUN
cana-2114	220	15	cases	case	NOUN
cana-2114	220	16	,	,	PUNCT
cana-2114	220	17	relying	rely	VERB
cana-2114	220	18	on	on	ADP
cana-2114	220	19	its	its	PRON
cana-2114	220	20	accumulated	accumulate	VERB
cana-2114	220	21	knowledge	knowledge	NOUN
cana-2114	220	22	to	to	PART
cana-2114	220	23	make	make	VERB
cana-2114	220	24	informed	informed	ADJ
cana-2114	220	25	decisions	decision	NOUN
cana-2114	220	26	.	.	PUNCT
cana-2114	221	1	concurrently	concurrently	ADV
cana-2114	221	2	,	,	PUNCT
cana-2114	221	3	the	the	DET
cana-2114	221	4	value	value	NOUN
cana-2114	221	5	network	network	NOUN
cana-2114	221	6	provides	provide	VERB
cana-2114	221	7	support	support	NOUN
cana-2114	221	8	by	by	ADP
cana-2114	221	9	estimating	estimate	VERB
cana-2114	221	10	the	the	DET
cana-2114	221	11	long	long	ADJ
cana-2114	221	12	-	-	PUNCT
cana-2114	221	13	term	term	NOUN
cana-2114	221	14	benefits	benefit	NOUN
cana-2114	221	15	of	of	ADP
cana-2114	221	16	each	each	DET
cana-2114	221	17	possible	possible	ADJ
cana-2114	221	18	decision	decision	NOUN
cana-2114	221	19	,	,	PUNCT
cana-2114	221	20	allowing	allow	VERB
cana-2114	221	21	the	the	DET
cana-2114	221	22	policy	policy	NOUN
cana-2114	221	23	network	network	NOUN
cana-2114	221	24	to	to	PART
cana-2114	221	25	make	make	VERB
cana-2114	221	26	choices	choice	NOUN
cana-2114	221	27	that	that	PRON
cana-2114	221	28	are	be	AUX
cana-2114	221	29	likely	likely	ADJ
cana-2114	221	30	to	to	PART
cana-2114	221	31	yield	yield	VERB
cana-2114	221	32	the	the	DET
cana-2114	221	33	most	most	ADV
cana-2114	221	34	favorable	favorable	ADJ
cana-2114	221	35	outcomes	outcome	NOUN
cana-2114	221	36	.	.	PUNCT
cana-2114	222	1	initially	initially	ADV
cana-2114	222	2	,	,	PUNCT
cana-2114	222	3	the	the	DET
cana-2114	222	4	rl	rl	PROPN
cana-2114	222	5	agent	agent	NOUN
cana-2114	222	6	undergoes	undergo	VERB
cana-2114	222	7	training	training	NOUN
cana-2114	222	8	using	use	VERB
cana-2114	222	9	historical	historical	ADJ
cana-2114	222	10	test	test	NOUN
cana-2114	222	11	data	datum	NOUN
cana-2114	222	12	to	to	PART
cana-2114	222	13	establish	establish	VERB
cana-2114	222	14	a	a	DET
cana-2114	222	15	foundational	foundational	ADJ
cana-2114	222	16	understanding	understanding	NOUN
cana-2114	222	17	of	of	ADP
cana-2114	222	18	effective	effective	ADJ
cana-2114	222	19	strategies	strategy	NOUN
cana-2114	222	20	.	.	PUNCT
cana-2114	223	1	as	as	SCONJ
cana-2114	223	2	new	new	ADJ
cana-2114	223	3	test	test	NOUN
cana-2114	223	4	data	datum	NOUN
cana-2114	223	5	is	be	AUX
cana-2114	223	6	collected	collect	VERB
cana-2114	223	7	,	,	PUNCT
cana-2114	223	8	the	the	DET
cana-2114	223	9	rl	rl	PROPN
cana-2114	223	10	agent	agent	NOUN
cana-2114	223	11	continues	continue	VERB
cana-2114	223	12	to	to	PART
cana-2114	223	13	learn	learn	VERB
cana-2114	223	14	and	and	CCONJ
cana-2114	223	15	enhance	enhance	VERB
cana-2114	223	16	its	its	PRON
cana-2114	223	17	decision	decision	NOUN
cana-2114	223	18	-	-	PUNCT
cana-2114	223	19	making	make	VERB
cana-2114	223	20	capabilities	capability	NOUN
cana-2114	223	21	by	by	ADP
cana-2114	223	22	leveraging	leverage	VERB
cana-2114	223	23	the	the	DET
cana-2114	223	24	information	information	NOUN
cana-2114	223	25	stored	store	VERB
cana-2114	223	26	in	in	ADP
cana-2114	223	27	the	the	DET
cana-2114	223	28	experience	experience	NOUN
cana-2114	223	29	replay	replay	NOUN
cana-2114	223	30	buffer	buffer	NOUN
cana-2114	223	31	.	.	PUNCT
cana-2114	224	1	the	the	DET
cana-2114	224	2	model	model	NOUN
cana-2114	224	3	of	of	ADP
cana-2114	224	4	the	the	DET
cana-2114	224	5	reinforcement	reinforcement	NOUN
cana-2114	224	6	learning	learn	VERB
cana-2114	224	7	agent	agent	NOUN
cana-2114	224	8	layer	layer	NOUN
cana-2114	224	9	helps	help	VERB
cana-2114	224	10	to	to	PART
cana-2114	224	11	choose	choose	VERB
cana-2114	224	12	the	the	DET
cana-2114	224	13	best	good	ADJ
cana-2114	224	14	order	order	NOUN
cana-2114	224	15	for	for	ADP
cana-2114	224	16	running	run	VERB
cana-2114	224	17	test	test	NOUN
cana-2114	224	18	cases	case	NOUN
cana-2114	224	19	.	.	PUNCT
cana-2114	225	1	it	it	PRON
cana-2114	225	2	includes	include	VERB
cana-2114	225	3	a	a	DET
cana-2114	225	4	policy	policy	NOUN
cana-2114	225	5	network	network	NOUN
cana-2114	225	6	,	,	PUNCT
cana-2114	225	7	which	which	PRON
cana-2114	225	8	decides	decide	VERB
cana-2114	225	9	the	the	DET
cana-2114	225	10	sequence	sequence	NOUN
cana-2114	225	11	of	of	ADP
cana-2114	225	12	test	test	NOUN
cana-2114	225	13	cases	case	NOUN
cana-2114	225	14	based	base	VERB
cana-2114	225	15	on	on	ADP
cana-2114	225	16	the	the	DET
cana-2114	225	17	current	current	ADJ
cana-2114	225	18	situation	situation	NOUN
cana-2114	225	19	.	.	PUNCT
cana-2114	226	1	it	it	PRON
cana-2114	226	2	looks	look	VERB
cana-2114	226	3	at	at	ADP
cana-2114	226	4	the	the	DET
cana-2114	226	5	window	window	NOUN
cana-2114	226	6	of	of	ADP
cana-2114	226	7	test	test	NOUN
cana-2114	226	8	cases	case	NOUN
cana-2114	226	9	and	and	CCONJ
cana-2114	226	10	their	their	PRON
cana-2114	226	11	past	past	ADJ
cana-2114	226	12	data	datum	NOUN
cana-2114	226	13	to	to	PART
cana-2114	226	14	make	make	VERB
cana-2114	226	15	this	this	DET
cana-2114	226	16	decision	decision	NOUN
cana-2114	226	17	.	.	PUNCT
cana-2114	227	1	another	another	DET
cana-2114	227	2	part	part	NOUN
cana-2114	227	3	is	be	AUX
cana-2114	227	4	the	the	DET
cana-2114	227	5	value	value	NOUN
cana-2114	227	6	network	network	NOUN
cana-2114	227	7	,	,	PUNCT
cana-2114	227	8	which	which	PRON
cana-2114	227	9	estimates	estimate	VERB
cana-2114	227	10	how	how	SCONJ
cana-2114	227	11	good	good	ADJ
cana-2114	227	12	it	it	PRON
cana-2114	227	13	is	be	AUX
cana-2114	227	14	to	to	PART
cana-2114	227	15	be	be	AUX
cana-2114	227	16	in	in	ADP
cana-2114	227	17	a	a	DET
cana-2114	227	18	particular	particular	ADJ
cana-2114	227	19	situation	situation	NOUN
cana-2114	227	20	,	,	PUNCT
cana-2114	227	21	giving	give	VERB
cana-2114	227	22	a	a	DET
cana-2114	227	23	score	score	NOUN
cana-2114	227	24	that	that	PRON
cana-2114	227	25	represents	represent	VERB
cana-2114	227	26	the	the	DET
cana-2114	227	27	long	long	ADJ
cana-2114	227	28	-	-	PUNCT
cana-2114	227	29	term	term	NOUN
cana-2114	227	30	benefit	benefit	NOUN
cana-2114	227	31	.	.	PUNCT
cana-2114	228	1	the	the	DET
cana-2114	228	2	reward	reward	NOUN
cana-2114	228	3	function	function	NOUN
cana-2114	228	4	guides	guide	NOUN
cana-2114	228	5	learning	learn	VERB
cana-2114	228	6	by	by	ADP
cana-2114	228	7	giving	give	VERB
cana-2114	228	8	higher	high	ADJ
cana-2114	228	9	scores	score	NOUN
cana-2114	228	10	when	when	SCONJ
cana-2114	228	11	tests	test	NOUN
cana-2114	228	12	find	find	VERB
cana-2114	228	13	faults	fault	NOUN
cana-2114	228	14	quickly	quickly	ADV
cana-2114	228	15	.	.	PUNCT
cana-2114	229	1	this	this	PRON
cana-2114	229	2	encourages	encourage	VERB
cana-2114	229	3	the	the	DET
cana-2114	229	4	system	system	NOUN
cana-2114	229	5	to	to	PART
cana-2114	229	6	prioritize	prioritize	VERB
cana-2114	229	7	test	test	NOUN
cana-2114	229	8	cases	case	NOUN
cana-2114	229	9	likely	likely	ADJ
cana-2114	229	10	to	to	PART
cana-2114	229	11	find	find	VERB
cana-2114	229	12	problems	problem	NOUN
cana-2114	229	13	.	.	PUNCT
cana-2114	230	1	the	the	DET
cana-2114	230	2	system	system	NOUN
cana-2114	230	3	moves	move	VERB
cana-2114	230	4	from	from	ADP
cana-2114	230	5	one	one	NUM
cana-2114	230	6	state	state	NOUN
cana-2114	230	7	to	to	ADP
cana-2114	230	8	another	another	PRON
cana-2114	230	9	based	base	VERB
cana-2114	230	10	on	on	ADP
cana-2114	230	11	the	the	DET
cana-2114	230	12	actions	action	NOUN
cana-2114	230	13	taken	take	VERB
cana-2114	230	14	and	and	CCONJ
cana-2114	230	15	the	the	DET
cana-2114	230	16	rewards	reward	NOUN
cana-2114	230	17	received	receive	VERB
cana-2114	230	18	,	,	PUNCT
cana-2114	230	19	using	use	VERB
cana-2114	230	20	a	a	DET
cana-2114	230	21	transition	transition	NOUN
cana-2114	230	22	function	function	NOUN
cana-2114	230	23	.	.	PUNCT
cana-2114	231	1	the	the	DET
cana-2114	231	2	model	model	NOUN
cana-2114	231	3	updates	update	VERB
cana-2114	231	4	its	its	PRON
cana-2114	231	5	decision	decision	NOUN
cana-2114	231	6	-	-	PUNCT
cana-2114	231	7	making	make	VERB
cana-2114	231	8	process	process	NOUN
cana-2114	231	9	using	use	VERB
cana-2114	231	10	methods	method	NOUN
cana-2114	231	11	that	that	PRON
cana-2114	231	12	ensure	ensure	VERB
cana-2114	231	13	stable	stable	ADJ
cana-2114	231	14	improvements	improvement	NOUN
cana-2114	231	15	.	.	PUNCT
cana-2114	232	1	the	the	DET
cana-2114	232	2	policy	policy	NOUN
cana-2114	232	3	network	network	NOUN
cana-2114	232	4	is	be	AUX
cana-2114	232	5	updated	update	VERB
cana-2114	232	6	to	to	PART
cana-2114	232	7	maximize	maximize	VERB
cana-2114	232	8	the	the	DET
cana-2114	232	9	expected	expect	VERB
cana-2114	232	10	reward	reward	NOUN
cana-2114	232	11	,	,	PUNCT
cana-2114	232	12	while	while	SCONJ
cana-2114	232	13	the	the	DET
cana-2114	232	14	value	value	NOUN
cana-2114	232	15	network	network	NOUN
cana-2114	232	16	is	be	AUX
cana-2114	232	17	updated	update	VERB
cana-2114	232	18	to	to	PART
cana-2114	232	19	better	well	ADV
cana-2114	232	20	predict	predict	VERB
cana-2114	232	21	future	future	ADJ
cana-2114	232	22	rewards	reward	NOUN
cana-2114	232	23	.	.	PUNCT
cana-2114	233	1	an	an	DET
cana-2114	233	2	advantage	advantage	NOUN
cana-2114	233	3	estimate	estimate	NOUN
cana-2114	233	4	helps	help	VERB
cana-2114	233	5	measure	measure	VERB
cana-2114	233	6	how	how	SCONJ
cana-2114	233	7	good	good	ADJ
cana-2114	233	8	a	a	DET
cana-2114	233	9	particular	particular	ADJ
cana-2114	233	10	action	action	NOUN
cana-2114	233	11	is	be	AUX
cana-2114	233	12	compared	compare	VERB
cana-2114	233	13	to	to	ADP
cana-2114	233	14	the	the	DET
cana-2114	233	15	expected	expect	VERB
cana-2114	233	16	outcome	outcome	NOUN
cana-2114	233	17	.	.	PUNCT
cana-2114	234	1	this	this	PRON
cana-2114	234	2	helps	help	VERB
cana-2114	234	3	the	the	DET
cana-2114	234	4	policy	policy	NOUN
cana-2114	234	5	network	network	NOUN
cana-2114	234	6	improve	improve	VERB
cana-2114	234	7	its	its	PRON
cana-2114	234	8	decisions	decision	NOUN
cana-2114	234	9	for	for	ADP
cana-2114	234	10	future	future	ADJ
cana-2114	234	11	test	test	NOUN
cana-2114	234	12	cases	case	NOUN
cana-2114	234	13	.	.	PUNCT
cana-2114	235	1	let	let	VERB
cana-2114	235	2	𝑆	𝑆	PROPN
cana-2114	235	3	represent	represent	VERB
cana-2114	235	4	the	the	DET
cana-2114	235	5	state	state	NOUN
cana-2114	235	6	space	space	NOUN
cana-2114	235	7	,	,	PUNCT
cana-2114	235	8	where	where	SCONJ
cana-2114	235	9	each	each	DET
cana-2114	235	10	state	state	NOUN
cana-2114	235	11	𝑠𝑡	𝑠𝑡	PROPN
cana-2114	235	12	∈	∈	PROPN
cana-2114	235	13	𝑆	𝑆	PROPN
cana-2114	235	14	is	be	AUX
cana-2114	235	15	a	a	DET
cana-2114	235	16	representation	representation	NOUN
cana-2114	235	17	of	of	ADP
cana-2114	235	18	the	the	DET
cana-2114	235	19	current	current	ADJ
cana-2114	235	20	window	window	NOUN
cana-2114	235	21	of	of	ADP
cana-2114	235	22	test	test	NOUN
cana-2114	235	23	cases	case	NOUN
cana-2114	235	24	and	and	CCONJ
cana-2114	235	25	their	their	PRON
cana-2114	235	26	historical	historical	ADJ
cana-2114	235	27	data	datum	NOUN
cana-2114	235	28	at	at	ADP
cana-2114	235	29	time	time	NOUN
cana-2114	235	30	𝑡.	𝑡.	PROPN
cana-2114	235	31	let	let	VERB
cana-2114	235	32	𝐴	𝐴	PROPN
cana-2114	235	33	denote	denote	VERB
cana-2114	235	34	the	the	DET
cana-2114	235	35	action	action	NOUN
cana-2114	235	36	space	space	NOUN
cana-2114	235	37	,	,	PUNCT
cana-2114	235	38	where	where	SCONJ
cana-2114	235	39	each	each	DET
cana-2114	235	40	action	action	NOUN
cana-2114	235	41	𝑎𝑡	𝑎𝑡	ADP
cana-2114	235	42	∈	∈	PROPN
cana-2114	235	43	𝐴	𝐴	PROPN
cana-2114	235	44	is	be	AUX
cana-2114	235	45	a	a	DET
cana-2114	235	46	possible	possible	ADJ
cana-2114	235	47	sequence	sequence	NOUN
cana-2114	235	48	of	of	ADP
cana-2114	235	49	test	test	NOUN
cana-2114	235	50	cases	case	NOUN
cana-2114	235	51	to	to	PART
cana-2114	235	52	be	be	AUX
cana-2114	235	53	executed	execute	VERB
cana-2114	235	54	within	within	ADP
cana-2114	235	55	the	the	DET
cana-2114	235	56	current	current	ADJ
cana-2114	235	57	window	window	NOUN
cana-2114	235	58	.	.	PUNCT
cana-2114	236	1	policy	policy	NOUN
cana-2114	236	2	network	network	NOUN
cana-2114	236	3	:	:	PUNCT
cana-2114	236	4	the	the	DET
cana-2114	236	5	policy	policy	NOUN
cana-2114	236	6	network	network	NOUN
cana-2114	236	7	maps	map	VERB
cana-2114	236	8	the	the	DET
cana-2114	236	9	current	current	ADJ
cana-2114	236	10	state	state	NOUN
cana-2114	236	11	𝑠𝑡	𝑠𝑡	PROPN
cana-2114	236	12	to	to	ADP
cana-2114	236	13	a	a	DET
cana-2114	236	14	probability	probability	NOUN
cana-2114	236	15	distribution	distribution	NOUN
cana-2114	236	16	over	over	ADP
cana-2114	236	17	actions	action	NOUN
cana-2114	236	18	𝑎𝑡	𝑎𝑡	ADP
cana-2114	236	19	:	:	PUNCT
cana-2114	236	20	𝜋(𝑎𝑡|𝑠𝑡	𝜋(𝑎𝑡|𝑠𝑡	NUM
cana-2114	236	21	;	;	PUNCT
cana-2114	236	22	𝜃	𝜃	X
cana-2114	236	23	)	)	PUNCT
cana-2114	236	24	=	=	NOUN
cana-2114	236	25	𝑃(𝐴𝑡	𝑃(𝐴𝑡	NUM
cana-2114	236	26	=	=	SYM
cana-2114	236	27	𝑎𝑡|𝑆𝑡	𝑎𝑡|𝑆𝑡	PROPN
cana-2114	236	28	=	=	SYM
cana-2114	236	29	𝑠𝑡	𝑠𝑡	PROPN
cana-2114	236	30	;	;	PUNCT
cana-2114	236	31	𝜃	𝜃	X
cana-2114	236	32	)	)	PUNCT
cana-2114	236	33	....	....	PUNCT
cana-2114	237	1	(	(	PUNCT
cana-2114	237	2	eq	eq	NOUN
cana-2114	237	3	1	1	NUM
cana-2114	237	4	)	)	PUNCT
cana-2114	237	5	where	where	SCONJ
cana-2114	237	6	θ	θ	PROPN
cana-2114	237	7	are	be	AUX
cana-2114	237	8	the	the	DET
cana-2114	237	9	parameters	parameter	NOUN
cana-2114	237	10	of	of	ADP
cana-2114	237	11	the	the	DET
cana-2114	237	12	policy	policy	NOUN
cana-2114	237	13	network	network	NOUN
cana-2114	237	14	.	.	PUNCT
cana-2114	238	1	value	value	NOUN
cana-2114	238	2	network	network	NOUN
cana-2114	238	3	:	:	PUNCT
cana-2114	238	4	the	the	DET
cana-2114	238	5	value	value	NOUN
cana-2114	238	6	network	network	NOUN
cana-2114	238	7	estimates	estimate	VERB
cana-2114	238	8	the	the	DET
cana-2114	238	9	expected	expect	VERB
cana-2114	238	10	return	return	NOUN
cana-2114	238	11	from	from	ADP
cana-2114	238	12	being	be	AUX
cana-2114	238	13	in	in	ADP
cana-2114	238	14	a	a	DET
cana-2114	238	15	particular	particular	ADJ
cana-2114	238	16	state	state	NOUN
cana-2114	238	17	st	st	PROPN
cana-2114	238	18	:	:	PUNCT
cana-2114	238	19	𝑉(𝑠𝑡	𝑉(𝑠𝑡	PROPN
cana-2114	238	20	;	;	PUNCT
cana-2114	238	21	𝑤	𝑤	X
cana-2114	238	22	)	)	PUNCT
cana-2114	238	23	=	=	PUNCT
cana-2114	238	24	𝔼[𝑅𝑡|𝑆𝑡	𝔼[𝑅𝑡|𝑆𝑡	NOUN
cana-2114	238	25	=	=	SYM
cana-2114	238	26	𝑠𝑡	𝑠𝑡	PROPN
cana-2114	238	27	;	;	PUNCT
cana-2114	238	28	𝑤	𝑤	X
cana-2114	238	29	]	]	PUNCT
cana-2114	238	30	....	....	PUNCT
cana-2114	238	31	(	(	PUNCT
cana-2114	238	32	eq	eq	NOUN
cana-2114	238	33	2	2	NUM
cana-2114	238	34	)	)	PUNCT
cana-2114	238	35	where	where	SCONJ
cana-2114	238	36	w	w	NOUN
cana-2114	238	37	are	be	AUX
cana-2114	238	38	the	the	DET
cana-2114	238	39	parameters	parameter	NOUN
cana-2114	238	40	of	of	ADP
cana-2114	238	41	the	the	DET
cana-2114	238	42	value	value	NOUN
cana-2114	238	43	network	network	NOUN
cana-2114	238	44	and	and	CCONJ
cana-2114	238	45	rt	rt	PROPN
cana-2114	238	46	is	be	AUX
cana-2114	238	47	the	the	DET
cana-2114	238	48	reward	reward	NOUN
cana-2114	238	49	received	receive	VERB
cana-2114	238	50	at	at	ADP
cana-2114	238	51	time	time	NOUN
cana-2114	238	52	t.	t.	PROPN
cana-2114	238	53	reward	reward	NOUN
cana-2114	238	54	function	function	NOUN
cana-2114	238	55	:	:	PUNCT
cana-2114	238	56	the	the	DET
cana-2114	238	57	reward	reward	NOUN
cana-2114	238	58	function	function	NOUN
cana-2114	238	59	rt	rt	PROPN
cana-2114	238	60	is	be	AUX
cana-2114	238	61	defined	define	VERB
cana-2114	238	62	as	as	ADP
cana-2114	238	63	:	:	PUNCT
cana-2114	238	64	𝑅𝑡	𝑅𝑡	PROPN
cana-2114	238	65	=	=	PUNCT
cana-2114	238	66	∑𝑗∈𝑊𝑡	∑𝑗∈𝑊𝑡	INTJ
cana-2114	238	67	(	(	PUNCT
cana-2114	238	68	𝛼𝑓𝑡𝑗	𝛼𝑓𝑡𝑗	NOUN
cana-2114	238	69	−	−	PROPN
cana-2114	238	70	𝛽𝑒𝑡𝑗	𝛽𝑒𝑡𝑗	PROPN
cana-2114	238	71	)	)	PUNCT
cana-2114	238	72	....	....	PUNCT
cana-2114	239	1	(	(	PUNCT
cana-2114	239	2	eq	eq	NOUN
cana-2114	239	3	3	3	X
cana-2114	239	4	)	)	PUNCT
cana-2114	239	5	communications	communication	NOUN
cana-2114	239	6	on	on	ADP
cana-2114	239	7	applied	apply	VERB
cana-2114	239	8	nonlinear	nonlinear	ADJ
cana-2114	239	9	analysis	analysis	NOUN
cana-2114	239	10	issn	issn	NOUN
cana-2114	239	11	:	:	PUNCT
cana-2114	239	12	1074	1074	NUM
cana-2114	239	13	-	-	PUNCT
cana-2114	239	14	133x	133x	NUM
cana-2114	239	15	vol	vol	NOUN
cana-2114	239	16	32	32	NUM
cana-2114	239	17	no	no	NOUN
cana-2114	239	18	.	.	PUNCT
cana-2114	240	1	1s	1s	NUM
cana-2114	240	2	(	(	PUNCT
cana-2114	240	3	2025	2025	NUM
cana-2114	240	4	)	)	PUNCT
cana-2114	240	5	129	129	NUM
cana-2114	240	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2114	240	7	where	where	SCONJ
cana-2114	240	8	wt	wt	PROPN
cana-2114	240	9	is	be	AUX
cana-2114	240	10	the	the	DET
cana-2114	240	11	set	set	NOUN
cana-2114	240	12	of	of	ADP
cana-2114	240	13	test	test	NOUN
cana-2114	240	14	cases	case	NOUN
cana-2114	240	15	in	in	ADP
cana-2114	240	16	the	the	DET
cana-2114	240	17	current	current	ADJ
cana-2114	240	18	window	window	NOUN
cana-2114	240	19	at	at	ADP
cana-2114	240	20	time	time	NOUN
cana-2114	240	21	t	t	PROPN
cana-2114	240	22	,	,	PUNCT
cana-2114	240	23	ftj	ftj	NOUN
cana-2114	240	24	is	be	AUX
cana-2114	240	25	a	a	DET
cana-2114	240	26	binary	binary	ADJ
cana-2114	240	27	indicator	indicator	NOUN
cana-2114	240	28	of	of	ADP
cana-2114	240	29	fault	fault	NOUN
cana-2114	240	30	detection	detection	NOUN
cana-2114	240	31	,	,	PUNCT
cana-2114	240	32	etj	etj	PROPN
cana-2114	240	33	is	be	AUX
cana-2114	240	34	the	the	DET
cana-2114	240	35	execution	execution	NOUN
cana-2114	240	36	time	time	NOUN
cana-2114	240	37	,	,	PUNCT
cana-2114	240	38	and	and	CCONJ
cana-2114	240	39	α	α	NOUN
cana-2114	240	40	and	and	CCONJ
cana-2114	240	41	β	β	X
cana-2114	240	42	are	be	AUX
cana-2114	240	43	weights	weight	NOUN
cana-2114	240	44	.	.	PUNCT
cana-2114	241	1	state	state	NOUN
cana-2114	241	2	transition	transition	NOUN
cana-2114	241	3	:	:	PUNCT
cana-2114	241	4	the	the	DET
cana-2114	241	5	state	state	NOUN
cana-2114	241	6	transition	transition	NOUN
cana-2114	241	7	from	from	ADP
cana-2114	241	8	st	st	PROPN
cana-2114	241	9	to	to	ADP
cana-2114	241	10	st+1	st+1	PROPN
cana-2114	241	11	is	be	AUX
cana-2114	241	12	given	give	VERB
cana-2114	241	13	by	by	ADP
cana-2114	241	14	:	:	PUNCT
cana-2114	241	15	𝑠𝑡+1	𝑠𝑡+1	NUM
cana-2114	241	16	=	=	SYM
cana-2114	241	17	𝒯(𝑠𝑡	𝒯(𝑠𝑡	NOUN
cana-2114	241	18	,	,	PUNCT
cana-2114	241	19	𝑎𝑡	𝑎𝑡	INTJ
cana-2114	241	20	,	,	PUNCT
cana-2114	241	21	𝑟𝑡	𝑟𝑡	NOUN
cana-2114	241	22	)	)	PUNCT
cana-2114	241	23	....	....	PUNCT
cana-2114	242	1	(	(	PUNCT
cana-2114	242	2	eq	eq	NOUN
cana-2114	242	3	4	4	NUM
cana-2114	242	4	)	)	PUNCT
cana-2114	242	5	where	where	SCONJ
cana-2114	242	6	𝒯	𝒯	PROPN
cana-2114	242	7	is	be	AUX
cana-2114	242	8	the	the	DET
cana-2114	242	9	transition	transition	NOUN
cana-2114	242	10	function	function	NOUN
cana-2114	242	11	that	that	PRON
cana-2114	242	12	updates	update	VERB
cana-2114	242	13	the	the	DET
cana-2114	242	14	state	state	NOUN
cana-2114	242	15	based	base	VERB
cana-2114	242	16	on	on	ADP
cana-2114	242	17	st	st	PROPN
cana-2114	242	18	,	,	PUNCT
cana-2114	242	19	at	at	ADP
cana-2114	242	20	,	,	PUNCT
cana-2114	242	21	and	and	CCONJ
cana-2114	242	22	rt	rt	PROPN
cana-2114	242	23	.	.	PUNCT
cana-2114	242	24	policy	policy	NOUN
cana-2114	242	25	update	update	NOUN
cana-2114	242	26	:	:	PUNCT
cana-2114	242	27	the	the	DET
cana-2114	242	28	policy	policy	NOUN
cana-2114	242	29	network	network	NOUN
cana-2114	242	30	parameters	parameter	NOUN
cana-2114	242	31	θ	θ	PROPN
cana-2114	242	32	are	be	AUX
cana-2114	242	33	updated	update	VERB
cana-2114	242	34	using	use	VERB
cana-2114	242	35	the	the	DET
cana-2114	242	36	proximal	proximal	ADJ
cana-2114	242	37	policy	policy	NOUN
cana-2114	242	38	optimization	optimization	NOUN
cana-2114	242	39	(	(	PUNCT
cana-2114	242	40	ppo	ppo	PROPN
cana-2114	242	41	)	)	PUNCT
cana-2114	242	42	algorithm	algorithm	NOUN
cana-2114	242	43	.	.	PUNCT
cana-2114	243	1	the	the	DET
cana-2114	243	2	objective	objective	ADJ
cana-2114	243	3	function	function	NOUN
cana-2114	243	4	is	be	AUX
cana-2114	243	5	:	:	PUNCT
cana-2114	243	6	ℒ(𝜃	ℒ(𝜃	NUM
cana-2114	243	7	)	)	PUNCT
cana-2114	243	8	=	=	SYM
cana-2114	243	9	𝔼𝑡[𝑚𝑖𝑛(𝑟𝑡(𝜃)	𝔼𝑡[𝑚𝑖𝑛(𝑟𝑡(𝜃)	NOUN
cana-2114	243	10	�	�	PROPN
cana-2114	243	11	̂	̂	NUM
cana-2114	243	12	�	�	NOUN
cana-2114	243	13	𝑡	𝑡	NOUN
cana-2114	243	14	,	,	PUNCT
cana-2114	243	15	𝑐𝑙𝑖𝑝(𝑟𝑡(𝜃),1	𝑐𝑙𝑖𝑝(𝑟𝑡(𝜃),1	PROPN
cana-2114	243	16	−	−	PROPN
cana-2114	243	17	𝜖	𝜖	PROPN
cana-2114	243	18	,	,	PUNCT
cana-2114	243	19	1	1	NUM
cana-2114	243	20	+	+	CCONJ
cana-2114	243	21	𝜖)	𝜖)	NUM
cana-2114	243	22	�	�	NOUN
cana-2114	243	23	̂	̂	NOUN
cana-2114	243	24	�	�	NOUN
cana-2114	243	25	𝑡	𝑡	NOUN
cana-2114	243	26	)	)	PUNCT
cana-2114	243	27	]	]	PUNCT
cana-2114	243	28	....	....	PUNCT
cana-2114	244	1	(	(	PUNCT
cana-2114	244	2	eq	eq	NOUN
cana-2114	244	3	5	5	NUM
cana-2114	244	4	)	)	PUNCT
cana-2114	244	5	where	where	SCONJ
cana-2114	244	6	rt(θ	rt(θ	PUNCT
cana-2114	244	7	)	)	PUNCT
cana-2114	244	8	=	=	SYM
cana-2114	244	9	π(at|st;θ	π(at|st;θ	PROPN
cana-2114	244	10	)	)	PUNCT
cana-2114	244	11	π(at|st;θold	π(at|st;θold	X
cana-2114	244	12	)	)	PUNCT
cana-2114	244	13	is	be	AUX
cana-2114	244	14	the	the	DET
cana-2114	244	15	probability	probability	NOUN
cana-2114	244	16	ratio	ratio	NOUN
cana-2114	244	17	,	,	PUNCT
cana-2114	244	18	ât	ât	PROPN
cana-2114	244	19	is	be	AUX
cana-2114	244	20	the	the	DET
cana-2114	244	21	advantage	advantage	NOUN
cana-2114	244	22	estimate	estimate	NOUN
cana-2114	244	23	,	,	PUNCT
cana-2114	244	24	and	and	CCONJ
cana-2114	244	25	ϵ	ϵ	X
cana-2114	244	26	is	be	AUX
cana-2114	244	27	a	a	DET
cana-2114	244	28	clipping	clip	VERB
cana-2114	244	29	parameter	parameter	NOUN
cana-2114	244	30	.	.	PUNCT
cana-2114	245	1	value	value	NOUN
cana-2114	245	2	network	network	NOUN
cana-2114	245	3	update	update	NOUN
cana-2114	245	4	:	:	PUNCT
cana-2114	245	5	the	the	DET
cana-2114	245	6	value	value	NOUN
cana-2114	245	7	network	network	NOUN
cana-2114	245	8	parameters	parameter	NOUN
cana-2114	245	9	w	w	VERB
cana-2114	245	10	are	be	AUX
cana-2114	245	11	updated	update	VERB
cana-2114	245	12	by	by	ADP
cana-2114	245	13	minimizing	minimize	VERB
cana-2114	245	14	the	the	DET
cana-2114	245	15	mean	mean	ADJ
cana-2114	245	16	squared	square	VERB
cana-2114	245	17	error	error	NOUN
cana-2114	245	18	between	between	ADP
cana-2114	245	19	the	the	DET
cana-2114	245	20	predicted	predict	VERB
cana-2114	245	21	value	value	NOUN
cana-2114	245	22	and	and	CCONJ
cana-2114	245	23	the	the	DET
cana-2114	245	24	actual	actual	ADJ
cana-2114	245	25	return	return	NOUN
cana-2114	245	26	:	:	PUNCT
cana-2114	245	27	ℒ(𝑤	ℒ(𝑤	NUM
cana-2114	245	28	)	)	PUNCT
cana-2114	245	29	=	=	NOUN
cana-2114	246	1	1	1	NUM
cana-2114	246	2	𝑁	𝑁	PROPN
cana-2114	246	3	∑𝑁	∑𝑁	PROPN
cana-2114	246	4	𝑡=1	𝑡=1	PROPN
cana-2114	246	5	(	(	PUNCT
cana-2114	246	6	𝑉(𝑠𝑡	𝑉(𝑠𝑡	X
cana-2114	246	7	;	;	PUNCT
cana-2114	246	8	𝑤	𝑤	X
cana-2114	246	9	)	)	PUNCT
cana-2114	246	10	−	−	PROPN
cana-2114	246	11	�	�	PROPN
cana-2114	246	12	̂	̂	NOUN
cana-2114	246	13	�	�	NOUN
cana-2114	246	14	𝑡	𝑡	NOUN
cana-2114	246	15	)	)	PUNCT
cana-2114	246	16	2	2	NUM
cana-2114	246	17	....	....	PUNCT
cana-2114	246	18	(	(	PUNCT
cana-2114	246	19	eq	eq	NOUN
cana-2114	246	20	6	6	NUM
cana-2114	246	21	)	)	PUNCT
cana-2114	246	22	where	where	SCONJ
cana-2114	246	23	r̂t	r̂t	NOUN
cana-2114	246	24	is	be	AUX
cana-2114	246	25	the	the	DET
cana-2114	246	26	actual	actual	ADJ
cana-2114	246	27	return	return	NOUN
cana-2114	246	28	from	from	ADP
cana-2114	246	29	state	state	PROPN
cana-2114	246	30	st	st	PROPN
cana-2114	246	31	,	,	PUNCT
cana-2114	246	32	and	and	CCONJ
cana-2114	246	33	n	n	PRON
cana-2114	246	34	is	be	AUX
cana-2114	246	35	the	the	DET
cana-2114	246	36	batch	batch	NOUN
cana-2114	246	37	size	size	NOUN
cana-2114	246	38	.	.	PUNCT
cana-2114	247	1	advantage	advantage	NOUN
cana-2114	247	2	estimate	estimate	NOUN
cana-2114	247	3	:	:	PUNCT
cana-2114	247	4	the	the	DET
cana-2114	247	5	advantage	advantage	NOUN
cana-2114	247	6	estimate	estimate	NOUN
cana-2114	247	7	ât	ât	PRON
cana-2114	247	8	is	be	AUX
cana-2114	247	9	calculated	calculate	VERB
cana-2114	247	10	as	as	ADP
cana-2114	247	11	:	:	PUNCT
cana-2114	247	12	�	�	PROPN
cana-2114	247	13	̂	̂	NOUN
cana-2114	247	14	�	�	NOUN
cana-2114	247	15	𝑡	𝑡	NOUN
cana-2114	247	16	=	=	PUNCT
cana-2114	247	17	𝑅𝑡	𝑅𝑡	NOUN
cana-2114	247	18	+	+	CCONJ
cana-2114	247	19	𝛾𝑉(𝑠𝑡+1	𝛾𝑉(𝑠𝑡+1	NOUN
cana-2114	247	20	;	;	PUNCT
cana-2114	247	21	𝑤	𝑤	X
cana-2114	247	22	)	)	PUNCT
cana-2114	247	23	−	−	PROPN
cana-2114	247	24	𝑉(𝑠𝑡	𝑉(𝑠𝑡	NOUN
cana-2114	247	25	;	;	PUNCT
cana-2114	247	26	𝑤	𝑤	X
cana-2114	247	27	)	)	PUNCT
cana-2114	247	28	....	....	PUNCT
cana-2114	248	1	(	(	PUNCT
cana-2114	248	2	eq	eq	NOUN
cana-2114	248	3	7	7	NUM
cana-2114	248	4	)	)	PUNCT
cana-2114	248	5	where	where	SCONJ
cana-2114	248	6	𝛾	𝛾	NOUN
cana-2114	248	7	is	be	AUX
cana-2114	248	8	the	the	DET
cana-2114	248	9	discount	discount	NOUN
cana-2114	248	10	factor	factor	NOUN
cana-2114	248	11	.	.	PUNCT
cana-2114	249	1	the	the	DET
cana-2114	249	2	steps	step	NOUN
cana-2114	249	3	of	of	ADP
cana-2114	249	4	the	the	DET
cana-2114	249	5	reinforcement	reinforcement	NOUN
cana-2114	249	6	learning	learn	VERB
cana-2114	249	7	agent	agent	NOUN
cana-2114	249	8	layer	layer	NOUN
cana-2114	249	9	are	be	AUX
cana-2114	249	10	summarized	summarize	VERB
cana-2114	249	11	in	in	ADP
cana-2114	249	12	algorithm	algorithm	NOUN
cana-2114	249	13	5	5	NUM
cana-2114	249	14	.	.	PUNCT
cana-2114	250	1	algorithm	algorithm	NOUN
cana-2114	250	2	2	2	NUM
cana-2114	250	3	:	:	PUNCT
cana-2114	250	4	reinforcement	reinforcement	NOUN
cana-2114	250	5	learning	learn	VERB
cana-2114	250	6	agent	agent	NOUN
cana-2114	250	7	layer	layer	NOUN
cana-2114	250	8	1	1	NUM
cana-2114	250	9	.	.	PUNCT
cana-2114	250	10	initialize	initialize	VERB
cana-2114	250	11	policy	policy	NOUN
cana-2114	250	12	network	network	NOUN
cana-2114	250	13	parameters	parameter	NOUN
cana-2114	250	14	𝜃	𝜃	NOUN
cana-2114	250	15	and	and	CCONJ
cana-2114	250	16	value	value	NOUN
cana-2114	250	17	network	network	NOUN
cana-2114	250	18	parameters	parameter	NOUN
cana-2114	250	19	𝑤	𝑤	ADP
cana-2114	250	20	2	2	NUM
cana-2114	250	21	.	.	PUNCT
cana-2114	251	1	for	for	ADP
cana-2114	251	2	each	each	DET
cana-2114	251	3	iteration	iteration	NOUN
cana-2114	251	4	do	do	AUX
cana-2114	251	5	3	3	NUM
cana-2114	251	6	.	.	PUNCT
cana-2114	251	7	sample	sample	VERB
cana-2114	251	8	a	a	DET
cana-2114	251	9	batch	batch	NOUN
cana-2114	251	10	of	of	ADP
cana-2114	251	11	experiences	experience	NOUN
cana-2114	251	12	from	from	ADP
cana-2114	251	13	the	the	DET
cana-2114	251	14	replay	replay	NOUN
cana-2114	251	15	buffer	buffer	NOUN
cana-2114	251	16	4	4	NUM
cana-2114	251	17	.	.	PUNCT
cana-2114	252	1	for	for	ADP
cana-2114	252	2	each	each	DET
cana-2114	252	3	experience	experience	NOUN
cana-2114	252	4	do	do	VERB
cana-2114	252	5	5	5	NUM
cana-2114	252	6	.	.	PUNCT
cana-2114	252	7	compute	compute	VERB
cana-2114	252	8	the	the	DET
cana-2114	252	9	advantage	advantage	NOUN
cana-2114	252	10	estimate	estimate	NOUN
cana-2114	252	11	�	�	NOUN
cana-2114	252	12	̂	̂	NOUN
cana-2114	252	13	�	�	NOUN
cana-2114	252	14	𝑡	𝑡	VERB
cana-2114	252	15	6	6	NUM
cana-2114	252	16	.	.	PUNCT
cana-2114	252	17	update	update	NOUN
cana-2114	252	18	policy	policy	NOUN
cana-2114	252	19	network	network	NOUN
cana-2114	252	20	parameters	parameter	NOUN
cana-2114	252	21	𝜃	𝜃	VERB
cana-2114	252	22	using	use	VERB
cana-2114	252	23	ppo	ppo	PROPN
cana-2114	252	24	7	7	NUM
cana-2114	252	25	.	.	PUNCT
cana-2114	252	26	update	update	NOUN
cana-2114	252	27	value	value	NOUN
cana-2114	252	28	network	network	NOUN
cana-2114	252	29	parameters	parameter	NOUN
cana-2114	252	30	𝑤	𝑤	VERB
cana-2114	252	31	by	by	ADP
cana-2114	252	32	minimizing	minimize	VERB
cana-2114	252	33	the	the	DET
cana-2114	252	34	mean	mean	ADJ
cana-2114	252	35	squared	square	VERB
cana-2114	252	36	error	error	NOUN
cana-2114	252	37	8	8	NUM
cana-2114	252	38	.	.	NOUN
cana-2114	252	39	end	end	VERB
cana-2114	252	40	for	for	ADP
cana-2114	252	41	9	9	NUM
cana-2114	252	42	.	.	NOUN
cana-2114	252	43	end	end	NOUN
cana-2114	252	44	for	for	ADP
cana-2114	252	45	3.3	3.3	NUM
cana-2114	252	46	sliding	slide	VERB
cana-2114	252	47	window	window	NOUN
cana-2114	252	48	layer	layer	NOUN
cana-2114	252	49	the	the	DET
cana-2114	252	50	sliding	slide	VERB
cana-2114	252	51	window	window	NOUN
cana-2114	252	52	layer	layer	NOUN
cana-2114	252	53	introduces	introduce	VERB
cana-2114	252	54	a	a	DET
cana-2114	252	55	strategic	strategic	ADJ
cana-2114	252	56	mechanism	mechanism	NOUN
cana-2114	252	57	that	that	PRON
cana-2114	252	58	enables	enable	VERB
cana-2114	252	59	the	the	DET
cana-2114	252	60	system	system	NOUN
cana-2114	252	61	to	to	PART
cana-2114	252	62	concentrate	concentrate	VERB
cana-2114	252	63	on	on	ADP
cana-2114	252	64	a	a	DET
cana-2114	252	65	manageable	manageable	ADJ
cana-2114	252	66	subset	subset	NOUN
cana-2114	252	67	of	of	ADP
cana-2114	252	68	test	test	NOUN
cana-2114	252	69	cases	case	NOUN
cana-2114	252	70	at	at	ADP
cana-2114	252	71	any	any	DET
cana-2114	252	72	given	give	VERB
cana-2114	252	73	time	time	NOUN
cana-2114	252	74	.	.	PUNCT
cana-2114	253	1	conceptually	conceptually	ADV
cana-2114	253	2	,	,	PUNCT
cana-2114	253	3	this	this	DET
cana-2114	253	4	sliding	slide	VERB
cana-2114	253	5	window	window	NOUN
cana-2114	253	6	operates	operate	VERB
cana-2114	253	7	like	like	ADP
cana-2114	253	8	a	a	DET
cana-2114	253	9	frame	frame	NOUN
cana-2114	253	10	that	that	PRON
cana-2114	253	11	moves	move	VERB
cana-2114	253	12	sequentially	sequentially	ADV
cana-2114	253	13	over	over	ADP
cana-2114	253	14	a	a	DET
cana-2114	253	15	list	list	NOUN
cana-2114	253	16	of	of	ADP
cana-2114	253	17	test	test	NOUN
cana-2114	253	18	cases	case	NOUN
cana-2114	253	19	,	,	PUNCT
cana-2114	253	20	examining	examine	VERB
cana-2114	253	21	only	only	ADV
cana-2114	253	22	a	a	DET
cana-2114	253	23	limited	limited	ADJ
cana-2114	253	24	number	number	NOUN
cana-2114	253	25	of	of	ADP
cana-2114	253	26	cases	case	NOUN
cana-2114	253	27	within	within	ADP
cana-2114	253	28	its	its	PRON
cana-2114	253	29	scope	scope	NOUN
cana-2114	253	30	.	.	PUNCT
cana-2114	254	1	the	the	DET
cana-2114	254	2	window	window	NOUN
cana-2114	254	3	has	have	VERB
cana-2114	254	4	a	a	DET
cana-2114	254	5	predetermined	predetermine	VERB
cana-2114	254	6	size	size	NOUN
cana-2114	254	7	,	,	PUNCT
cana-2114	254	8	allowing	allow	VERB
cana-2114	254	9	it	it	PRON
cana-2114	254	10	to	to	PART
cana-2114	254	11	focus	focus	VERB
cana-2114	254	12	on	on	ADP
cana-2114	254	13	a	a	DET
cana-2114	254	14	specific	specific	ADJ
cana-2114	254	15	portion	portion	NOUN
cana-2114	254	16	of	of	ADP
cana-2114	254	17	the	the	DET
cana-2114	254	18	test	test	NOUN
cana-2114	254	19	cases	case	NOUN
cana-2114	254	20	without	without	ADP
cana-2114	254	21	being	be	AUX
cana-2114	254	22	overwhelmed	overwhelm	VERB
cana-2114	254	23	by	by	ADP
cana-2114	254	24	the	the	DET
cana-2114	254	25	entirety	entirety	NOUN
cana-2114	254	26	of	of	ADP
cana-2114	254	27	the	the	DET
cana-2114	254	28	data	datum	NOUN
cana-2114	254	29	set	set	VERB
cana-2114	254	30	.	.	PUNCT
cana-2114	255	1	as	as	SCONJ
cana-2114	255	2	the	the	DET
cana-2114	255	3	tests	test	NOUN
cana-2114	255	4	are	be	AUX
cana-2114	255	5	executed	execute	VERB
cana-2114	255	6	,	,	PUNCT
cana-2114	255	7	the	the	DET
cana-2114	255	8	window	window	NOUN
cana-2114	255	9	progresses	progress	VERB
cana-2114	255	10	forward	forward	ADV
cana-2114	255	11	,	,	PUNCT
cana-2114	255	12	shifting	shift	VERB
cana-2114	255	13	to	to	PART
cana-2114	255	14	encompass	encompass	VERB
cana-2114	255	15	the	the	DET
cana-2114	255	16	next	next	ADJ
cana-2114	255	17	set	set	NOUN
cana-2114	255	18	of	of	ADP
cana-2114	255	19	test	test	NOUN
cana-2114	255	20	cases	case	NOUN
cana-2114	255	21	.	.	PUNCT
cana-2114	256	1	this	this	DET
cana-2114	256	2	approach	approach	NOUN
cana-2114	256	3	empowers	empower	VERB
cana-2114	256	4	the	the	DET
cana-2114	256	5	rl	rl	PROPN
cana-2114	256	6	agent	agent	NOUN
cana-2114	256	7	to	to	PART
cana-2114	256	8	make	make	VERB
cana-2114	256	9	precise	precise	ADJ
cana-2114	256	10	decisions	decision	NOUN
cana-2114	256	11	about	about	ADP
cana-2114	256	12	the	the	DET
cana-2114	256	13	order	order	NOUN
cana-2114	256	14	of	of	ADP
cana-2114	256	15	test	test	NOUN
cana-2114	256	16	cases	case	NOUN
cana-2114	256	17	within	within	ADP
cana-2114	256	18	the	the	DET
cana-2114	256	19	window	window	NOUN
cana-2114	256	20	,	,	PUNCT
cana-2114	256	21	facilitating	facilitate	VERB
cana-2114	256	22	an	an	DET
cana-2114	256	23	adaptive	adaptive	ADJ
cana-2114	256	24	response	response	NOUN
cana-2114	256	25	to	to	ADP
cana-2114	256	26	changes	change	NOUN
cana-2114	256	27	in	in	ADP
cana-2114	256	28	the	the	DET
cana-2114	256	29	software	software	NOUN
cana-2114	256	30	environment	environment	NOUN
cana-2114	256	31	.	.	PUNCT
cana-2114	257	1	communications	communication	NOUN
cana-2114	257	2	on	on	ADP
cana-2114	257	3	applied	apply	VERB
cana-2114	257	4	nonlinear	nonlinear	ADJ
cana-2114	257	5	analysis	analysis	NOUN
cana-2114	257	6	issn	issn	NOUN
cana-2114	257	7	:	:	PUNCT
cana-2114	257	8	1074	1074	NUM
cana-2114	257	9	-	-	PUNCT
cana-2114	257	10	133x	133x	NUM
cana-2114	257	11	vol	vol	NOUN
cana-2114	257	12	32	32	NUM
cana-2114	257	13	no	no	NOUN
cana-2114	257	14	.	.	PUNCT
cana-2114	258	1	1s	1s	NUM
cana-2114	258	2	(	(	PUNCT
cana-2114	258	3	2025	2025	NUM
cana-2114	258	4	)	)	PUNCT
cana-2114	258	5	130	130	NUM
cana-2114	258	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2114	258	7	the	the	DET
cana-2114	258	8	model	model	NOUN
cana-2114	258	9	starts	start	VERB
cana-2114	258	10	by	by	ADP
cana-2114	258	11	looking	look	VERB
cana-2114	258	12	at	at	ADP
cana-2114	258	13	a	a	DET
cana-2114	258	14	small	small	ADJ
cana-2114	258	15	group	group	NOUN
cana-2114	258	16	of	of	ADP
cana-2114	258	17	test	test	NOUN
cana-2114	258	18	cases	case	NOUN
cana-2114	258	19	,	,	PUNCT
cana-2114	258	20	called	call	VERB
cana-2114	258	21	a	a	DET
cana-2114	258	22	window	window	NOUN
cana-2114	258	23	.	.	PUNCT
cana-2114	259	1	each	each	DET
cana-2114	259	2	test	test	NOUN
cana-2114	259	3	case	case	NOUN
cana-2114	259	4	has	have	VERB
cana-2114	259	5	past	past	ADJ
cana-2114	259	6	information	information	NOUN
cana-2114	259	7	,	,	PUNCT
cana-2114	259	8	like	like	ADP
cana-2114	259	9	how	how	SCONJ
cana-2114	259	10	long	long	ADV
cana-2114	259	11	it	it	PRON
cana-2114	259	12	took	take	VERB
cana-2114	259	13	and	and	CCONJ
cana-2114	259	14	if	if	SCONJ
cana-2114	259	15	it	it	PRON
cana-2114	259	16	found	find	VERB
cana-2114	259	17	any	any	DET
cana-2114	259	18	problems	problem	NOUN
cana-2114	259	19	.	.	PUNCT
cana-2114	260	1	an	an	DET
cana-2114	260	2	action	action	NOUN
cana-2114	260	3	means	mean	VERB
cana-2114	260	4	picking	pick	VERB
cana-2114	260	5	the	the	DET
cana-2114	260	6	best	good	ADJ
cana-2114	260	7	order	order	NOUN
cana-2114	260	8	to	to	PART
cana-2114	260	9	run	run	VERB
cana-2114	260	10	these	these	DET
cana-2114	260	11	test	test	NOUN
cana-2114	260	12	cases	case	NOUN
cana-2114	260	13	.	.	PUNCT
cana-2114	261	1	the	the	DET
cana-2114	261	2	model	model	NOUN
cana-2114	261	3	tries	try	VERB
cana-2114	261	4	different	different	ADJ
cana-2114	261	5	orders	order	NOUN
cana-2114	261	6	to	to	PART
cana-2114	261	7	find	find	VERB
cana-2114	261	8	the	the	DET
cana-2114	261	9	best	good	ADJ
cana-2114	261	10	one	one	NUM
cana-2114	261	11	.	.	PUNCT
cana-2114	262	1	a	a	DET
cana-2114	262	2	reward	reward	NOUN
cana-2114	262	3	is	be	AUX
cana-2114	262	4	given	give	VERB
cana-2114	262	5	based	base	VERB
cana-2114	262	6	on	on	ADP
cana-2114	262	7	how	how	SCONJ
cana-2114	262	8	many	many	ADJ
cana-2114	262	9	problems	problem	NOUN
cana-2114	262	10	the	the	DET
cana-2114	262	11	test	test	NOUN
cana-2114	262	12	cases	case	NOUN
cana-2114	262	13	find	find	VERB
cana-2114	262	14	and	and	CCONJ
cana-2114	262	15	how	how	SCONJ
cana-2114	262	16	quickly	quickly	ADV
cana-2114	262	17	they	they	PRON
cana-2114	262	18	run	run	VERB
cana-2114	262	19	.	.	PUNCT
cana-2114	263	1	higher	high	ADJ
cana-2114	263	2	rewards	reward	NOUN
cana-2114	263	3	mean	mean	VERB
cana-2114	263	4	better	well	ADJ
cana-2114	263	5	results	result	NOUN
cana-2114	263	6	.	.	PUNCT
cana-2114	264	1	after	after	ADP
cana-2114	264	2	running	run	VERB
cana-2114	264	3	the	the	DET
cana-2114	264	4	tests	test	NOUN
cana-2114	264	5	in	in	ADP
cana-2114	264	6	the	the	DET
cana-2114	264	7	chosen	choose	VERB
cana-2114	264	8	order	order	NOUN
cana-2114	264	9	,	,	PUNCT
cana-2114	264	10	the	the	DET
cana-2114	264	11	model	model	NOUN
cana-2114	264	12	updates	update	VERB
cana-2114	264	13	to	to	ADP
cana-2114	264	14	a	a	DET
cana-2114	264	15	new	new	ADJ
cana-2114	264	16	state	state	NOUN
cana-2114	264	17	.	.	PUNCT
cana-2114	265	1	this	this	DET
cana-2114	265	2	new	new	ADJ
cana-2114	265	3	state	state	NOUN
cana-2114	265	4	includes	include	VERB
cana-2114	265	5	the	the	DET
cana-2114	265	6	next	next	ADJ
cana-2114	265	7	group	group	NOUN
cana-2114	265	8	of	of	ADP
cana-2114	265	9	test	test	NOUN
cana-2114	265	10	cases	case	NOUN
cana-2114	265	11	and	and	CCONJ
cana-2114	265	12	their	their	PRON
cana-2114	265	13	results	result	NOUN
cana-2114	265	14	.	.	PUNCT
cana-2114	266	1	the	the	DET
cana-2114	266	2	window	window	NOUN
cana-2114	266	3	then	then	ADV
cana-2114	266	4	moves	move	VERB
cana-2114	266	5	forward	forward	ADV
cana-2114	266	6	to	to	PART
cana-2114	266	7	focus	focus	VERB
cana-2114	266	8	on	on	ADP
cana-2114	266	9	the	the	DET
cana-2114	266	10	next	next	ADJ
cana-2114	266	11	set	set	NOUN
cana-2114	266	12	of	of	ADP
cana-2114	266	13	test	test	NOUN
cana-2114	266	14	cases	case	NOUN
cana-2114	266	15	.	.	PUNCT
cana-2114	267	1	this	this	DET
cana-2114	267	2	way	way	NOUN
cana-2114	267	3	,	,	PUNCT
cana-2114	267	4	the	the	DET
cana-2114	267	5	model	model	NOUN
cana-2114	267	6	always	always	ADV
cana-2114	267	7	works	work	VERB
cana-2114	267	8	with	with	ADP
cana-2114	267	9	the	the	DET
cana-2114	267	10	latest	late	ADJ
cana-2114	267	11	information	information	NOUN
cana-2114	267	12	to	to	PART
cana-2114	267	13	improve	improve	VERB
cana-2114	267	14	its	its	PRON
cana-2114	267	15	decisions	decision	NOUN
cana-2114	267	16	.	.	PUNCT
cana-2114	268	1	let	let	VERB
cana-2114	268	2	𝑇	𝑇	PROPN
cana-2114	268	3	denote	denote	VERB
cana-2114	268	4	the	the	DET
cana-2114	268	5	set	set	NOUN
cana-2114	268	6	of	of	ADP
cana-2114	268	7	all	all	DET
cana-2114	268	8	test	test	NOUN
cana-2114	268	9	cases	case	NOUN
cana-2114	268	10	,	,	PUNCT
cana-2114	268	11	such	such	ADJ
cana-2114	268	12	that	that	SCONJ
cana-2114	268	13	𝑇	𝑇	PROPN
cana-2114	268	14	=	=	PRON
cana-2114	268	15	{	{	PUNCT
cana-2114	268	16	𝑡1	𝑡1	PROPN
cana-2114	268	17	,	,	PUNCT
cana-2114	268	18	𝑡2	𝑡2	PROPN
cana-2114	268	19	,	,	PUNCT
cana-2114	268	20	…	…	PUNCT
cana-2114	268	21	,	,	PUNCT
cana-2114	268	22	𝑡𝑛	𝑡𝑛	ADP
cana-2114	268	23	}	}	PUNCT
cana-2114	268	24	,	,	PUNCT
cana-2114	268	25	where	where	SCONJ
cana-2114	268	26	𝑛	𝑛	PROPN
cana-2114	268	27	is	be	AUX
cana-2114	268	28	the	the	DET
cana-2114	268	29	total	total	ADJ
cana-2114	268	30	number	number	NOUN
cana-2114	268	31	of	of	ADP
cana-2114	268	32	test	test	NOUN
cana-2114	268	33	cases	case	NOUN
cana-2114	268	34	.	.	PUNCT
cana-2114	269	1	define	define	VERB
cana-2114	269	2	a	a	DET
cana-2114	269	3	sliding	slide	VERB
cana-2114	269	4	window	window	NOUN
cana-2114	269	5	of	of	ADP
cana-2114	269	6	size	size	NOUN
cana-2114	269	7	𝑊	𝑊	PROPN
cana-2114	269	8	which	which	PRON
cana-2114	269	9	contains	contain	VERB
cana-2114	269	10	a	a	DET
cana-2114	269	11	subset	subset	NOUN
cana-2114	269	12	of	of	ADP
cana-2114	269	13	test	test	NOUN
cana-2114	269	14	cases	case	NOUN
cana-2114	269	15	from	from	ADP
cana-2114	269	16	𝑇.	𝑇.	PROPN
cana-2114	269	17	at	at	ADP
cana-2114	269	18	any	any	DET
cana-2114	269	19	given	give	VERB
cana-2114	269	20	time	time	NOUN
cana-2114	269	21	𝑡	𝑡	NOUN
cana-2114	269	22	,	,	PUNCT
cana-2114	269	23	the	the	DET
cana-2114	269	24	window	window	NOUN
cana-2114	269	25	𝑊𝑡	𝑊𝑡	PROPN
cana-2114	269	26	⊆	⊆	NUM
cana-2114	269	27	𝑇	𝑇	PROPN
cana-2114	269	28	contains	contain	VERB
cana-2114	269	29	𝑤	𝑤	ADP
cana-2114	269	30	test	test	NOUN
cana-2114	269	31	cases	case	NOUN
cana-2114	269	32	,	,	PUNCT
cana-2114	269	33	where	where	SCONJ
cana-2114	269	34	𝑤	𝑤	ADP
cana-2114	269	35	≤	≤	NUM
cana-2114	269	36	𝑛.	𝑛.	NOUN
cana-2114	269	37	state	state	NOUN
cana-2114	269	38	representation	representation	NOUN
cana-2114	269	39	:	:	PUNCT
cana-2114	269	40	the	the	DET
cana-2114	269	41	state	state	NOUN
cana-2114	269	42	at	at	ADP
cana-2114	269	43	time	time	NOUN
cana-2114	269	44	𝑡	𝑡	PROPN
cana-2114	269	45	,	,	PUNCT
cana-2114	269	46	denoted	denote	VERB
cana-2114	269	47	as	as	ADP
cana-2114	269	48	𝑆𝑡	𝑆𝑡	PROPN
cana-2114	269	49	,	,	PUNCT
cana-2114	269	50	is	be	AUX
cana-2114	269	51	represented	represent	VERB
cana-2114	269	52	by	by	ADP
cana-2114	269	53	the	the	DET
cana-2114	269	54	set	set	NOUN
cana-2114	269	55	of	of	ADP
cana-2114	269	56	test	test	NOUN
cana-2114	269	57	cases	case	NOUN
cana-2114	269	58	within	within	ADP
cana-2114	269	59	the	the	DET
cana-2114	269	60	window	window	NOUN
cana-2114	269	61	𝑊𝑡	𝑊𝑡	PROPN
cana-2114	269	62	and	and	CCONJ
cana-2114	269	63	their	their	PRON
cana-2114	269	64	associated	associated	ADJ
cana-2114	269	65	historical	historical	ADJ
cana-2114	269	66	data	datum	NOUN
cana-2114	269	67	:	:	PUNCT
cana-2114	270	1	𝑆𝑡	𝑆𝑡	PROPN
cana-2114	270	2	=	=	SYM
cana-2114	270	3	{	{	PUNCT
cana-2114	270	4	(	(	PUNCT
cana-2114	270	5	𝑡𝑖	𝑡𝑖	NOUN
cana-2114	270	6	,	,	PUNCT
cana-2114	270	7	ℎ𝑖𝑡)|𝑡𝑖	ℎ𝑖𝑡)|𝑡𝑖	PROPN
cana-2114	270	8	∈	∈	PROPN
cana-2114	270	9	𝑊𝑡	𝑊𝑡	PROPN
cana-2114	270	10	}	}	PUNCT
cana-2114	270	11	where	where	SCONJ
cana-2114	270	12	ℎ𝑖𝑡	ℎ𝑖𝑡	PROPN
cana-2114	270	13	represents	represent	VERB
cana-2114	270	14	the	the	DET
cana-2114	270	15	historical	historical	ADJ
cana-2114	270	16	data	datum	NOUN
cana-2114	270	17	for	for	ADP
cana-2114	270	18	test	test	NOUN
cana-2114	270	19	case	case	NOUN
cana-2114	270	20	𝑡𝑖	𝑡𝑖	NOUN
cana-2114	270	21	up	up	ADP
cana-2114	270	22	to	to	ADP
cana-2114	270	23	time	time	NOUN
cana-2114	270	24	𝑡.	𝑡.	NOUN
cana-2114	270	25	action	action	NOUN
cana-2114	270	26	representation	representation	NOUN
cana-2114	270	27	:	:	PUNCT
cana-2114	270	28	an	an	DET
cana-2114	270	29	action	action	NOUN
cana-2114	270	30	𝐴𝑡	𝐴𝑡	PROPN
cana-2114	270	31	in	in	ADP
cana-2114	270	32	the	the	DET
cana-2114	270	33	context	context	NOUN
cana-2114	270	34	of	of	ADP
cana-2114	270	35	the	the	DET
cana-2114	270	36	sliding	slide	VERB
cana-2114	270	37	window	window	NOUN
cana-2114	270	38	layer	layer	NOUN
cana-2114	270	39	is	be	AUX
cana-2114	270	40	a	a	DET
cana-2114	270	41	possible	possible	ADJ
cana-2114	270	42	reordering	reordering	NOUN
cana-2114	270	43	of	of	ADP
cana-2114	270	44	the	the	DET
cana-2114	270	45	test	test	NOUN
cana-2114	270	46	cases	case	NOUN
cana-2114	270	47	within	within	ADP
cana-2114	270	48	the	the	DET
cana-2114	270	49	window	window	NOUN
cana-2114	270	50	:	:	PUNCT
cana-2114	270	51	𝐴𝑡	𝐴𝑡	PROPN
cana-2114	270	52	=	=	PUNCT
cana-2114	270	53	𝜎(𝑊𝑡	𝜎(𝑊𝑡	NOUN
cana-2114	270	54	)	)	PUNCT
cana-2114	270	55	where	where	SCONJ
cana-2114	270	56	𝜎	𝜎	PROPN
cana-2114	270	57	denotes	denote	VERB
cana-2114	270	58	a	a	DET
cana-2114	270	59	permutation	permutation	NOUN
cana-2114	270	60	function	function	NOUN
cana-2114	270	61	that	that	PRON
cana-2114	270	62	rearranges	rearrange	VERB
cana-2114	270	63	the	the	DET
cana-2114	270	64	test	test	NOUN
cana-2114	270	65	cases	case	NOUN
cana-2114	270	66	in	in	ADP
cana-2114	270	67	𝑊𝑡.	𝑊𝑡.	DET
cana-2114	270	68	reward	reward	NOUN
cana-2114	270	69	function	function	NOUN
cana-2114	270	70	:	:	PUNCT
cana-2114	270	71	the	the	DET
cana-2114	270	72	reward	reward	NOUN
cana-2114	270	73	function	function	NOUN
cana-2114	270	74	𝑅𝑡	𝑅𝑡	PROPN
cana-2114	270	75	evaluates	evaluate	VERB
cana-2114	270	76	the	the	DET
cana-2114	270	77	effectiveness	effectiveness	NOUN
cana-2114	270	78	of	of	ADP
cana-2114	270	79	the	the	DET
cana-2114	270	80	action	action	NOUN
cana-2114	270	81	𝐴𝑡	𝐴𝑡	PROPN
cana-2114	270	82	:	:	PUNCT
cana-2114	270	83	𝑅𝑡	𝑅𝑡	NOUN
cana-2114	270	84	=	=	PUNCT
cana-2114	270	85	∑𝑡𝑖∈𝑊𝑡	∑𝑡𝑖∈𝑊𝑡	PROPN
cana-2114	270	86	(	(	PUNCT
cana-2114	270	87	𝛼𝑓𝑖𝑡	𝛼𝑓𝑖𝑡	NOUN
cana-2114	270	88	−	−	PROPN
cana-2114	270	89	𝛽𝑒𝑖𝑡	𝛽𝑒𝑖𝑡	PROPN
cana-2114	270	90	)	)	PUNCT
cana-2114	270	91	where	where	SCONJ
cana-2114	270	92	𝑓𝑖𝑡	𝑓𝑖𝑡	PROPN
cana-2114	270	93	is	be	AUX
cana-2114	270	94	a	a	DET
cana-2114	270	95	binary	binary	ADJ
cana-2114	270	96	indicator	indicator	NOUN
cana-2114	270	97	of	of	ADP
cana-2114	270	98	fault	fault	NOUN
cana-2114	270	99	detection	detection	NOUN
cana-2114	270	100	for	for	ADP
cana-2114	270	101	test	test	NOUN
cana-2114	270	102	case	case	NOUN
cana-2114	270	103	𝑡𝑖	𝑡𝑖	NOUN
cana-2114	270	104	,	,	PUNCT
cana-2114	270	105	𝑒𝑖𝑡	𝑒𝑖𝑡	PROPN
cana-2114	270	106	is	be	AUX
cana-2114	270	107	the	the	DET
cana-2114	270	108	execution	execution	NOUN
cana-2114	270	109	time	time	NOUN
cana-2114	270	110	for	for	ADP
cana-2114	270	111	test	test	NOUN
cana-2114	270	112	case	case	NOUN
cana-2114	270	113	𝑡𝑖	𝑡𝑖	NOUN
cana-2114	270	114	,	,	PUNCT
cana-2114	270	115	and	and	CCONJ
cana-2114	270	116	𝛼	𝛼	X
cana-2114	270	117	and	and	CCONJ
cana-2114	270	118	𝛽	𝛽	NOUN
cana-2114	270	119	are	be	AUX
cana-2114	270	120	weights	weight	NOUN
cana-2114	270	121	.	.	PUNCT
cana-2114	271	1	state	state	NOUN
cana-2114	271	2	transition	transition	NOUN
cana-2114	271	3	function	function	NOUN
cana-2114	271	4	:	:	PUNCT
cana-2114	271	5	the	the	DET
cana-2114	271	6	state	state	NOUN
cana-2114	271	7	transition	transition	NOUN
cana-2114	271	8	function	function	NOUN
cana-2114	271	9	𝒯	𝒯	PROPN
cana-2114	271	10	describes	describe	VERB
cana-2114	271	11	how	how	SCONJ
cana-2114	271	12	the	the	DET
cana-2114	271	13	state	state	NOUN
cana-2114	271	14	𝑆𝑡	𝑆𝑡	PROPN
cana-2114	271	15	changes	change	NOUN
cana-2114	271	16	to	to	ADP
cana-2114	271	17	𝑆𝑡+1	𝑆𝑡+1	NOUN
cana-2114	271	18	:	:	PUNCT
cana-2114	271	19	𝑆𝑡+1	𝑆𝑡+1	NOUN
cana-2114	271	20	=	=	SYM
cana-2114	271	21	𝒯(𝑆𝑡	𝒯(𝑆𝑡	NOUN
cana-2114	271	22	,	,	PUNCT
cana-2114	271	23	𝐴𝑡	𝐴𝑡	PROPN
cana-2114	271	24	,	,	PUNCT
cana-2114	271	25	𝑅𝑡	𝑅𝑡	PROPN
cana-2114	271	26	)	)	PUNCT
cana-2114	271	27	window	window	NOUN
cana-2114	271	28	update	update	NOUN
cana-2114	271	29	mechanism	mechanism	NOUN
cana-2114	271	30	:	:	PUNCT
cana-2114	271	31	the	the	DET
cana-2114	271	32	window	window	NOUN
cana-2114	271	33	update	update	NOUN
cana-2114	271	34	mechanism	mechanism	NOUN
cana-2114	271	35	determines	determine	VERB
cana-2114	271	36	the	the	DET
cana-2114	271	37	shift	shift	NOUN
cana-2114	271	38	in	in	ADP
cana-2114	271	39	the	the	DET
cana-2114	271	40	window	window	NOUN
cana-2114	271	41	:	:	PUNCT
cana-2114	271	42	𝑊𝑡+1	𝑊𝑡+1	NOUN
cana-2114	271	43	=	=	SYM
cana-2114	271	44	shift(𝑊𝑡,δ	shift(𝑊𝑡,δ	NOUN
cana-2114	271	45	)	)	PUNCT
cana-2114	271	46	where	where	SCONJ
cana-2114	271	47	δ	δ	PROPN
cana-2114	271	48	is	be	AUX
cana-2114	271	49	the	the	DET
cana-2114	271	50	number	number	NOUN
cana-2114	271	51	of	of	ADP
cana-2114	271	52	positions	position	NOUN
cana-2114	271	53	the	the	DET
cana-2114	271	54	window	window	NOUN
cana-2114	271	55	moves	move	VERB
cana-2114	271	56	forward	forward	ADV
cana-2114	271	57	.	.	PUNCT
cana-2114	272	1	the	the	DET
cana-2114	272	2	overall	overall	ADJ
cana-2114	272	3	process	process	NOUN
cana-2114	272	4	can	can	AUX
cana-2114	272	5	be	be	AUX
cana-2114	272	6	summarized	summarize	VERB
cana-2114	272	7	in	in	ADP
cana-2114	272	8	the	the	DET
cana-2114	272	9	following	follow	VERB
cana-2114	272	10	algorithmic	algorithmic	ADJ
cana-2114	272	11	steps	step	NOUN
cana-2114	272	12	:	:	PUNCT
cana-2114	272	13	algorithm	algorithm	NOUN
cana-2114	272	14	3	3	NUM
cana-2114	272	15	:	:	PUNCT
cana-2114	272	16	sliding	slide	VERB
cana-2114	272	17	window	window	NOUN
cana-2114	272	18	layer	layer	NOUN
cana-2114	272	19	for	for	ADP
cana-2114	272	20	test	test	NOUN
cana-2114	272	21	case	case	NOUN
cana-2114	272	22	prioritization	prioritization	NOUN
cana-2114	272	23	1	1	NUM
cana-2114	272	24	.	.	NOUN
cana-2114	272	25	initialize	initialize	VERB
cana-2114	272	26	test	test	NOUN
cana-2114	272	27	case	case	NOUN
cana-2114	272	28	set	set	VERB
cana-2114	272	29	𝑇	𝑇	PROPN
cana-2114	272	30	=	=	SYM
cana-2114	272	31	{	{	PUNCT
cana-2114	272	32	𝑡1	𝑡1	PROPN
cana-2114	272	33	,	,	PUNCT
cana-2114	272	34	𝑡2	𝑡2	PROPN
cana-2114	272	35	,	,	PUNCT
cana-2114	272	36	…	…	PUNCT
cana-2114	272	37	,	,	PUNCT
cana-2114	272	38	𝑡𝑛	𝑡𝑛	NOUN
cana-2114	272	39	}	}	SYM
cana-2114	272	40	2	2	NUM
cana-2114	272	41	.	.	PUNCT
cana-2114	272	42	initialize	initialize	NOUN
cana-2114	272	43	window	window	NOUN
cana-2114	272	44	size	size	NOUN
cana-2114	272	45	𝑊	𝑊	PROPN
cana-2114	272	46	3	3	NUM
cana-2114	272	47	.	.	PUNCT
cana-2114	272	48	initialize	initialize	NOUN
cana-2114	272	49	step	step	NOUN
cana-2114	272	50	size	size	NOUN
cana-2114	272	51	δ	δ	PROPN
cana-2114	272	52	4	4	NUM
cana-2114	272	53	.	.	X
cana-2114	272	54	initialize	initialize	VERB
cana-2114	272	55	historical	historical	ADJ
cana-2114	272	56	data	datum	NOUN
cana-2114	272	57	ℎ𝑖𝑡	ℎ𝑖𝑡	PROPN
cana-2114	272	58	for	for	ADP
cana-2114	272	59	each	each	DET
cana-2114	272	60	𝑡𝑖	𝑡𝑖	PRON
cana-2114	272	61	∈	∈	PROPN
cana-2114	272	62	𝑇	𝑇	PROPN
cana-2114	272	63	5	5	NUM
cana-2114	272	64	.	.	PUNCT
cana-2114	273	1	for	for	ADP
cana-2114	273	2	each	each	DET
cana-2114	273	3	time	time	NOUN
cana-2114	273	4	step	step	NOUN
cana-2114	273	5	𝑡	𝑡	PROPN
cana-2114	273	6	do	do	VERB
cana-2114	273	7	6	6	NUM
cana-2114	273	8	.	.	PUNCT
cana-2114	274	1	𝑆𝑡	𝑆𝑡	ADP
cana-2114	274	2	←	←	PROPN
cana-2114	274	3	{	{	PUNCT
cana-2114	274	4	(	(	PUNCT
cana-2114	274	5	𝑡𝑖	𝑡𝑖	NOUN
cana-2114	274	6	,	,	PUNCT
cana-2114	274	7	ℎ𝑖𝑡)|𝑡𝑖	ℎ𝑖𝑡)|𝑡𝑖	PROPN
cana-2114	274	8	∈	∈	PROPN
cana-2114	274	9	𝑊𝑡	𝑊𝑡	PROPN
cana-2114	274	10	}	}	PUNCT
cana-2114	274	11	7	7	NUM
cana-2114	274	12	.	.	PUNCT
cana-2114	275	1	𝐴𝑡	𝐴𝑡	AUX
cana-2114	275	2	←	←	PROPN
cana-2114	275	3	𝜎(𝑊𝑡	𝜎(𝑊𝑡	NOUN
cana-2114	275	4	)	)	PUNCT
cana-2114	275	5	determine	determine	VERB
cana-2114	275	6	the	the	DET
cana-2114	275	7	order	order	NOUN
cana-2114	275	8	of	of	ADP
cana-2114	275	9	test	test	NOUN
cana-2114	275	10	cases	case	NOUN
cana-2114	275	11	8	8	NUM
cana-2114	275	12	.	.	PUNCT
cana-2114	275	13	execute	execute	VERB
cana-2114	275	14	test	test	NOUN
cana-2114	275	15	cases	case	NOUN
cana-2114	275	16	in	in	ADP
cana-2114	275	17	order	order	NOUN
cana-2114	276	1	𝐴𝑡	𝐴𝑡	PROPN
cana-2114	276	2	9	9	NUM
cana-2114	276	3	.	.	PUNCT
cana-2114	276	4	collect	collect	VERB
cana-2114	276	5	execution	execution	NOUN
cana-2114	276	6	time	time	NOUN
cana-2114	276	7	𝑒𝑖𝑡	𝑒𝑖𝑡	PROPN
cana-2114	276	8	and	and	CCONJ
cana-2114	276	9	fault	fault	VERB
cana-2114	276	10	detection	detection	NOUN
cana-2114	276	11	𝑓𝑖𝑡	𝑓𝑖𝑡	PROPN
cana-2114	276	12	10	10	NUM
cana-2114	276	13	.	.	PUNCT
cana-2114	277	1	𝑅𝑡	𝑅𝑡	PROPN
cana-2114	277	2	←	←	PROPN
cana-2114	277	3	∑𝑡𝑖∈𝑊𝑡	∑𝑡𝑖∈𝑊𝑡	PROPN
cana-2114	277	4	(	(	PUNCT
cana-2114	277	5	𝛼𝑓𝑖𝑡	𝛼𝑓𝑖𝑡	NOUN
cana-2114	277	6	−	−	PROPN
cana-2114	277	7	𝛽𝑒𝑖𝑡	𝛽𝑒𝑖𝑡	PROPN
cana-2114	277	8	)	)	PUNCT
cana-2114	277	9	communications	communication	NOUN
cana-2114	277	10	on	on	ADP
cana-2114	277	11	applied	apply	VERB
cana-2114	277	12	nonlinear	nonlinear	ADJ
cana-2114	277	13	analysis	analysis	NOUN
cana-2114	277	14	issn	issn	NOUN
cana-2114	277	15	:	:	PUNCT
cana-2114	277	16	1074	1074	NUM
cana-2114	277	17	-	-	PUNCT
cana-2114	277	18	133x	133x	NUM
cana-2114	277	19	vol	vol	NOUN
cana-2114	277	20	32	32	NUM
cana-2114	277	21	no	no	NOUN
cana-2114	277	22	.	.	PUNCT
cana-2114	278	1	1s	1s	NUM
cana-2114	278	2	(	(	PUNCT
cana-2114	278	3	2025	2025	NUM
cana-2114	278	4	)	)	PUNCT
cana-2114	278	5	131	131	NUM
cana-2114	278	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2114	278	7	11	11	NUM
cana-2114	278	8	.	.	PUNCT
cana-2114	279	1	update	update	VERB
cana-2114	279	2	historical	historical	ADJ
cana-2114	279	3	data	datum	NOUN
cana-2114	279	4	ℎ𝑖𝑡	ℎ𝑖𝑡	PROPN
cana-2114	279	5	12	12	NUM
cana-2114	279	6	.	.	PUNCT
cana-2114	280	1	𝑆𝑡+1	𝑆𝑡+1	PROPN
cana-2114	280	2	←	←	PROPN
cana-2114	280	3	𝒯(𝑆𝑡	𝒯(𝑆𝑡	PROPN
cana-2114	280	4	,	,	PUNCT
cana-2114	280	5	𝐴𝑡	𝐴𝑡	PROPN
cana-2114	280	6	,	,	PUNCT
cana-2114	280	7	𝑅𝑡	𝑅𝑡	PROPN
cana-2114	280	8	)	)	PUNCT
cana-2114	280	9	13	13	NUM
cana-2114	280	10	.	.	PUNCT
cana-2114	281	1	𝑊𝑡+1	𝑊𝑡+1	NOUN
cana-2114	281	2	←	←	PROPN
cana-2114	281	3	shift(𝑊𝑡,δ	shift(𝑊𝑡,δ	NOUN
cana-2114	281	4	)	)	PUNCT
cana-2114	281	5	14	14	NUM
cana-2114	281	6	.	.	PUNCT
cana-2114	281	7	end	end	VERB
cana-2114	281	8	for	for	ADP
cana-2114	281	9	3.4	3.4	NUM
cana-2114	281	10	anomaly	anomaly	NOUN
cana-2114	281	11	detection	detection	NOUN
cana-2114	281	12	layer	layer	NOUN
cana-2114	281	13	the	the	DET
cana-2114	281	14	anomaly	anomaly	NOUN
cana-2114	281	15	detection	detection	NOUN
cana-2114	281	16	layer	layer	NOUN
cana-2114	281	17	functions	function	NOUN
cana-2114	281	18	as	as	ADP
cana-2114	281	19	a	a	DET
cana-2114	281	20	vigilant	vigilant	ADJ
cana-2114	281	21	monitor	monitor	NOUN
cana-2114	281	22	,	,	PUNCT
cana-2114	281	23	continuously	continuously	ADV
cana-2114	281	24	scrutinizing	scrutinize	VERB
cana-2114	281	25	the	the	DET
cana-2114	281	26	test	test	NOUN
cana-2114	281	27	results	result	NOUN
cana-2114	281	28	for	for	ADP
cana-2114	281	29	any	any	DET
cana-2114	281	30	irregular	irregular	ADJ
cana-2114	281	31	patterns	pattern	NOUN
cana-2114	281	32	or	or	CCONJ
cana-2114	281	33	significant	significant	ADJ
cana-2114	281	34	deviations	deviation	NOUN
cana-2114	281	35	.	.	PUNCT
cana-2114	282	1	this	this	DET
cana-2114	282	2	layer	layer	NOUN
cana-2114	282	3	is	be	AUX
cana-2114	282	4	embodied	embody	VERB
cana-2114	282	5	by	by	ADP
cana-2114	282	6	the	the	DET
cana-2114	282	7	anomaly	anomaly	NOUN
cana-2114	282	8	detector	detector	NOUN
cana-2114	282	9	,	,	PUNCT
cana-2114	282	10	which	which	PRON
cana-2114	282	11	is	be	AUX
cana-2114	282	12	designed	design	VERB
cana-2114	282	13	to	to	PART
cana-2114	282	14	identify	identify	VERB
cana-2114	282	15	unusual	unusual	ADJ
cana-2114	282	16	occurrences	occurrence	NOUN
cana-2114	282	17	,	,	PUNCT
cana-2114	282	18	such	such	ADJ
cana-2114	282	19	as	as	ADP
cana-2114	282	20	a	a	DET
cana-2114	282	21	sudden	sudden	ADJ
cana-2114	282	22	surge	surge	NOUN
cana-2114	282	23	in	in	ADP
cana-2114	282	24	test	test	NOUN
cana-2114	282	25	failures	failure	NOUN
cana-2114	282	26	or	or	CCONJ
cana-2114	282	27	a	a	DET
cana-2114	282	28	notable	notable	ADJ
cana-2114	282	29	increase	increase	NOUN
cana-2114	282	30	in	in	ADP
cana-2114	282	31	test	test	NOUN
cana-2114	282	32	execution	execution	NOUN
cana-2114	282	33	times	time	NOUN
cana-2114	282	34	.	.	PUNCT
cana-2114	283	1	upon	upon	SCONJ
cana-2114	283	2	detecting	detect	VERB
cana-2114	283	3	such	such	ADJ
cana-2114	283	4	anomalies	anomaly	NOUN
cana-2114	283	5	,	,	PUNCT
cana-2114	283	6	the	the	DET
cana-2114	283	7	anomaly	anomaly	NOUN
cana-2114	283	8	detector	detector	NOUN
cana-2114	283	9	can	can	AUX
cana-2114	283	10	initiate	initiate	VERB
cana-2114	283	11	a	a	DET
cana-2114	283	12	retraining	retraining	ADJ
cana-2114	283	13	process	process	NOUN
cana-2114	283	14	for	for	ADP
cana-2114	283	15	the	the	DET
cana-2114	283	16	rl	rl	NOUN
cana-2114	283	17	agent	agent	NOUN
cana-2114	283	18	,	,	PUNCT
cana-2114	283	19	ensuring	ensure	VERB
cana-2114	283	20	that	that	SCONJ
cana-2114	283	21	the	the	DET
cana-2114	283	22	agent	agent	NOUN
cana-2114	283	23	remains	remain	VERB
cana-2114	283	24	accurate	accurate	ADJ
cana-2114	283	25	and	and	CCONJ
cana-2114	283	26	dependable	dependable	ADJ
cana-2114	283	27	even	even	ADV
cana-2114	283	28	in	in	ADP
cana-2114	283	29	the	the	DET
cana-2114	283	30	face	face	NOUN
cana-2114	283	31	of	of	ADP
cana-2114	283	32	substantial	substantial	ADJ
cana-2114	283	33	changes	change	NOUN
cana-2114	283	34	in	in	ADP
cana-2114	283	35	the	the	DET
cana-2114	283	36	software	software	NOUN
cana-2114	283	37	or	or	CCONJ
cana-2114	283	38	testing	testing	NOUN
cana-2114	283	39	conditions	condition	NOUN
cana-2114	283	40	.	.	PUNCT
cana-2114	284	1	the	the	DET
cana-2114	284	2	process	process	NOUN
cana-2114	284	3	begins	begin	VERB
cana-2114	284	4	with	with	ADP
cana-2114	284	5	collecting	collect	VERB
cana-2114	284	6	data	datum	NOUN
cana-2114	284	7	from	from	ADP
cana-2114	284	8	many	many	ADJ
cana-2114	284	9	test	test	NOUN
cana-2114	284	10	runs	run	NOUN
cana-2114	284	11	,	,	PUNCT
cana-2114	284	12	noting	note	VERB
cana-2114	284	13	how	how	SCONJ
cana-2114	284	14	long	long	ADV
cana-2114	284	15	each	each	DET
cana-2114	284	16	test	test	NOUN
cana-2114	284	17	takes	take	VERB
cana-2114	284	18	and	and	CCONJ
cana-2114	284	19	if	if	SCONJ
cana-2114	284	20	it	it	PRON
cana-2114	284	21	finds	find	VERB
cana-2114	284	22	any	any	DET
cana-2114	284	23	problems	problem	NOUN
cana-2114	284	24	.	.	PUNCT
cana-2114	285	1	this	this	DET
cana-2114	285	2	data	data	NOUN
cana-2114	285	3	is	be	AUX
cana-2114	285	4	stored	store	VERB
cana-2114	285	5	in	in	ADP
cana-2114	285	6	two	two	NUM
cana-2114	285	7	tables	table	NOUN
cana-2114	285	8	:	:	PUNCT
cana-2114	285	9	one	one	NUM
cana-2114	285	10	for	for	ADP
cana-2114	285	11	the	the	DET
cana-2114	285	12	times	time	NOUN
cana-2114	285	13	and	and	CCONJ
cana-2114	285	14	one	one	NUM
cana-2114	285	15	for	for	ADP
cana-2114	285	16	the	the	DET
cana-2114	285	17	fault	fault	NOUN
cana-2114	285	18	results	result	NOUN
cana-2114	285	19	.	.	PUNCT
cana-2114	286	1	next	next	ADV
cana-2114	286	2	,	,	PUNCT
cana-2114	286	3	the	the	DET
cana-2114	286	4	system	system	NOUN
cana-2114	286	5	calculates	calculate	VERB
cana-2114	286	6	average	average	ADJ
cana-2114	286	7	times	time	NOUN
cana-2114	286	8	and	and	CCONJ
cana-2114	286	9	fault	fault	VERB
cana-2114	286	10	rates	rate	NOUN
cana-2114	286	11	for	for	ADP
cana-2114	286	12	each	each	DET
cana-2114	286	13	test	test	NOUN
cana-2114	286	14	to	to	PART
cana-2114	286	15	know	know	VERB
cana-2114	286	16	what	what	PRON
cana-2114	286	17	is	be	AUX
cana-2114	286	18	normal	normal	ADJ
cana-2114	286	19	.	.	PUNCT
cana-2114	287	1	when	when	SCONJ
cana-2114	287	2	a	a	DET
cana-2114	287	3	new	new	ADJ
cana-2114	287	4	test	test	NOUN
cana-2114	287	5	run	run	NOUN
cana-2114	287	6	happens	happen	VERB
cana-2114	287	7	,	,	PUNCT
cana-2114	287	8	it	it	PRON
cana-2114	287	9	compares	compare	VERB
cana-2114	287	10	the	the	DET
cana-2114	287	11	new	new	ADJ
cana-2114	287	12	data	datum	NOUN
cana-2114	287	13	to	to	ADP
cana-2114	287	14	these	these	DET
cana-2114	287	15	averages	average	NOUN
cana-2114	287	16	to	to	PART
cana-2114	287	17	see	see	VERB
cana-2114	287	18	if	if	SCONJ
cana-2114	287	19	anything	anything	PRON
cana-2114	287	20	is	be	AUX
cana-2114	287	21	unusual	unusual	ADJ
cana-2114	287	22	.	.	PUNCT
cana-2114	288	1	if	if	SCONJ
cana-2114	288	2	a	a	DET
cana-2114	288	3	test	test	NOUN
cana-2114	288	4	's	's	PART
cana-2114	288	5	results	result	NOUN
cana-2114	288	6	are	be	AUX
cana-2114	288	7	much	much	ADV
cana-2114	288	8	different	different	ADJ
cana-2114	288	9	from	from	ADP
cana-2114	288	10	the	the	DET
cana-2114	288	11	averages	average	NOUN
cana-2114	288	12	,	,	PUNCT
cana-2114	288	13	it	it	PRON
cana-2114	288	14	gets	get	AUX
cana-2114	288	15	flagged	flag	VERB
cana-2114	288	16	as	as	ADP
cana-2114	288	17	unusual	unusual	ADJ
cana-2114	288	18	.	.	PUNCT
cana-2114	289	1	the	the	DET
cana-2114	289	2	system	system	NOUN
cana-2114	289	3	also	also	ADV
cana-2114	289	4	calculates	calculate	VERB
cana-2114	289	5	an	an	DET
cana-2114	289	6	overall	overall	ADJ
cana-2114	289	7	score	score	NOUN
cana-2114	289	8	for	for	SCONJ
cana-2114	289	9	the	the	DET
cana-2114	289	10	whole	whole	ADJ
cana-2114	289	11	test	test	NOUN
cana-2114	289	12	run	run	VERB
cana-2114	289	13	to	to	PART
cana-2114	289	14	see	see	VERB
cana-2114	289	15	if	if	SCONJ
cana-2114	289	16	it	it	PRON
cana-2114	289	17	is	be	AUX
cana-2114	289	18	significantly	significantly	ADV
cana-2114	289	19	different	different	ADJ
cana-2114	289	20	from	from	ADP
cana-2114	289	21	normal	normal	ADJ
cana-2114	289	22	.	.	PUNCT
cana-2114	290	1	if	if	SCONJ
cana-2114	290	2	this	this	DET
cana-2114	290	3	overall	overall	ADJ
cana-2114	290	4	score	score	NOUN
cana-2114	290	5	is	be	AUX
cana-2114	290	6	too	too	ADV
cana-2114	290	7	high	high	ADJ
cana-2114	290	8	,	,	PUNCT
cana-2114	290	9	the	the	DET
cana-2114	290	10	system	system	NOUN
cana-2114	290	11	triggers	trigger	VERB
cana-2114	290	12	a	a	DET
cana-2114	290	13	retraining	retrain	VERB
cana-2114	290	14	process	process	NOUN
cana-2114	290	15	to	to	PART
cana-2114	290	16	update	update	VERB
cana-2114	290	17	its	its	PRON
cana-2114	290	18	model	model	NOUN
cana-2114	290	19	,	,	PUNCT
cana-2114	290	20	making	make	VERB
cana-2114	290	21	sure	sure	ADJ
cana-2114	290	22	it	it	PRON
cana-2114	290	23	stays	stay	VERB
cana-2114	290	24	accurate	accurate	ADJ
cana-2114	290	25	and	and	CCONJ
cana-2114	290	26	reliable	reliable	ADJ
cana-2114	290	27	.	.	PUNCT
cana-2114	291	1	this	this	DET
cana-2114	291	2	way	way	NOUN
cana-2114	291	3	,	,	PUNCT
cana-2114	291	4	the	the	DET
cana-2114	291	5	system	system	NOUN
cana-2114	291	6	continuously	continuously	ADV
cana-2114	291	7	checks	check	VERB
cana-2114	291	8	and	and	CCONJ
cana-2114	291	9	adapts	adapt	VERB
cana-2114	291	10	to	to	ADP
cana-2114	291	11	any	any	DET
cana-2114	291	12	changes	change	NOUN
cana-2114	291	13	in	in	ADP
cana-2114	291	14	test	test	NOUN
cana-2114	291	15	results	result	NOUN
cana-2114	291	16	.	.	PUNCT
cana-2114	292	1	algorithm	algorithm	NOUN
cana-2114	292	2	4	4	NUM
cana-2114	292	3	:	:	PUNCT
cana-2114	292	4	anomaly	anomaly	NOUN
cana-2114	292	5	detection	detection	NOUN
cana-2114	292	6	layer	layer	NOUN
cana-2114	292	7	1	1	NUM
cana-2114	292	8	.	.	PUNCT
cana-2114	292	9	input	input	NOUN
cana-2114	292	10	:	:	PUNCT
cana-2114	293	1	set	set	NOUN
cana-2114	293	2	of	of	ADP
cana-2114	293	3	test	test	NOUN
cana-2114	293	4	cases	case	NOUN
cana-2114	293	5	𝑇	𝑇	PROPN
cana-2114	293	6	=	=	SYM
cana-2114	293	7	{	{	PUNCT
cana-2114	293	8	𝑡1	𝑡1	PROPN
cana-2114	293	9	,	,	PUNCT
cana-2114	293	10	𝑡2	𝑡2	PROPN
cana-2114	293	11	,	,	PUNCT
cana-2114	293	12	…	…	PUNCT
cana-2114	293	13	,	,	PUNCT
cana-2114	293	14	𝑡𝑛	𝑡𝑛	PROPN
cana-2114	293	15	}	}	SYM
cana-2114	293	16	2	2	NUM
cana-2114	293	17	.	.	PUNCT
cana-2114	293	18	input	input	NOUN
cana-2114	293	19	:	:	PUNCT
cana-2114	293	20	set	set	NOUN
cana-2114	293	21	of	of	ADP
cana-2114	293	22	test	test	NOUN
cana-2114	293	23	runs	run	VERB
cana-2114	293	24	𝑅	𝑅	PROPN
cana-2114	293	25	=	=	SYM
cana-2114	293	26	{	{	PUNCT
cana-2114	293	27	𝑟1	𝑟1	NOUN
cana-2114	293	28	,	,	PUNCT
cana-2114	293	29	𝑟2	𝑟2	NOUN
cana-2114	293	30	,	,	PUNCT
cana-2114	293	31	…	…	PUNCT
cana-2114	293	32	,	,	PUNCT
cana-2114	293	33	𝑟𝑚	𝑟𝑚	ADP
cana-2114	293	34	}	}	SYM
cana-2114	293	35	3	3	NUM
cana-2114	293	36	.	.	X
cana-2114	294	1	output	output	NOUN
cana-2114	294	2	:	:	PUNCT
cana-2114	294	3	composite	composite	ADJ
cana-2114	294	4	anomaly	anomaly	NOUN
cana-2114	294	5	score	score	NOUN
cana-2114	295	1	𝐴𝑘	𝐴𝑘	PROPN
cana-2114	295	2	4	4	X
cana-2114	295	3	.	.	X
cana-2114	295	4	initialize	initialize	NOUN
cana-2114	295	5	:	:	PUNCT
cana-2114	295	6	execution	execution	NOUN
cana-2114	295	7	time	time	NOUN
cana-2114	295	8	matrix	matrix	NOUN
cana-2114	295	9	𝐸	𝐸	NOUN
cana-2114	295	10	∈	∈	PROPN
cana-2114	295	11	ℝ𝑚×𝑛	ℝ𝑚×𝑛	NOUN
cana-2114	295	12	5	5	NUM
cana-2114	295	13	.	.	PUNCT
cana-2114	295	14	initialize	initialize	NOUN
cana-2114	295	15	:	:	PUNCT
cana-2114	295	16	fault	fault	VERB
cana-2114	295	17	detection	detection	NOUN
cana-2114	295	18	matrix	matrix	NOUN
cana-2114	295	19	𝐹	𝐹	PROPN
cana-2114	295	20	∈	∈	PROPN
cana-2114	295	21	ℝ𝑚×𝑛	ℝ𝑚×𝑛	NOUN
cana-2114	295	22	6	6	NUM
cana-2114	295	23	.	.	PUNCT
cana-2114	295	24	calculate	calculate	NOUN
cana-2114	295	25	mean	mean	NOUN
cana-2114	295	26	execution	execution	NOUN
cana-2114	295	27	time	time	NOUN
cana-2114	295	28	𝜇𝑒(𝑗	𝜇𝑒(𝑗	NOUN
cana-2114	295	29	)	)	PUNCT
cana-2114	295	30	for	for	ADP
cana-2114	295	31	each	each	DET
cana-2114	295	32	test	test	NOUN
cana-2114	295	33	case	case	NOUN
cana-2114	295	34	𝑡𝑗	𝑡𝑗	ADP
cana-2114	295	35	i.𝜇𝑒(𝑗	i.𝜇𝑒(𝑗	PROPN
cana-2114	295	36	)	)	PUNCT
cana-2114	295	37	=	=	SYM
cana-2114	295	38	1	1	NUM
cana-2114	295	39	𝑚	𝑚	PROPN
cana-2114	295	40	∑𝑚	∑𝑚	PUNCT
cana-2114	295	41	𝑖=1	𝑖=1	PROPN
cana-2114	295	42	𝑒𝑖𝑗	𝑒𝑖𝑗	PROPN
cana-2114	295	43	7	7	NUM
cana-2114	295	44	.	.	NOUN
cana-2114	295	45	calculate	calculate	VERB
cana-2114	295	46	standard	standard	ADJ
cana-2114	295	47	deviation	deviation	NOUN
cana-2114	295	48	of	of	ADP
cana-2114	295	49	execution	execution	NOUN
cana-2114	295	50	time	time	NOUN
cana-2114	295	51	𝜎𝑒(𝑗	𝜎𝑒(𝑗	NOUN
cana-2114	295	52	)	)	PUNCT
cana-2114	295	53	for	for	ADP
cana-2114	295	54	each	each	DET
cana-2114	295	55	test	test	NOUN
cana-2114	295	56	case	case	NOUN
cana-2114	295	57	𝑡𝑗	𝑡𝑗	ADJ
cana-2114	295	58	a.	a.	NOUN
cana-2114	295	59	𝜎𝑒(𝑗	𝜎𝑒(𝑗	NOUN
cana-2114	295	60	)	)	PUNCT
cana-2114	295	61	=	=	SYM
cana-2114	296	1	√	√	ADP
cana-2114	296	2	1	1	NUM
cana-2114	296	3	𝑚	𝑚	PROPN
cana-2114	296	4	∑𝑚	∑𝑚	PROPN
cana-2114	296	5	𝑖=1	𝑖=1	PROPN
cana-2114	296	6	(	(	PUNCT
cana-2114	296	7	𝑒𝑖𝑗	𝑒𝑖𝑗	NOUN
cana-2114	296	8	−	−	PROPN
cana-2114	296	9	𝜇𝑒(𝑗))2	𝜇𝑒(𝑗))2	NOUN
cana-2114	296	10	8	8	NUM
cana-2114	296	11	.	.	PUNCT
cana-2114	296	12	calculate	calculate	NOUN
cana-2114	296	13	mean	mean	NOUN
cana-2114	296	14	fault	fault	NOUN
cana-2114	296	15	detection	detection	NOUN
cana-2114	296	16	rate	rate	NOUN
cana-2114	296	17	𝜇𝑓(𝑗	𝜇𝑓(𝑗	NOUN
cana-2114	296	18	)	)	PUNCT
cana-2114	296	19	for	for	ADP
cana-2114	296	20	each	each	DET
cana-2114	296	21	test	test	NOUN
cana-2114	296	22	case	case	NOUN
cana-2114	296	23	𝑡𝑗	𝑡𝑗	PUNCT
cana-2114	296	24	i.𝜇𝑓(𝑗	i.𝜇𝑓(𝑗	ADV
cana-2114	296	25	)	)	PUNCT
cana-2114	296	26	=	=	SYM
cana-2114	297	1	1	1	NUM
cana-2114	297	2	𝑚	𝑚	X
cana-2114	297	3	∑𝑚	∑𝑚	PUNCT
cana-2114	297	4	𝑖=1	𝑖=1	PROPN
cana-2114	297	5	𝑓𝑖𝑗	𝑓𝑖𝑗	ADJ
cana-2114	297	6	9	9	NUM
cana-2114	297	7	.	.	NOUN
cana-2114	297	8	calculate	calculate	NOUN
cana-2114	297	9	standard	standard	ADJ
cana-2114	297	10	deviation	deviation	NOUN
cana-2114	297	11	of	of	ADP
cana-2114	297	12	fault	fault	NOUN
cana-2114	297	13	detection	detection	NOUN
cana-2114	297	14	rate	rate	NOUN
cana-2114	297	15	𝜎𝑓(𝑗	𝜎𝑓(𝑗	NUM
cana-2114	297	16	)	)	PUNCT
cana-2114	297	17	for	for	ADP
cana-2114	297	18	each	each	DET
cana-2114	297	19	test	test	NOUN
cana-2114	297	20	case	case	NOUN
cana-2114	297	21	𝑡𝑗	𝑡𝑗	ADJ
cana-2114	297	22	a.	a.	NOUN
cana-2114	297	23	𝜎𝑓(𝑗	𝜎𝑓(𝑗	PUNCT
cana-2114	297	24	)	)	PUNCT
cana-2114	298	1	=	=	SYM
cana-2114	299	1	√	√	ADV
cana-2114	299	2	1	1	NUM
cana-2114	299	3	𝑚	𝑚	PROPN
cana-2114	299	4	∑𝑚	∑𝑚	PROPN
cana-2114	299	5	𝑖=1	𝑖=1	PROPN
cana-2114	299	6	(	(	PUNCT
cana-2114	299	7	𝑓𝑖𝑗	𝑓𝑖𝑗	ADJ
cana-2114	299	8	−	−	PROPN
cana-2114	299	9	𝜇𝑓(𝑗))2	𝜇𝑓(𝑗))2	NOUN
cana-2114	299	10	10	10	NUM
cana-2114	299	11	.	.	PUNCT
cana-2114	300	1	for	for	ADP
cana-2114	300	2	new	new	ADJ
cana-2114	300	3	test	test	NOUN
cana-2114	300	4	run	run	VERB
cana-2114	300	5	𝑟𝑘	𝑟𝑘	ADP
cana-2114	300	6	,	,	PUNCT
cana-2114	300	7	compute	compute	PROPN
cana-2114	300	8	anomaly	anomaly	NOUN
cana-2114	300	9	scores	score	NOUN
cana-2114	300	10	for	for	ADP
cana-2114	300	11	execution	execution	NOUN
cana-2114	300	12	time	time	NOUN
cana-2114	300	13	and	and	CCONJ
cana-2114	300	14	fault	fault	VERB
cana-2114	300	15	detection	detection	NOUN
cana-2114	300	16	i.𝑎𝑒𝑘(𝑗	i.𝑎𝑒𝑘(𝑗	NOUN
cana-2114	300	17	)	)	PUNCT
cana-2114	300	18	=	=	SYM
cana-2114	300	19	𝑒𝑘𝑗−𝜇𝑒(𝑗	𝑒𝑘𝑗−𝜇𝑒(𝑗	NOUN
cana-2114	300	20	)	)	PUNCT
cana-2114	300	21	𝜎𝑒(𝑗	𝜎𝑒(𝑗	NOUN
cana-2114	300	22	)	)	PUNCT
cana-2114	300	23	ii.𝑎𝑓𝑘(𝑗	ii.𝑎𝑓𝑘(𝑗	ADJ
cana-2114	300	24	)	)	PUNCT
cana-2114	300	25	=	=	SYM
cana-2114	300	26	𝑓𝑘𝑗−𝜇𝑓(𝑗	𝑓𝑘𝑗−𝜇𝑓(𝑗	PROPN
cana-2114	300	27	)	)	PUNCT
cana-2114	300	28	𝜎𝑓(𝑗	𝜎𝑓(𝑗	NUM
cana-2114	300	29	)	)	PUNCT
cana-2114	300	30	11	11	NUM
cana-2114	300	31	.	.	PUNCT
cana-2114	301	1	define	define	VERB
cana-2114	301	2	thresholds	threshold	NOUN
cana-2114	301	3	𝜃𝑒	𝜃𝑒	NOUN
cana-2114	301	4	and	and	CCONJ
cana-2114	301	5	𝜃𝑓	𝜃𝑓	X
cana-2114	301	6	for	for	ADP
cana-2114	301	7	detecting	detect	VERB
cana-2114	301	8	anomalies	anomaly	NOUN
cana-2114	301	9	12	12	NUM
cana-2114	301	10	.	.	PUNCT
cana-2114	302	1	determine	determine	VERB
cana-2114	302	2	if	if	SCONJ
cana-2114	302	3	test	test	NOUN
cana-2114	302	4	case	case	NOUN
cana-2114	302	5	𝑡𝑗	𝑡𝑗	PROPN
cana-2114	302	6	in	in	ADP
cana-2114	302	7	run	run	NOUN
cana-2114	302	8	𝑟𝑘	𝑟𝑘	NOUN
cana-2114	302	9	is	be	AUX
cana-2114	302	10	anomalous	anomalous	ADJ
cana-2114	302	11	13	13	NUM
cana-2114	302	12	.	.	PUNCT
cana-2114	303	1	if	if	SCONJ
cana-2114	303	2	|𝑎𝑒𝑘(𝑗)|	|𝑎𝑒𝑘(𝑗)|	PROPN
cana-2114	303	3	>	>	X
cana-2114	303	4	𝜃𝑒	𝜃𝑒	PROPN
cana-2114	303	5	or	or	CCONJ
cana-2114	303	6	|𝑎𝑓𝑘(𝑗)|	|𝑎𝑓𝑘(𝑗)|	PROPN
cana-2114	303	7	>	>	PUNCT
cana-2114	303	8	𝜃𝑓	𝜃𝑓	PROPN
cana-2114	303	9	then	then	ADV
cana-2114	303	10	communications	communication	NOUN
cana-2114	303	11	on	on	ADP
cana-2114	303	12	applied	apply	VERB
cana-2114	303	13	nonlinear	nonlinear	ADJ
cana-2114	303	14	analysis	analysis	NOUN
cana-2114	303	15	issn	issn	NOUN
cana-2114	303	16	:	:	PUNCT
cana-2114	303	17	1074	1074	NUM
cana-2114	303	18	-	-	PUNCT
cana-2114	303	19	133x	133x	NUM
cana-2114	303	20	vol	vol	NOUN
cana-2114	303	21	32	32	NUM
cana-2114	303	22	no	no	NOUN
cana-2114	303	23	.	.	PUNCT
cana-2114	304	1	1s	1s	NUM
cana-2114	304	2	(	(	PUNCT
cana-2114	304	3	2025	2025	NUM
cana-2114	304	4	)	)	PUNCT
cana-2114	304	5	132	132	NUM
cana-2114	304	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2114	304	7	14	14	NUM
cana-2114	304	8	.	.	PUNCT
cana-2114	305	1	mark	mark	VERB
cana-2114	305	2	𝑡𝑗	𝑡𝑗	PROPN
cana-2114	305	3	as	as	ADP
cana-2114	305	4	anomalous	anomalous	ADJ
cana-2114	305	5	15	15	NUM
cana-2114	305	6	.	.	PUNCT
cana-2114	305	7	end	end	NOUN
cana-2114	305	8	if	if	SCONJ
cana-2114	305	9	16	16	NUM
cana-2114	305	10	.	.	PUNCT
cana-2114	306	1	compute	compute	PROPN
cana-2114	306	2	composite	composite	ADJ
cana-2114	306	3	anomaly	anomaly	NOUN
cana-2114	306	4	score	score	NOUN
cana-2114	306	5	𝐴𝑘	𝐴𝑘	PROPN
cana-2114	306	6	for	for	ADP
cana-2114	306	7	test	test	NOUN
cana-2114	306	8	run	run	VERB
cana-2114	306	9	𝑟𝑘	𝑟𝑘	NOUN
cana-2114	306	10	a.	a.	NOUN
cana-2114	307	1	𝐴𝑘	𝐴𝑘	PROPN
cana-2114	307	2	=	=	NOUN
cana-2114	307	3	1	1	NUM
cana-2114	307	4	𝑛	𝑛	PRON
cana-2114	307	5	∑𝑛	∑𝑛	PROPN
cana-2114	307	6	𝑗=1	𝑗=1	PROPN
cana-2114	307	7	(	(	PUNCT
cana-2114	307	8	|𝑎𝑒𝑘(𝑗)|	|𝑎𝑒𝑘(𝑗)|	PROPN
cana-2114	307	9	+	+	NUM
cana-2114	307	10	|𝑎𝑓𝑘(𝑗	|𝑎𝑓𝑘(𝑗	PROPN
cana-2114	307	11	)	)	PUNCT
cana-2114	307	12	)	)	PUNCT
cana-2114	307	13	17	17	NUM
cana-2114	307	14	.	.	PUNCT
cana-2114	308	1	define	define	NOUN
cana-2114	308	2	threshold	threshold	NOUN
cana-2114	308	3	𝜃𝐴	𝜃𝐴	PROPN
cana-2114	308	4	for	for	ADP
cana-2114	308	5	composite	composite	ADJ
cana-2114	308	6	anomaly	anomaly	NOUN
cana-2114	308	7	score	score	NOUN
cana-2114	308	8	18	18	NUM
cana-2114	308	9	.	.	PUNCT
cana-2114	309	1	trigger	trigger	NOUN
cana-2114	309	2	retraining	retrain	VERB
cana-2114	309	3	if	if	SCONJ
cana-2114	309	4	composite	composite	ADJ
cana-2114	309	5	anomaly	anomaly	NOUN
cana-2114	309	6	score	score	NOUN
cana-2114	309	7	exceeds	exceed	NOUN
cana-2114	309	8	threshold	threshold	VERB
cana-2114	309	9	19	19	NUM
cana-2114	309	10	.	.	PUNCT
cana-2114	310	1	if	if	SCONJ
cana-2114	310	2	𝐴𝑘	𝐴𝑘	PROPN
cana-2114	310	3	>	>	X
cana-2114	310	4	𝜃𝐴	𝜃𝐴	PROPN
cana-2114	310	5	then	then	ADV
cana-2114	310	6	20	20	NUM
cana-2114	310	7	.	.	PUNCT
cana-2114	311	1	trigger	trigger	NOUN
cana-2114	311	2	retraining	retrain	VERB
cana-2114	311	3	21	21	NUM
cana-2114	311	4	.	.	PUNCT
cana-2114	311	5	end	end	VERB
cana-2114	311	6	if	if	SCONJ
cana-2114	311	7	22	22	NUM
cana-2114	311	8	.	.	PUNCT
cana-2114	312	1	return	return	NOUN
cana-2114	312	2	:	:	PUNCT
cana-2114	312	3	composite	composite	ADJ
cana-2114	312	4	anomaly	anomaly	NOUN
cana-2114	312	5	score	score	NOUN
cana-2114	313	1	𝐴𝑘	𝐴𝑘	PROPN
cana-2114	313	2	3.5	3.5	NUM
cana-2114	313	3	execution	execution	NOUN
cana-2114	313	4	environment	environment	NOUN
cana-2114	313	5	layer	layer	NOUN
cana-2114	313	6	the	the	DET
cana-2114	313	7	execution	execution	NOUN
cana-2114	313	8	environment	environment	NOUN
cana-2114	313	9	layer	layer	NOUN
cana-2114	313	10	is	be	AUX
cana-2114	313	11	the	the	DET
cana-2114	313	12	operational	operational	ADJ
cana-2114	313	13	domain	domain	NOUN
cana-2114	313	14	where	where	SCONJ
cana-2114	313	15	the	the	DET
cana-2114	313	16	actual	actual	ADJ
cana-2114	313	17	test	test	NOUN
cana-2114	313	18	cases	case	NOUN
cana-2114	313	19	are	be	AUX
cana-2114	313	20	executed	execute	VERB
cana-2114	313	21	.	.	PUNCT
cana-2114	314	1	this	this	DET
cana-2114	314	2	layer	layer	NOUN
cana-2114	314	3	encompasses	encompass	VERB
cana-2114	314	4	the	the	DET
cana-2114	314	5	test	test	NOUN
cana-2114	314	6	cases	case	NOUN
cana-2114	314	7	,	,	PUNCT
cana-2114	314	8	representing	represent	VERB
cana-2114	314	9	the	the	DET
cana-2114	314	10	individual	individual	ADJ
cana-2114	314	11	tests	test	NOUN
cana-2114	314	12	that	that	PRON
cana-2114	314	13	need	need	VERB
cana-2114	314	14	to	to	PART
cana-2114	314	15	be	be	AUX
cana-2114	314	16	performed	perform	VERB
cana-2114	314	17	,	,	PUNCT
cana-2114	314	18	and	and	CCONJ
cana-2114	314	19	the	the	DET
cana-2114	314	20	test	test	NOUN
cana-2114	314	21	outcomes	outcome	NOUN
cana-2114	314	22	,	,	PUNCT
cana-2114	314	23	which	which	PRON
cana-2114	314	24	are	be	AUX
cana-2114	314	25	the	the	DET
cana-2114	314	26	results	result	NOUN
cana-2114	314	27	derived	derive	VERB
cana-2114	314	28	from	from	ADP
cana-2114	314	29	these	these	DET
cana-2114	314	30	tests	test	NOUN
cana-2114	314	31	.	.	PUNCT
cana-2114	315	1	the	the	DET
cana-2114	315	2	test	test	NOUN
cana-2114	315	3	outcomes	outcome	NOUN
cana-2114	315	4	provide	provide	VERB
cana-2114	315	5	critical	critical	ADJ
cana-2114	315	6	insights	insight	NOUN
cana-2114	315	7	,	,	PUNCT
cana-2114	315	8	including	include	VERB
cana-2114	315	9	whether	whether	SCONJ
cana-2114	315	10	the	the	DET
cana-2114	315	11	tests	test	NOUN
cana-2114	315	12	discovered	discover	VERB
cana-2114	315	13	any	any	DET
cana-2114	315	14	faults	fault	NOUN
cana-2114	315	15	and	and	CCONJ
cana-2114	315	16	the	the	DET
cana-2114	315	17	time	time	NOUN
cana-2114	315	18	required	require	VERB
cana-2114	315	19	to	to	PART
cana-2114	315	20	complete	complete	VERB
cana-2114	315	21	them	they	PRON
cana-2114	315	22	.	.	PUNCT
cana-2114	316	1	these	these	DET
cana-2114	316	2	outcomes	outcome	NOUN
cana-2114	316	3	are	be	AUX
cana-2114	316	4	fed	feed	VERB
cana-2114	316	5	back	back	ADV
cana-2114	316	6	into	into	ADP
cana-2114	316	7	the	the	DET
cana-2114	316	8	data	data	NOUN
cana-2114	316	9	collection	collection	NOUN
cana-2114	316	10	layer	layer	NOUN
cana-2114	316	11	,	,	PUNCT
cana-2114	316	12	where	where	SCONJ
cana-2114	316	13	they	they	PRON
cana-2114	316	14	are	be	AUX
cana-2114	316	15	documented	document	VERB
cana-2114	316	16	and	and	CCONJ
cana-2114	316	17	preserved	preserve	VERB
cana-2114	316	18	in	in	ADP
cana-2114	316	19	the	the	DET
cana-2114	316	20	experience	experience	NOUN
cana-2114	316	21	replay	replay	NOUN
cana-2114	316	22	buffer	buffer	NOUN
cana-2114	316	23	,	,	PUNCT
cana-2114	316	24	thereby	thereby	ADV
cana-2114	316	25	contributing	contribute	VERB
cana-2114	316	26	to	to	ADP
cana-2114	316	27	the	the	DET
cana-2114	316	28	ongoing	ongoing	ADJ
cana-2114	316	29	learning	learning	NOUN
cana-2114	316	30	cycle	cycle	NOUN
cana-2114	316	31	.	.	PUNCT
cana-2114	317	1	the	the	DET
cana-2114	317	2	model	model	NOUN
cana-2114	317	3	begins	begin	VERB
cana-2114	317	4	by	by	ADP
cana-2114	317	5	listing	list	VERB
cana-2114	317	6	all	all	DET
cana-2114	317	7	the	the	DET
cana-2114	317	8	available	available	ADJ
cana-2114	317	9	test	test	NOUN
cana-2114	317	10	cases	case	NOUN
cana-2114	317	11	.	.	PUNCT
cana-2114	318	1	each	each	DET
cana-2114	318	2	test	test	NOUN
cana-2114	318	3	case	case	NOUN
cana-2114	318	4	is	be	AUX
cana-2114	318	5	run	run	VERB
cana-2114	318	6	in	in	ADP
cana-2114	318	7	the	the	DET
cana-2114	318	8	software	software	NOUN
cana-2114	318	9	environment	environment	NOUN
cana-2114	318	10	,	,	PUNCT
cana-2114	318	11	and	and	CCONJ
cana-2114	318	12	important	important	ADJ
cana-2114	318	13	details	detail	NOUN
cana-2114	318	14	are	be	AUX
cana-2114	318	15	recorded	record	VERB
cana-2114	318	16	.	.	PUNCT
cana-2114	319	1	these	these	DET
cana-2114	319	2	details	detail	NOUN
cana-2114	319	3	include	include	VERB
cana-2114	319	4	how	how	SCONJ
cana-2114	319	5	long	long	ADV
cana-2114	319	6	the	the	DET
cana-2114	319	7	test	test	NOUN
cana-2114	319	8	takes	take	VERB
cana-2114	319	9	,	,	PUNCT
cana-2114	319	10	whether	whether	SCONJ
cana-2114	319	11	it	it	PRON
cana-2114	319	12	finds	find	VERB
cana-2114	319	13	any	any	DET
cana-2114	319	14	faults	fault	NOUN
cana-2114	319	15	,	,	PUNCT
cana-2114	319	16	and	and	CCONJ
cana-2114	319	17	how	how	SCONJ
cana-2114	319	18	much	much	ADJ
cana-2114	319	19	of	of	ADP
cana-2114	319	20	the	the	DET
cana-2114	319	21	software	software	NOUN
cana-2114	319	22	it	it	PRON
cana-2114	319	23	covers	cover	VERB
cana-2114	319	24	.	.	PUNCT
cana-2114	320	1	execution	execution	NOUN
cana-2114	320	2	time	time	NOUN
cana-2114	320	3	depends	depend	VERB
cana-2114	320	4	on	on	ADP
cana-2114	320	5	the	the	DET
cana-2114	320	6	test	test	NOUN
cana-2114	320	7	case	case	NOUN
cana-2114	320	8	's	's	PART
cana-2114	320	9	complexity	complexity	NOUN
cana-2114	320	10	,	,	PUNCT
cana-2114	320	11	the	the	DET
cana-2114	320	12	software	software	NOUN
cana-2114	320	13	's	's	PART
cana-2114	320	14	current	current	ADJ
cana-2114	320	15	state	state	NOUN
cana-2114	320	16	,	,	PUNCT
cana-2114	320	17	and	and	CCONJ
cana-2114	320	18	system	system	NOUN
cana-2114	320	19	resources	resource	NOUN
cana-2114	320	20	.	.	PUNCT
cana-2114	321	1	fault	fault	NOUN
cana-2114	321	2	detection	detection	NOUN
cana-2114	321	3	shows	show	VERB
cana-2114	321	4	if	if	SCONJ
cana-2114	321	5	the	the	DET
cana-2114	321	6	test	test	NOUN
cana-2114	321	7	finds	find	VERB
cana-2114	321	8	any	any	DET
cana-2114	321	9	problems	problem	NOUN
cana-2114	321	10	,	,	PUNCT
cana-2114	321	11	and	and	CCONJ
cana-2114	321	12	coverage	coverage	NOUN
cana-2114	321	13	indicates	indicate	VERB
cana-2114	321	14	how	how	SCONJ
cana-2114	321	15	much	much	ADJ
cana-2114	321	16	of	of	ADP
cana-2114	321	17	the	the	DET
cana-2114	321	18	software	software	NOUN
cana-2114	321	19	is	be	AUX
cana-2114	321	20	tested	test	VERB
cana-2114	321	21	.	.	PUNCT
cana-2114	322	1	this	this	DET
cana-2114	322	2	data	data	NOUN
cana-2114	322	3	is	be	AUX
cana-2114	322	4	stored	store	VERB
cana-2114	322	5	in	in	ADP
cana-2114	322	6	matrices	matrix	NOUN
cana-2114	322	7	for	for	ADP
cana-2114	322	8	easy	easy	ADJ
cana-2114	322	9	access	access	NOUN
cana-2114	322	10	and	and	CCONJ
cana-2114	322	11	analysis	analysis	NOUN
cana-2114	322	12	.	.	PUNCT
cana-2114	323	1	the	the	DET
cana-2114	323	2	test	test	NOUN
cana-2114	323	3	cases	case	NOUN
cana-2114	323	4	are	be	AUX
cana-2114	323	5	then	then	ADV
cana-2114	323	6	prioritized	prioritize	VERB
cana-2114	323	7	and	and	CCONJ
cana-2114	323	8	ordered	order	VERB
cana-2114	323	9	to	to	PART
cana-2114	323	10	maximize	maximize	VERB
cana-2114	323	11	fault	fault	NOUN
cana-2114	323	12	detection	detection	NOUN
cana-2114	323	13	and	and	CCONJ
cana-2114	323	14	coverage	coverage	NOUN
cana-2114	323	15	while	while	SCONJ
cana-2114	323	16	minimizing	minimize	VERB
cana-2114	323	17	execution	execution	NOUN
cana-2114	323	18	time	time	NOUN
cana-2114	323	19	.	.	PUNCT
cana-2114	324	1	after	after	ADP
cana-2114	324	2	running	run	VERB
cana-2114	324	3	the	the	DET
cana-2114	324	4	test	test	NOUN
cana-2114	324	5	cases	case	NOUN
cana-2114	324	6	in	in	ADP
cana-2114	324	7	the	the	DET
cana-2114	324	8	chosen	choose	VERB
cana-2114	324	9	order	order	NOUN
cana-2114	324	10	,	,	PUNCT
cana-2114	324	11	the	the	DET
cana-2114	324	12	total	total	ADJ
cana-2114	324	13	execution	execution	NOUN
cana-2114	324	14	time	time	NOUN
cana-2114	324	15	,	,	PUNCT
cana-2114	324	16	faults	fault	NOUN
cana-2114	324	17	detected	detect	VERB
cana-2114	324	18	,	,	PUNCT
cana-2114	324	19	and	and	CCONJ
cana-2114	324	20	coverage	coverage	NOUN
cana-2114	324	21	are	be	AUX
cana-2114	324	22	calculated	calculate	VERB
cana-2114	324	23	to	to	PART
cana-2114	324	24	evaluate	evaluate	VERB
cana-2114	324	25	performance	performance	NOUN
cana-2114	324	26	.	.	PUNCT
cana-2114	325	1	the	the	DET
cana-2114	325	2	model	model	NOUN
cana-2114	325	3	aims	aim	VERB
cana-2114	325	4	to	to	PART
cana-2114	325	5	improve	improve	VERB
cana-2114	325	6	these	these	DET
cana-2114	325	7	outcomes	outcome	NOUN
cana-2114	325	8	by	by	ADP
cana-2114	325	9	continually	continually	ADV
cana-2114	325	10	adjusting	adjust	VERB
cana-2114	325	11	the	the	DET
cana-2114	325	12	order	order	NOUN
cana-2114	325	13	of	of	ADP
cana-2114	325	14	test	test	NOUN
cana-2114	325	15	cases	case	NOUN
cana-2114	325	16	,	,	PUNCT
cana-2114	325	17	ensuring	ensure	VERB
cana-2114	325	18	efficient	efficient	ADJ
cana-2114	325	19	and	and	CCONJ
cana-2114	325	20	effective	effective	ADJ
cana-2114	325	21	testing	testing	NOUN
cana-2114	325	22	.	.	PUNCT
cana-2114	326	1	algorithm	algorithm	NOUN
cana-2114	326	2	5	5	NUM
cana-2114	326	3	:	:	PUNCT
cana-2114	326	4	execution	execution	NOUN
cana-2114	326	5	environment	environment	NOUN
cana-2114	326	6	layer	layer	NOUN
cana-2114	326	7	model	model	NOUN
cana-2114	326	8	1	1	NUM
cana-2114	326	9	.	.	PUNCT
cana-2114	326	10	definitions	definition	NOUN
cana-2114	326	11	and	and	CCONJ
cana-2114	326	12	notations	notation	NOUN
cana-2114	326	13	2	2	NUM
cana-2114	326	14	.	.	PUNCT
cana-2114	326	15	𝑇	𝑇	PROPN
cana-2114	326	16	←	←	PROPN
cana-2114	326	17	{	{	PUNCT
cana-2114	326	18	𝑡1	𝑡1	PROPN
cana-2114	326	19	,	,	PUNCT
cana-2114	326	20	𝑡2	𝑡2	PROPN
cana-2114	326	21	,	,	PUNCT
cana-2114	326	22	…	…	PUNCT
cana-2114	326	23	,	,	PUNCT
cana-2114	326	24	𝑡𝑛	𝑡𝑛	PROPN
cana-2114	326	25	}	}	PUNCT
cana-2114	326	26	//	//	NUM
cana-2114	326	27	set	set	NOUN
cana-2114	326	28	of	of	ADP
cana-2114	326	29	all	all	DET
cana-2114	326	30	test	test	NOUN
cana-2114	326	31	cases	case	NOUN
cana-2114	326	32	3	3	NUM
cana-2114	326	33	.	.	X
cana-2114	327	1	𝐸	𝐸	PROPN
cana-2114	327	2	←	←	PROPN
cana-2114	327	3	execution	execution	NOUN
cana-2114	327	4	environment	environment	NOUN
cana-2114	327	5	(	(	PUNCT
cana-2114	327	6	software	software	NOUN
cana-2114	327	7	and	and	CCONJ
cana-2114	327	8	system	system	NOUN
cana-2114	327	9	resources	resource	NOUN
cana-2114	327	10	)	)	PUNCT
cana-2114	327	11	4	4	NUM
cana-2114	327	12	.	.	PUNCT
cana-2114	327	13	𝑒𝑗	𝑒𝑗	PROPN
cana-2114	327	14	←	←	PROPN
cana-2114	327	15	execution	execution	NOUN
cana-2114	327	16	time	time	NOUN
cana-2114	327	17	of	of	ADP
cana-2114	327	18	𝑡𝑗	𝑡𝑗	SYM
cana-2114	327	19	5	5	NUM
cana-2114	327	20	.	.	PUNCT
cana-2114	327	21	𝑓𝑗	𝑓𝑗	PROPN
cana-2114	327	22	←	←	PROPN
cana-2114	327	23	fault	fault	NOUN
cana-2114	327	24	detection	detection	NOUN
cana-2114	327	25	outcome	outcome	NOUN
cana-2114	327	26	of	of	ADP
cana-2114	327	27	𝑡𝑗	𝑡𝑗	NOUN
cana-2114	327	28	6	6	NUM
cana-2114	327	29	.	.	PUNCT
cana-2114	328	1	𝑐𝑗	𝑐𝑗	NUM
cana-2114	328	2	←	←	PROPN
cana-2114	328	3	coverage	coverage	PROPN
cana-2114	328	4	metric	metric	NOUN
cana-2114	328	5	of	of	ADP
cana-2114	328	6	𝑡𝑗	𝑡𝑗	PROPN
cana-2114	328	7	7	7	NUM
cana-2114	328	8	.	.	PUNCT
cana-2114	328	9	test	test	NOUN
cana-2114	328	10	case	case	NOUN
cana-2114	328	11	execution	execution	NOUN
cana-2114	328	12	8	8	NUM
cana-2114	328	13	.	.	PUNCT
cana-2114	328	14	𝑒𝑗	𝑒𝑗	PUNCT
cana-2114	329	1	=	=	SYM
cana-2114	329	2	𝑓𝑒𝑥𝑒𝑐(𝑡𝑗	𝑓𝑒𝑥𝑒𝑐(𝑡𝑗	PROPN
cana-2114	329	3	,	,	PUNCT
cana-2114	329	4	𝑆	𝑆	PROPN
cana-2114	329	5	,	,	PUNCT
cana-2114	329	6	𝑅	𝑅	PROPN
cana-2114	329	7	)	)	PUNCT
cana-2114	329	8	\\	\\	NOUN
cana-2114	329	9	execution	execution	NOUN
cana-2114	329	10	time	time	NOUN
cana-2114	329	11	model	model	NOUN
cana-2114	329	12	9	9	NUM
cana-2114	329	13	.	.	PUNCT
cana-2114	329	14	𝑓𝑗	𝑓𝑗	ADJ
cana-2114	329	15	=	=	ADJ
cana-2114	329	16	𝑓𝑓𝑎𝑢𝑙𝑡(𝑡𝑗	𝑓𝑓𝑎𝑢𝑙𝑡(𝑡𝑗	PROPN
cana-2114	329	17	,	,	PUNCT
cana-2114	329	18	𝑆	𝑆	PROPN
cana-2114	329	19	)	)	PUNCT
cana-2114	329	20	\\	\\	NOUN
cana-2114	329	21	fault	fault	VERB
cana-2114	329	22	detection	detection	NOUN
cana-2114	329	23	model	model	NOUN
cana-2114	329	24	10	10	NUM
cana-2114	329	25	.	.	PUNCT
cana-2114	330	1	𝑐𝑗	𝑐𝑗	VERB
cana-2114	330	2	=	=	PUNCT
cana-2114	330	3	𝑓𝑐𝑜𝑣𝑒𝑟𝑎𝑔𝑒(𝑡𝑗	𝑓𝑐𝑜𝑣𝑒𝑟𝑎𝑔𝑒(𝑡𝑗	PROPN
cana-2114	330	4	,	,	PUNCT
cana-2114	330	5	𝑆	𝑆	PROPN
cana-2114	330	6	)	)	PUNCT
cana-2114	330	7	\\	\\	NOUN
cana-2114	330	8	coverage	coverage	PROPN
cana-2114	330	9	model	model	NOUN
cana-2114	330	10	11	11	NUM
cana-2114	330	11	.	.	PUNCT
cana-2114	331	1	state	state	NOUN
cana-2114	331	2	representation	representation	NOUN
cana-2114	331	3	12	12	NUM
cana-2114	331	4	.	.	PUNCT
cana-2114	332	1	𝑆	𝑆	PROPN
cana-2114	332	2	←	←	PROPN
cana-2114	332	3	{	{	PUNCT
cana-2114	332	4	𝑠1	𝑠1	PROPN
cana-2114	332	5	,	,	PUNCT
cana-2114	332	6	𝑠2	𝑠2	NOUN
cana-2114	332	7	,	,	PUNCT
cana-2114	332	8	…	…	PUNCT
cana-2114	332	9	,	,	PUNCT
cana-2114	332	10	𝑠𝑘	𝑠𝑘	NOUN
cana-2114	332	11	}	}	PUNCT
cana-2114	332	12	state	state	NOUN
cana-2114	332	13	of	of	ADP
cana-2114	332	14	the	the	DET
cana-2114	332	15	software	software	NOUN
cana-2114	332	16	under	under	ADP
cana-2114	332	17	test	test	NOUN
cana-2114	332	18	13	13	NUM
cana-2114	332	19	.	.	PUNCT
cana-2114	333	1	execution	execution	NOUN
cana-2114	333	2	sequence	sequence	NOUN
cana-2114	333	3	14	14	NUM
cana-2114	333	4	.	.	PUNCT
cana-2114	334	1	𝑇′	𝑇′	NUM
cana-2114	334	2	←	←	PROPN
cana-2114	334	3	{	{	PUNCT
cana-2114	334	4	𝑡𝑗1	𝑡𝑗1	NOUN
cana-2114	334	5	,	,	PUNCT
cana-2114	334	6	𝑡𝑗2	𝑡𝑗2	NOUN
cana-2114	334	7	,	,	PUNCT
cana-2114	334	8	…	…	PUNCT
cana-2114	334	9	,	,	PUNCT
cana-2114	334	10	𝑡𝑗𝑝	𝑡𝑗𝑝	NOUN
cana-2114	334	11	}	}	PUNCT
cana-2114	334	12	ordered	order	VERB
cana-2114	334	13	subset	subset	NOUN
cana-2114	334	14	of	of	ADP
cana-2114	334	15	test	test	NOUN
cana-2114	334	16	cases	case	NOUN
cana-2114	334	17	15	15	NUM
cana-2114	334	18	.	.	PUNCT
cana-2114	335	1	execution	execution	NOUN
cana-2114	335	2	outcomes	outcome	NOUN
cana-2114	335	3	16	16	NUM
cana-2114	335	4	.	.	PUNCT
cana-2114	335	5	𝑂(𝑇′	𝑂(𝑇′	PROPN
cana-2114	335	6	)	)	PUNCT
cana-2114	335	7	←	←	PROPN
cana-2114	335	8	{	{	PUNCT
cana-2114	335	9	(	(	PUNCT
cana-2114	335	10	𝑒𝑗1	𝑒𝑗1	PROPN
cana-2114	335	11	,	,	PUNCT
cana-2114	335	12	𝑓𝑗1	𝑓𝑗1	NOUN
cana-2114	335	13	,	,	PUNCT
cana-2114	335	14	𝑐𝑗1	𝑐𝑗1	NOUN
cana-2114	335	15	)	)	PUNCT
cana-2114	335	16	,	,	PUNCT
cana-2114	335	17	(	(	PUNCT
cana-2114	335	18	𝑒𝑗2	𝑒𝑗2	PROPN
cana-2114	335	19	,	,	PUNCT
cana-2114	335	20	𝑓𝑗2	𝑓𝑗2	PROPN
cana-2114	335	21	,	,	PUNCT
cana-2114	335	22	𝑐𝑗2	𝑐𝑗2	NOUN
cana-2114	335	23	)	)	PUNCT
cana-2114	335	24	,	,	PUNCT
cana-2114	335	25	…	…	PUNCT
cana-2114	335	26	,	,	PUNCT
cana-2114	335	27	(	(	PUNCT
cana-2114	335	28	𝑒𝑗𝑝	𝑒𝑗𝑝	NOUN
cana-2114	335	29	,	,	PUNCT
cana-2114	335	30	𝑓𝑗𝑝	𝑓𝑗𝑝	PROPN
cana-2114	335	31	,	,	PUNCT
cana-2114	335	32	𝑐𝑗𝑝	𝑐𝑗𝑝	ADJ
cana-2114	335	33	)	)	PUNCT
cana-2114	335	34	}	}	PUNCT
cana-2114	335	35	execution	execution	NOUN
cana-2114	335	36	outcomes	outcome	NOUN
cana-2114	335	37	17	17	NUM
cana-2114	335	38	.	.	PUNCT
cana-2114	336	1	performance	performance	NOUN
cana-2114	336	2	metrics	metric	NOUN
cana-2114	336	3	communications	communication	NOUN
cana-2114	336	4	on	on	ADP
cana-2114	336	5	applied	apply	VERB
cana-2114	336	6	nonlinear	nonlinear	ADJ
cana-2114	336	7	analysis	analysis	NOUN
cana-2114	336	8	issn	issn	NOUN
cana-2114	336	9	:	:	PUNCT
cana-2114	336	10	1074	1074	NUM
cana-2114	336	11	-	-	PUNCT
cana-2114	336	12	133x	133x	NUM
cana-2114	336	13	vol	vol	NOUN
cana-2114	336	14	32	32	NUM
cana-2114	336	15	no	no	NOUN
cana-2114	336	16	.	.	PUNCT
cana-2114	337	1	1s	1s	NUM
cana-2114	337	2	(	(	PUNCT
cana-2114	337	3	2025	2025	NUM
cana-2114	337	4	)	)	PUNCT
cana-2114	337	5	133	133	NUM
cana-2114	337	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2114	337	7	18	18	NUM
cana-2114	337	8	.	.	PUNCT
cana-2114	338	1	𝐸𝑡𝑜𝑡𝑎𝑙	𝐸𝑡𝑜𝑡𝑎𝑙	PROPN
cana-2114	338	2	=	=	PUNCT
cana-2114	339	1	∑𝑡𝑗∈𝑇′	∑𝑡𝑗∈𝑇′	ADJ
cana-2114	339	2	𝑒𝑗	𝑒𝑗	VERB
cana-2114	339	3	\\	\\	NOUN
cana-2114	339	4	total	total	ADJ
cana-2114	339	5	execution	execution	NOUN
cana-2114	339	6	time	time	NOUN
cana-2114	339	7	19	19	NUM
cana-2114	339	8	.	.	PUNCT
cana-2114	340	1	𝐹𝑡𝑜𝑡𝑎𝑙	𝐹𝑡𝑜𝑡𝑎𝑙	ADJ
cana-2114	340	2	=	=	SYM
cana-2114	340	3	∑𝑡𝑗∈𝑇′	∑𝑡𝑗∈𝑇′	PROPN
cana-2114	340	4	𝑓𝑗	𝑓𝑗	ADJ
cana-2114	340	5	\\	\\	NOUN
cana-2114	340	6	total	total	ADJ
cana-2114	340	7	faults	fault	NOUN
cana-2114	340	8	detected	detect	VERB
cana-2114	340	9	20	20	NUM
cana-2114	340	10	.	.	PUNCT
cana-2114	341	1	𝐶𝑡𝑜𝑡𝑎𝑙	𝐶𝑡𝑜𝑡𝑎𝑙	NOUN
cana-2114	341	2	=	=	PUNCT
cana-2114	342	1	∑𝑡𝑗∈𝑇′	∑𝑡𝑗∈𝑇′	INTJ
cana-2114	342	2	𝑐𝑗	𝑐𝑗	NUM
cana-2114	342	3	\\	\\	NOUN
cana-2114	342	4	total	total	ADJ
cana-2114	342	5	coverage	coverage	NOUN
cana-2114	342	6	21	21	NUM
cana-2114	342	7	.	.	PUNCT
cana-2114	343	1	optimization	optimization	NOUN
cana-2114	343	2	objective	objective	ADJ
cana-2114	343	3	22	22	NUM
cana-2114	343	4	.	.	PUNCT
cana-2114	344	1	max𝑇′(𝛼𝐹𝑡𝑜𝑡𝑎𝑙	max𝑇′(𝛼𝐹𝑡𝑜𝑡𝑎𝑙	VERB
cana-2114	345	1	+	+	CCONJ
cana-2114	345	2	𝛽𝐶𝑡𝑜𝑡𝑎𝑙	𝛽𝐶𝑡𝑜𝑡𝑎𝑙	PROPN
cana-2114	345	3	−	−	PROPN
cana-2114	345	4	𝛾𝐸𝑡𝑜𝑡𝑎𝑙	𝛾𝐸𝑡𝑜𝑡𝑎𝑙	PROPN
cana-2114	345	5	)	)	PUNCT
cana-2114	345	6	\\	\\	NOUN
cana-2114	345	7	multi	multi	ADJ
cana-2114	345	8	-	-	ADJ
cana-2114	345	9	objective	objective	ADJ
cana-2114	345	10	optimization	optimization	NOUN
cana-2114	345	11	3.6	3.6	NUM
cana-2114	345	12	dynamicrl	dynamicrl	NOUN
cana-2114	345	13	-	-	PUNCT
cana-2114	345	14	tcp	tcp	ADJ
cana-2114	345	15	workflow	workflow	NOUN
cana-2114	345	16	the	the	DET
cana-2114	345	17	workflow	workflow	NOUN
cana-2114	345	18	of	of	ADP
cana-2114	345	19	this	this	DET
cana-2114	345	20	architecture	architecture	NOUN
cana-2114	345	21	is	be	AUX
cana-2114	345	22	a	a	DET
cana-2114	345	23	coherent	coherent	ADJ
cana-2114	345	24	sequence	sequence	NOUN
cana-2114	345	25	of	of	ADP
cana-2114	345	26	interrelated	interrelated	ADJ
cana-2114	345	27	steps	step	NOUN
cana-2114	345	28	that	that	PRON
cana-2114	345	29	collectively	collectively	ADV
cana-2114	345	30	ensure	ensure	VERB
cana-2114	345	31	efficient	efficient	ADJ
cana-2114	345	32	and	and	CCONJ
cana-2114	345	33	effective	effective	ADJ
cana-2114	345	34	test	test	NOUN
cana-2114	345	35	case	case	NOUN
cana-2114	345	36	prioritization	prioritization	NOUN
cana-2114	345	37	.	.	PUNCT
cana-2114	346	1	initially	initially	ADV
cana-2114	346	2	,	,	PUNCT
cana-2114	346	3	the	the	DET
cana-2114	346	4	data	data	NOUN
cana-2114	346	5	collector	collector	NOUN
cana-2114	346	6	amasses	amass	VERB
cana-2114	346	7	information	information	NOUN
cana-2114	346	8	from	from	ADP
cana-2114	346	9	each	each	DET
cana-2114	346	10	test	test	NOUN
cana-2114	346	11	execution	execution	NOUN
cana-2114	346	12	and	and	CCONJ
cana-2114	346	13	deposits	deposit	VERB
cana-2114	346	14	it	it	PRON
cana-2114	346	15	into	into	ADP
cana-2114	346	16	the	the	DET
cana-2114	346	17	experience	experience	NOUN
cana-2114	346	18	replay	replay	NOUN
cana-2114	346	19	buffer	buffer	NOUN
cana-2114	346	20	.	.	PUNCT
cana-2114	347	1	the	the	DET
cana-2114	347	2	rl	rl	PROPN
cana-2114	347	3	agent	agent	NOUN
cana-2114	347	4	then	then	ADV
cana-2114	347	5	utilizes	utilize	VERB
cana-2114	347	6	this	this	DET
cana-2114	347	7	data	datum	NOUN
cana-2114	347	8	to	to	PART
cana-2114	347	9	perpetually	perpetually	ADV
cana-2114	347	10	refine	refine	VERB
cana-2114	347	11	its	its	PRON
cana-2114	347	12	decisions	decision	NOUN
cana-2114	347	13	regarding	regard	VERB
cana-2114	347	14	the	the	DET
cana-2114	347	15	optimal	optimal	ADJ
cana-2114	347	16	order	order	NOUN
cana-2114	347	17	for	for	ADP
cana-2114	347	18	running	run	VERB
cana-2114	347	19	the	the	DET
cana-2114	347	20	tests	test	NOUN
cana-2114	347	21	.	.	PUNCT
cana-2114	348	1	the	the	DET
cana-2114	348	2	sliding	slide	VERB
cana-2114	348	3	window	window	NOUN
cana-2114	348	4	facilitates	facilitate	VERB
cana-2114	348	5	this	this	DET
cana-2114	348	6	process	process	NOUN
cana-2114	348	7	by	by	ADP
cana-2114	348	8	concentrating	concentrate	VERB
cana-2114	348	9	the	the	DET
cana-2114	348	10	rl	rl	NOUN
cana-2114	348	11	agent	agent	NOUN
cana-2114	348	12	's	's	PART
cana-2114	348	13	focus	focus	NOUN
cana-2114	348	14	on	on	ADP
cana-2114	348	15	a	a	DET
cana-2114	348	16	limited	limited	ADJ
cana-2114	348	17	subset	subset	NOUN
cana-2114	348	18	of	of	ADP
cana-2114	348	19	tests	test	NOUN
cana-2114	348	20	at	at	ADP
cana-2114	348	21	any	any	DET
cana-2114	348	22	given	give	VERB
cana-2114	348	23	time	time	NOUN
cana-2114	348	24	,	,	PUNCT
cana-2114	348	25	enhancing	enhance	VERB
cana-2114	348	26	its	its	PRON
cana-2114	348	27	adaptability	adaptability	NOUN
cana-2114	348	28	to	to	ADP
cana-2114	348	29	changing	change	VERB
cana-2114	348	30	conditions	condition	NOUN
cana-2114	348	31	.	.	PUNCT
cana-2114	349	1	concurrently	concurrently	ADV
cana-2114	349	2	,	,	PUNCT
cana-2114	349	3	the	the	DET
cana-2114	349	4	anomaly	anomaly	NOUN
cana-2114	349	5	detector	detector	NOUN
cana-2114	349	6	oversees	oversee	VERB
cana-2114	349	7	the	the	DET
cana-2114	349	8	test	test	NOUN
cana-2114	349	9	results	result	NOUN
cana-2114	349	10	,	,	PUNCT
cana-2114	349	11	and	and	CCONJ
cana-2114	349	12	if	if	SCONJ
cana-2114	349	13	it	it	PRON
cana-2114	349	14	discerns	discern	VERB
cana-2114	349	15	any	any	DET
cana-2114	349	16	anomalies	anomaly	NOUN
cana-2114	349	17	,	,	PUNCT
cana-2114	349	18	it	it	PRON
cana-2114	349	19	triggers	trigger	VERB
cana-2114	349	20	a	a	DET
cana-2114	349	21	retraining	retrain	VERB
cana-2114	349	22	process	process	NOUN
cana-2114	349	23	for	for	ADP
cana-2114	349	24	the	the	DET
cana-2114	349	25	rl	rl	PROPN
cana-2114	349	26	agent	agent	NOUN
cana-2114	349	27	.	.	PUNCT
cana-2114	350	1	ultimately	ultimately	ADV
cana-2114	350	2	,	,	PUNCT
cana-2114	350	3	the	the	DET
cana-2114	350	4	test	test	NOUN
cana-2114	350	5	cases	case	NOUN
cana-2114	350	6	are	be	AUX
cana-2114	350	7	executed	execute	VERB
cana-2114	350	8	within	within	ADP
cana-2114	350	9	the	the	DET
cana-2114	350	10	execution	execution	NOUN
cana-2114	350	11	environment	environment	NOUN
cana-2114	350	12	in	in	ADP
cana-2114	350	13	the	the	DET
cana-2114	350	14	sequence	sequence	NOUN
cana-2114	350	15	determined	determine	VERB
cana-2114	350	16	by	by	ADP
cana-2114	350	17	the	the	DET
cana-2114	350	18	rl	rl	PROPN
cana-2114	350	19	agent	agent	NOUN
cana-2114	350	20	.	.	PUNCT
cana-2114	351	1	the	the	DET
cana-2114	351	2	resulting	result	VERB
cana-2114	351	3	test	test	NOUN
cana-2114	351	4	outcomes	outcome	NOUN
cana-2114	351	5	are	be	AUX
cana-2114	351	6	subsequently	subsequently	ADV
cana-2114	351	7	fed	feed	VERB
cana-2114	351	8	back	back	ADV
cana-2114	351	9	into	into	ADP
cana-2114	351	10	the	the	DET
cana-2114	351	11	data	data	NOUN
cana-2114	351	12	collection	collection	NOUN
cana-2114	351	13	layer	layer	NOUN
cana-2114	351	14	,	,	PUNCT
cana-2114	351	15	perpetuating	perpetuate	VERB
cana-2114	351	16	the	the	DET
cana-2114	351	17	cycle	cycle	NOUN
cana-2114	351	18	of	of	ADP
cana-2114	351	19	learning	learning	NOUN
cana-2114	351	20	and	and	CCONJ
cana-2114	351	21	improvement	improvement	NOUN
cana-2114	351	22	.	.	PUNCT
cana-2114	352	1	the	the	DET
cana-2114	352	2	process	process	NOUN
cana-2114	352	3	starts	start	VERB
cana-2114	352	4	by	by	ADP
cana-2114	352	5	collecting	collect	VERB
cana-2114	352	6	past	past	ADJ
cana-2114	352	7	test	test	NOUN
cana-2114	352	8	data	datum	NOUN
cana-2114	352	9	,	,	PUNCT
cana-2114	352	10	including	include	VERB
cana-2114	352	11	how	how	SCONJ
cana-2114	352	12	long	long	ADJ
cana-2114	352	13	tests	test	NOUN
cana-2114	352	14	take	take	VERB
cana-2114	352	15	and	and	CCONJ
cana-2114	352	16	whether	whether	SCONJ
cana-2114	352	17	they	they	PRON
cana-2114	352	18	find	find	VERB
cana-2114	352	19	problems	problem	NOUN
cana-2114	352	20	.	.	PUNCT
cana-2114	353	1	this	this	DET
cana-2114	353	2	data	datum	NOUN
cana-2114	353	3	helps	help	VERB
cana-2114	353	4	set	set	VERB
cana-2114	353	5	a	a	DET
cana-2114	353	6	normal	normal	ADJ
cana-2114	353	7	baseline	baseline	NOUN
cana-2114	353	8	.	.	PUNCT
cana-2114	354	1	in	in	ADP
cana-2114	354	2	each	each	DET
cana-2114	354	3	new	new	ADJ
cana-2114	354	4	test	test	NOUN
cana-2114	354	5	run	run	NOUN
cana-2114	354	6	,	,	PUNCT
cana-2114	354	7	the	the	DET
cana-2114	354	8	system	system	NOUN
cana-2114	354	9	records	record	VERB
cana-2114	354	10	the	the	DET
cana-2114	354	11	time	time	NOUN
cana-2114	354	12	and	and	CCONJ
cana-2114	354	13	results	result	NOUN
cana-2114	354	14	for	for	ADP
cana-2114	354	15	each	each	DET
cana-2114	354	16	test	test	NOUN
cana-2114	354	17	case	case	NOUN
cana-2114	354	18	.	.	PUNCT
cana-2114	355	1	it	it	PRON
cana-2114	355	2	uses	use	VERB
cana-2114	355	3	this	this	DET
cana-2114	355	4	information	information	NOUN
cana-2114	355	5	to	to	PART
cana-2114	355	6	decide	decide	VERB
cana-2114	355	7	the	the	DET
cana-2114	355	8	best	good	ADJ
cana-2114	355	9	order	order	NOUN
cana-2114	355	10	for	for	ADP
cana-2114	355	11	running	run	VERB
cana-2114	355	12	tests	test	NOUN
cana-2114	355	13	within	within	ADP
cana-2114	355	14	a	a	DET
cana-2114	355	15	specific	specific	ADJ
cana-2114	355	16	window	window	NOUN
cana-2114	355	17	.	.	PUNCT
cana-2114	356	1	after	after	ADP
cana-2114	356	2	running	run	VERB
cana-2114	356	3	the	the	DET
cana-2114	356	4	tests	test	NOUN
cana-2114	356	5	,	,	PUNCT
cana-2114	356	6	it	it	PRON
cana-2114	356	7	calculates	calculate	VERB
cana-2114	356	8	a	a	DET
cana-2114	356	9	reward	reward	NOUN
cana-2114	356	10	based	base	VERB
cana-2114	356	11	on	on	ADP
cana-2114	356	12	efficiency	efficiency	NOUN
cana-2114	356	13	and	and	CCONJ
cana-2114	356	14	problem	problem	NOUN
cana-2114	356	15	detection	detection	NOUN
cana-2114	356	16	.	.	PUNCT
cana-2114	357	1	the	the	DET
cana-2114	357	2	system	system	NOUN
cana-2114	357	3	then	then	ADV
cana-2114	357	4	checks	check	VERB
cana-2114	357	5	for	for	ADP
cana-2114	357	6	unusual	unusual	ADJ
cana-2114	357	7	behavior	behavior	NOUN
cana-2114	357	8	by	by	ADP
cana-2114	357	9	comparing	compare	VERB
cana-2114	357	10	new	new	ADJ
cana-2114	357	11	results	result	NOUN
cana-2114	357	12	with	with	ADP
cana-2114	357	13	the	the	DET
cana-2114	357	14	baseline	baseline	NOUN
cana-2114	357	15	.	.	PUNCT
cana-2114	358	1	if	if	SCONJ
cana-2114	358	2	results	result	NOUN
cana-2114	358	3	are	be	AUX
cana-2114	358	4	too	too	ADV
cana-2114	358	5	different	different	ADJ
cana-2114	358	6	,	,	PUNCT
cana-2114	358	7	it	it	PRON
cana-2114	358	8	flags	flag	VERB
cana-2114	358	9	them	they	PRON
cana-2114	358	10	as	as	ADP
cana-2114	358	11	anomalies	anomaly	NOUN
cana-2114	358	12	.	.	PUNCT
cana-2114	359	1	it	it	PRON
cana-2114	359	2	also	also	ADV
cana-2114	359	3	calculates	calculate	VERB
cana-2114	359	4	a	a	DET
cana-2114	359	5	score	score	NOUN
cana-2114	359	6	to	to	PART
cana-2114	359	7	show	show	VERB
cana-2114	359	8	the	the	DET
cana-2114	359	9	overall	overall	ADJ
cana-2114	359	10	level	level	NOUN
cana-2114	359	11	of	of	ADP
cana-2114	359	12	unusual	unusual	ADJ
cana-2114	359	13	behavior	behavior	NOUN
cana-2114	359	14	.	.	PUNCT
cana-2114	360	1	if	if	SCONJ
cana-2114	360	2	this	this	DET
cana-2114	360	3	score	score	NOUN
cana-2114	360	4	is	be	AUX
cana-2114	360	5	too	too	ADV
cana-2114	360	6	high	high	ADJ
cana-2114	360	7	,	,	PUNCT
cana-2114	360	8	the	the	DET
cana-2114	360	9	system	system	NOUN
cana-2114	360	10	updates	update	VERB
cana-2114	360	11	its	its	PRON
cana-2114	360	12	learning	learning	NOUN
cana-2114	360	13	model	model	NOUN
cana-2114	360	14	to	to	PART
cana-2114	360	15	improve	improve	VERB
cana-2114	360	16	future	future	ADJ
cana-2114	360	17	decisions	decision	NOUN
cana-2114	360	18	.	.	PUNCT
cana-2114	361	1	this	this	DET
cana-2114	361	2	cycle	cycle	NOUN
cana-2114	361	3	of	of	ADP
cana-2114	361	4	collecting	collect	VERB
cana-2114	361	5	data	datum	NOUN
cana-2114	361	6	,	,	PUNCT
cana-2114	361	7	updating	update	VERB
cana-2114	361	8	states	state	NOUN
cana-2114	361	9	,	,	PUNCT
cana-2114	361	10	detecting	detect	VERB
cana-2114	361	11	anomalies	anomaly	NOUN
cana-2114	361	12	,	,	PUNCT
cana-2114	361	13	and	and	CCONJ
cana-2114	361	14	retraining	retrain	VERB
cana-2114	361	15	ensures	ensure	VERB
cana-2114	361	16	the	the	DET
cana-2114	361	17	system	system	NOUN
cana-2114	361	18	stays	stay	VERB
cana-2114	361	19	effective	effective	ADJ
cana-2114	361	20	and	and	CCONJ
cana-2114	361	21	reliable	reliable	ADJ
cana-2114	361	22	.	.	PUNCT
cana-2114	362	1	algorithm	algorithm	NOUN
cana-2114	362	2	6	6	NUM
cana-2114	362	3	:	:	PUNCT
cana-2114	362	4	dynamicrl	dynamicrl	NOUN
cana-2114	362	5	-	-	PUNCT
cana-2114	362	6	tcp	tcp	ADJ
cana-2114	362	7	workflow	workflow	NOUN
cana-2114	362	8	1	1	NUM
cana-2114	362	9	.	.	PUNCT
cana-2114	362	10	initialization	initialization	NOUN
cana-2114	362	11	:	:	PUNCT
cana-2114	362	12	2	2	X
cana-2114	362	13	.	.	X
cana-2114	362	14	collect	collect	VERB
cana-2114	362	15	historical	historical	ADJ
cana-2114	362	16	data	datum	NOUN
cana-2114	362	17	for	for	ADP
cana-2114	362	18	all	all	DET
cana-2114	362	19	test	test	NOUN
cana-2114	362	20	cases	case	NOUN
cana-2114	362	21	𝑇	𝑇	PROPN
cana-2114	362	22	across	across	ADP
cana-2114	362	23	multiple	multiple	ADJ
cana-2114	362	24	test	test	NOUN
cana-2114	362	25	runs	run	NOUN
cana-2114	362	26	𝑅.	𝑅.	ADP
cana-2114	362	27	3	3	NUM
cana-2114	362	28	.	.	PUNCT
cana-2114	362	29	calculate	calculate	VERB
cana-2114	362	30	the	the	DET
cana-2114	362	31	statistical	statistical	ADJ
cana-2114	362	32	baselines	baseline	NOUN
cana-2114	362	33	for	for	ADP
cana-2114	362	34	execution	execution	NOUN
cana-2114	362	35	times	time	NOUN
cana-2114	362	36	(	(	PUNCT
cana-2114	362	37	𝜇𝑒	𝜇𝑒	NOUN
cana-2114	362	38	and	and	CCONJ
cana-2114	362	39	𝜎𝑒	𝜎𝑒	NUM
cana-2114	362	40	)	)	PUNCT
cana-2114	362	41	and	and	CCONJ
cana-2114	362	42	fault	fault	VERB
cana-2114	362	43	detection	detection	NOUN
cana-2114	362	44	rates	rate	NOUN
cana-2114	362	45	(	(	PUNCT
cana-2114	362	46	𝜇𝑓	𝜇𝑓	PROPN
cana-2114	362	47	and	and	CCONJ
cana-2114	362	48	𝜎𝑓	𝜎𝑓	PROPN
cana-2114	362	49	)	)	PUNCT
cana-2114	362	50	for	for	ADP
cana-2114	362	51	each	each	DET
cana-2114	362	52	test	test	NOUN
cana-2114	362	53	case	case	NOUN
cana-2114	362	54	𝑡𝑗.	𝑡𝑗.	ADP
cana-2114	362	55	4	4	NUM
cana-2114	362	56	.	.	PUNCT
cana-2114	363	1	data	datum	NOUN
cana-2114	363	2	collection	collection	NOUN
cana-2114	363	3	:	:	PUNCT
cana-2114	364	1	5	5	NUM
cana-2114	364	2	.	.	X
cana-2114	364	3	for	for	SCONJ
cana-2114	364	4	each	each	DET
cana-2114	364	5	new	new	ADJ
cana-2114	364	6	test	test	NOUN
cana-2114	364	7	run	run	VERB
cana-2114	364	8	𝑟𝑘	𝑟𝑘	NOUN
cana-2114	364	9	do	do	AUX
cana-2114	364	10	6	6	NUM
cana-2114	364	11	.	.	PUNCT
cana-2114	364	12	record	record	NOUN
cana-2114	364	13	execution	execution	NOUN
cana-2114	364	14	time	time	NOUN
cana-2114	364	15	𝑒𝑘𝑗	𝑒𝑘𝑗	NOUN
cana-2114	364	16	and	and	CCONJ
cana-2114	364	17	fault	fault	VERB
cana-2114	364	18	detection	detection	NOUN
cana-2114	364	19	𝑓𝑘𝑗	𝑓𝑘𝑗	NOUN
cana-2114	364	20	for	for	ADP
cana-2114	364	21	each	each	DET
cana-2114	364	22	test	test	NOUN
cana-2114	364	23	case	case	NOUN
cana-2114	364	24	𝑡𝑗.	𝑡𝑗.	ADP
cana-2114	364	25	7	7	NUM
cana-2114	364	26	.	.	NOUN
cana-2114	364	27	end	end	VERB
cana-2114	364	28	for	for	ADP
cana-2114	364	29	8	8	NUM
cana-2114	364	30	.	.	PUNCT
cana-2114	365	1	state	state	NOUN
cana-2114	365	2	representation	representation	NOUN
cana-2114	365	3	:	:	PUNCT
cana-2114	365	4	9	9	X
cana-2114	365	5	.	.	X
cana-2114	365	6	define	define	VERB
cana-2114	365	7	the	the	DET
cana-2114	365	8	current	current	ADJ
cana-2114	365	9	state	state	NOUN
cana-2114	365	10	𝑆𝑡	𝑆𝑡	PROPN
cana-2114	365	11	as	as	ADP
cana-2114	365	12	the	the	DET
cana-2114	365	13	set	set	NOUN
cana-2114	365	14	of	of	ADP
cana-2114	365	15	test	test	NOUN
cana-2114	365	16	cases	case	NOUN
cana-2114	365	17	within	within	ADP
cana-2114	365	18	the	the	DET
cana-2114	365	19	sliding	slide	VERB
cana-2114	365	20	window	window	NOUN
cana-2114	365	21	𝑊𝑡	𝑊𝑡	PROPN
cana-2114	365	22	and	and	CCONJ
cana-2114	365	23	their	their	PRON
cana-2114	365	24	associated	associated	ADJ
cana-2114	365	25	historical	historical	ADJ
cana-2114	365	26	data	datum	NOUN
cana-2114	365	27	.	.	PUNCT
cana-2114	366	1	10	10	NUM
cana-2114	366	2	.	.	PUNCT
cana-2114	366	3	action	action	NOUN
cana-2114	366	4	selection	selection	NOUN
cana-2114	366	5	:	:	PUNCT
cana-2114	366	6	11	11	NUM
cana-2114	366	7	.	.	X
cana-2114	366	8	use	use	VERB
cana-2114	366	9	the	the	DET
cana-2114	366	10	policy	policy	NOUN
cana-2114	366	11	network	network	NOUN
cana-2114	366	12	𝜋(𝑎𝑡|𝑠𝑡	𝜋(𝑎𝑡|𝑠𝑡	NUM
cana-2114	366	13	;	;	PUNCT
cana-2114	366	14	𝜃	𝜃	X
cana-2114	366	15	)	)	PUNCT
cana-2114	366	16	to	to	PART
cana-2114	366	17	select	select	VERB
cana-2114	366	18	an	an	DET
cana-2114	366	19	action	action	NOUN
cana-2114	366	20	𝐴𝑡	𝐴𝑡	PROPN
cana-2114	366	21	,	,	PUNCT
cana-2114	366	22	which	which	PRON
cana-2114	366	23	is	be	AUX
cana-2114	366	24	a	a	DET
cana-2114	366	25	sequence	sequence	NOUN
cana-2114	366	26	of	of	ADP
cana-2114	366	27	test	test	NOUN
cana-2114	366	28	cases	case	NOUN
cana-2114	366	29	to	to	PART
cana-2114	366	30	execute	execute	VERB
cana-2114	366	31	within	within	ADP
cana-2114	366	32	the	the	DET
cana-2114	366	33	window	window	NOUN
cana-2114	366	34	𝑊𝑡.	𝑊𝑡.	ADP
cana-2114	366	35	12	12	NUM
cana-2114	366	36	.	.	PUNCT
cana-2114	367	1	test	test	NOUN
cana-2114	367	2	case	case	NOUN
cana-2114	367	3	execution	execution	NOUN
cana-2114	367	4	:	:	PUNCT
cana-2114	367	5	13	13	NUM
cana-2114	367	6	.	.	PUNCT
cana-2114	367	7	execute	execute	VERB
cana-2114	367	8	the	the	DET
cana-2114	367	9	test	test	NOUN
cana-2114	367	10	cases	case	NOUN
cana-2114	367	11	in	in	ADP
cana-2114	367	12	the	the	DET
cana-2114	367	13	order	order	NOUN
cana-2114	367	14	specified	specify	VERB
cana-2114	367	15	by	by	ADP
cana-2114	367	16	𝐴𝑡.	𝐴𝑡.	PROPN
cana-2114	367	17	14	14	NUM
cana-2114	367	18	.	.	PUNCT
cana-2114	368	1	collect	collect	VERB
cana-2114	368	2	the	the	DET
cana-2114	368	3	test	test	NOUN
cana-2114	368	4	outcomes	outcome	NOUN
cana-2114	368	5	,	,	PUNCT
cana-2114	368	6	including	include	VERB
cana-2114	368	7	execution	execution	NOUN
cana-2114	368	8	times	time	NOUN
cana-2114	368	9	𝑒𝑘𝑗	𝑒𝑘𝑗	NOUN
cana-2114	368	10	and	and	CCONJ
cana-2114	368	11	fault	fault	VERB
cana-2114	368	12	detection	detection	NOUN
cana-2114	368	13	results	result	NOUN
cana-2114	368	14	𝑓𝑘𝑗.	𝑓𝑘𝑗.	VERB
cana-2114	368	15	15	15	NUM
cana-2114	368	16	.	.	PUNCT
cana-2114	369	1	reward	reward	NOUN
cana-2114	369	2	calculation	calculation	NOUN
cana-2114	369	3	:	:	PUNCT
cana-2114	369	4	16	16	NUM
cana-2114	369	5	.	.	PUNCT
cana-2114	370	1	compute	compute	VERB
cana-2114	370	2	the	the	DET
cana-2114	370	3	reward	reward	NOUN
cana-2114	370	4	𝑅𝑡	𝑅𝑡	VERB
cana-2114	370	5	for	for	ADP
cana-2114	370	6	the	the	DET
cana-2114	370	7	executed	execute	VERB
cana-2114	370	8	test	test	NOUN
cana-2114	370	9	cases	case	NOUN
cana-2114	370	10	using	use	VERB
cana-2114	370	11	the	the	DET
cana-2114	370	12	formula	formula	NOUN
cana-2114	370	13	:	:	PUNCT
cana-2114	370	14	communications	communication	NOUN
cana-2114	370	15	on	on	ADP
cana-2114	370	16	applied	apply	VERB
cana-2114	370	17	nonlinear	nonlinear	ADJ
cana-2114	370	18	analysis	analysis	NOUN
cana-2114	370	19	issn	issn	NOUN
cana-2114	370	20	:	:	PUNCT
cana-2114	370	21	1074	1074	NUM
cana-2114	370	22	-	-	PUNCT
cana-2114	370	23	133x	133x	NUM
cana-2114	370	24	vol	vol	NOUN
cana-2114	370	25	32	32	NUM
cana-2114	371	1	no	no	NOUN
cana-2114	371	2	.	.	PUNCT
cana-2114	372	1	1s	1s	NUM
cana-2114	372	2	(	(	PUNCT
cana-2114	372	3	2025	2025	NUM
cana-2114	372	4	)	)	PUNCT
cana-2114	372	5	134	134	NUM
cana-2114	373	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-2114	373	2	𝑅𝑡	𝑅𝑡	PROPN
cana-2114	373	3	=	=	PUNCT
cana-2114	373	4	∑	∑	PUNCT
cana-2114	373	5	𝑡𝑗∈𝑊𝑡	𝑡𝑗∈𝑊𝑡	X
cana-2114	373	6	(	(	PUNCT
cana-2114	373	7	𝛼𝑓𝑘𝑗	𝛼𝑓𝑘𝑗	ADJ
cana-2114	373	8	−	−	PROPN
cana-2114	373	9	𝛽𝑒𝑘𝑗	𝛽𝑒𝑘𝑗	NOUN
cana-2114	373	10	)	)	PUNCT
cana-2114	373	11	17	17	NUM
cana-2114	373	12	.	.	PUNCT
cana-2114	374	1	here	here	ADV
cana-2114	374	2	,	,	PUNCT
cana-2114	374	3	𝛼	𝛼	PRON
cana-2114	374	4	and	and	CCONJ
cana-2114	374	5	𝛽	𝛽	NOUN
cana-2114	374	6	are	be	AUX
cana-2114	374	7	weights	weight	NOUN
cana-2114	374	8	balancing	balance	VERB
cana-2114	374	9	fault	fault	NOUN
cana-2114	374	10	detection	detection	NOUN
cana-2114	374	11	and	and	CCONJ
cana-2114	374	12	execution	execution	NOUN
cana-2114	374	13	time	time	NOUN
cana-2114	374	14	.	.	PUNCT
cana-2114	375	1	18	18	NUM
cana-2114	375	2	.	.	PUNCT
cana-2114	376	1	state	state	NOUN
cana-2114	376	2	transition	transition	NOUN
cana-2114	376	3	:	:	PUNCT
cana-2114	376	4	19	19	NUM
cana-2114	376	5	.	.	X
cana-2114	376	6	update	update	VERB
cana-2114	376	7	the	the	DET
cana-2114	376	8	state	state	NOUN
cana-2114	376	9	to	to	ADP
cana-2114	376	10	𝑆𝑡+1	𝑆𝑡+1	NOUN
cana-2114	376	11	based	base	VERB
cana-2114	376	12	on	on	ADP
cana-2114	376	13	the	the	DET
cana-2114	376	14	outcomes	outcome	NOUN
cana-2114	376	15	of	of	ADP
cana-2114	376	16	the	the	DET
cana-2114	376	17	executed	execute	VERB
cana-2114	376	18	test	test	NOUN
cana-2114	376	19	cases	case	NOUN
cana-2114	376	20	:	:	PUNCT
cana-2114	376	21	𝑆𝑡+1	𝑆𝑡+1	NOUN
cana-2114	376	22	=	=	SYM
cana-2114	376	23	𝒯(𝑆𝑡	𝒯(𝑆𝑡	PROPN
cana-2114	376	24	,	,	PUNCT
cana-2114	376	25	𝐴𝑡	𝐴𝑡	PROPN
cana-2114	376	26	,	,	PUNCT
cana-2114	376	27	𝑅𝑡	𝑅𝑡	PROPN
cana-2114	376	28	)	)	PUNCT
cana-2114	376	29	20	20	NUM
cana-2114	376	30	.	.	PUNCT
cana-2114	377	1	shift	shift	VERB
cana-2114	377	2	the	the	DET
cana-2114	377	3	sliding	slide	VERB
cana-2114	377	4	window	window	NOUN
cana-2114	377	5	to	to	ADP
cana-2114	377	6	the	the	DET
cana-2114	377	7	next	next	ADJ
cana-2114	377	8	subset	subset	NOUN
cana-2114	377	9	of	of	ADP
cana-2114	377	10	test	test	NOUN
cana-2114	377	11	cases	case	NOUN
cana-2114	377	12	:	:	PUNCT
cana-2114	377	13	𝑊𝑡+1	𝑊𝑡+1	NOUN
cana-2114	377	14	=	=	SYM
cana-2114	377	15	shift(𝑊𝑡,δ	shift(𝑊𝑡,δ	NOUN
cana-2114	377	16	)	)	PUNCT
cana-2114	377	17	21	21	NUM
cana-2114	377	18	.	.	PUNCT
cana-2114	378	1	anomaly	anomaly	NOUN
cana-2114	378	2	score	score	NOUN
cana-2114	378	3	calculation	calculation	NOUN
cana-2114	378	4	:	:	PUNCT
cana-2114	378	5	22	22	NUM
cana-2114	378	6	.	.	PUNCT
cana-2114	378	7	calculate	calculate	VERB
cana-2114	378	8	the	the	DET
cana-2114	378	9	anomaly	anomaly	NOUN
cana-2114	378	10	scores	score	NOUN
cana-2114	378	11	𝑎𝑒𝑘(𝑗	𝑎𝑒𝑘(𝑗	PROPN
cana-2114	378	12	)	)	PUNCT
cana-2114	378	13	and	and	CCONJ
cana-2114	378	14	𝑎𝑓𝑘(𝑗	𝑎𝑓𝑘(𝑗	PROPN
cana-2114	378	15	)	)	PUNCT
cana-2114	378	16	for	for	ADP
cana-2114	378	17	the	the	DET
cana-2114	378	18	new	new	ADJ
cana-2114	378	19	test	test	NOUN
cana-2114	378	20	run	run	NOUN
cana-2114	378	21	:	:	PUNCT
cana-2114	378	22	𝑎𝑒𝑘(𝑗	𝑎𝑒𝑘(𝑗	PROPN
cana-2114	378	23	)	)	PUNCT
cana-2114	378	24	=	=	NOUN
cana-2114	378	25	𝑒𝑘𝑗	𝑒𝑘𝑗	NOUN
cana-2114	378	26	−	−	NOUN
cana-2114	378	27	𝜇𝑒(𝑗	𝜇𝑒(𝑗	NOUN
cana-2114	378	28	)	)	PUNCT
cana-2114	378	29	𝜎𝑒(𝑗	𝜎𝑒(𝑗	NOUN
cana-2114	378	30	)	)	PUNCT
cana-2114	378	31	𝑎𝑓𝑘(𝑗	𝑎𝑓𝑘(𝑗	PROPN
cana-2114	378	32	)	)	PUNCT
cana-2114	378	33	=	=	PUNCT
cana-2114	378	34	𝑓𝑘𝑗	𝑓𝑘𝑗	ADV
cana-2114	378	35	−	−	PROPN
cana-2114	378	36	𝜇𝑓(𝑗	𝜇𝑓(𝑗	NUM
cana-2114	378	37	)	)	PUNCT
cana-2114	378	38	𝜎𝑓(𝑗	𝜎𝑓(𝑗	NUM
cana-2114	378	39	)	)	PUNCT
cana-2114	378	40	23	23	NUM
cana-2114	378	41	.	.	PUNCT
cana-2114	379	1	anomaly	anomaly	PROPN
cana-2114	379	2	detection	detection	NOUN
cana-2114	379	3	:	:	PUNCT
cana-2114	379	4	24	24	NUM
cana-2114	379	5	.	.	PUNCT
cana-2114	379	6	compare	compare	VERB
cana-2114	379	7	the	the	DET
cana-2114	379	8	anomaly	anomaly	NOUN
cana-2114	379	9	scores	score	NOUN
cana-2114	379	10	against	against	ADP
cana-2114	379	11	the	the	DET
cana-2114	379	12	thresholds	threshold	NOUN
cana-2114	379	13	𝜃𝑒	𝜃𝑒	NOUN
cana-2114	379	14	and	and	CCONJ
cana-2114	379	15	𝜃𝑓	𝜃𝑓	ADV
cana-2114	379	16	:	:	PUNCT
cana-2114	379	17	if|𝑎𝑒𝑘(𝑗)|	if|𝑎𝑒𝑘(𝑗)|	NOUN
cana-2114	379	18	>	>	X
cana-2114	379	19	𝜃𝑒or|𝑎𝑓𝑘(𝑗)|	𝜃𝑒or|𝑎𝑓𝑘(𝑗)|	X
cana-2114	379	20	>	>	PUNCT
cana-2114	379	21	𝜃𝑓	𝜃𝑓	X
cana-2114	379	22	,	,	PUNCT
cana-2114	379	23	mark𝑡𝑗asanomalous	mark𝑡𝑗asanomalous	ADJ
cana-2114	379	24	25	25	NUM
cana-2114	379	25	.	.	PUNCT
cana-2114	379	26	composite	composite	ADJ
cana-2114	379	27	anomaly	anomaly	NOUN
cana-2114	379	28	score	score	NOUN
cana-2114	379	29	:	:	PUNCT
cana-2114	379	30	26	26	NUM
cana-2114	379	31	.	.	X
cana-2114	379	32	compute	compute	VERB
cana-2114	379	33	the	the	DET
cana-2114	379	34	composite	composite	ADJ
cana-2114	379	35	anomaly	anomaly	NOUN
cana-2114	379	36	score	score	NOUN
cana-2114	379	37	𝐴𝑘	𝐴𝑘	PROPN
cana-2114	379	38	for	for	ADP
cana-2114	379	39	the	the	DET
cana-2114	379	40	test	test	NOUN
cana-2114	379	41	run	run	NOUN
cana-2114	379	42	:	:	PUNCT
cana-2114	380	1	𝐴𝑘	𝐴𝑘	PROPN
cana-2114	380	2	=	=	SYM
cana-2114	380	3	1	1	NUM
cana-2114	380	4	𝑛	𝑛	DET
cana-2114	380	5	∑	∑	PUNCT
cana-2114	380	6	𝑛	𝑛	PRON
cana-2114	380	7	𝑗=1	𝑗=1	PROPN
cana-2114	380	8	(	(	PUNCT
cana-2114	380	9	|𝑎𝑒𝑘(𝑗)|	|𝑎𝑒𝑘(𝑗)|	PROPN
cana-2114	380	10	+	+	CCONJ
cana-2114	380	11	|𝑎𝑓𝑘(𝑗)|	|𝑎𝑓𝑘(𝑗)|	PROPN
cana-2114	380	12	)	)	PUNCT
cana-2114	380	13	27	27	NUM
cana-2114	380	14	.	.	PUNCT
cana-2114	380	15	retraining	retrain	VERB
cana-2114	380	16	decision	decision	NOUN
cana-2114	380	17	:	:	PUNCT
cana-2114	380	18	28	28	NUM
cana-2114	380	19	.	.	X
cana-2114	380	20	determine	determine	VERB
cana-2114	380	21	if	if	SCONJ
cana-2114	380	22	retraining	retrain	VERB
cana-2114	380	23	is	be	AUX
cana-2114	380	24	necessary	necessary	ADJ
cana-2114	380	25	based	base	VERB
cana-2114	380	26	on	on	ADP
cana-2114	380	27	the	the	DET
cana-2114	380	28	composite	composite	ADJ
cana-2114	380	29	anomaly	anomaly	NOUN
cana-2114	380	30	score	score	NOUN
cana-2114	380	31	:	:	PUNCT
cana-2114	380	32	if𝐴𝑘	if𝐴𝑘	NOUN
cana-2114	380	33	>	>	X
cana-2114	380	34	𝜃𝐴	𝜃𝐴	PROPN
cana-2114	380	35	,	,	PUNCT
cana-2114	380	36	triggerretraining	triggerretraine	VERB
cana-2114	380	37	29	29	NUM
cana-2114	380	38	.	.	PUNCT
cana-2114	380	39	policy	policy	NOUN
cana-2114	380	40	and	and	CCONJ
cana-2114	380	41	value	value	NOUN
cana-2114	380	42	network	network	NOUN
cana-2114	380	43	update	update	NOUN
cana-2114	380	44	:	:	PUNCT
cana-2114	380	45	30	30	NUM
cana-2114	380	46	.	.	X
cana-2114	381	1	update	update	VERB
cana-2114	381	2	the	the	DET
cana-2114	381	3	policy	policy	NOUN
cana-2114	381	4	network	network	NOUN
cana-2114	381	5	parameters	parameter	NOUN
cana-2114	381	6	𝜃	𝜃	VERB
cana-2114	381	7	using	use	VERB
cana-2114	381	8	the	the	DET
cana-2114	381	9	policy	policy	NOUN
cana-2114	381	10	gradient	gradient	NOUN
cana-2114	381	11	method	method	NOUN
cana-2114	381	12	:	:	PUNCT
cana-2114	381	13	ℒ(𝜃	ℒ(𝜃	NUM
cana-2114	381	14	)	)	PUNCT
cana-2114	381	15	=	=	SYM
cana-2114	381	16	𝔼𝑡[min(𝑟𝑡(𝜃)	𝔼𝑡[min(𝑟𝑡(𝜃)	PROPN
cana-2114	381	17	�	�	PROPN
cana-2114	381	18	̂	̂	NUM
cana-2114	381	19	�	�	NOUN
cana-2114	381	20	𝑡	𝑡	NOUN
cana-2114	381	21	,	,	PUNCT
cana-2114	381	22	clip(𝑟𝑡(𝜃),1	clip(𝑟𝑡(𝜃),1	PROPN
cana-2114	381	23	−	−	PROPN
cana-2114	381	24	𝜖	𝜖	PROPN
cana-2114	381	25	,	,	PUNCT
cana-2114	381	26	1	1	NUM
cana-2114	381	27	+	+	CCONJ
cana-2114	381	28	𝜖)	𝜖)	NUM
cana-2114	381	29	�	�	NOUN
cana-2114	381	30	̂	̂	NOUN
cana-2114	381	31	�	�	NOUN
cana-2114	381	32	𝑡	𝑡	NOUN
cana-2114	381	33	)	)	PUNCT
cana-2114	381	34	]	]	PUNCT
cana-2114	381	35	31	31	NUM
cana-2114	381	36	.	.	PUNCT
cana-2114	382	1	update	update	VERB
cana-2114	382	2	the	the	DET
cana-2114	382	3	value	value	NOUN
cana-2114	382	4	network	network	NOUN
cana-2114	382	5	parameters	parameter	NOUN
cana-2114	382	6	𝑤	𝑤	VERB
cana-2114	382	7	by	by	ADP
cana-2114	382	8	minimizing	minimize	VERB
cana-2114	382	9	the	the	DET
cana-2114	382	10	mean	mean	ADJ
cana-2114	382	11	squared	square	VERB
cana-2114	382	12	error	error	NOUN
cana-2114	382	13	:	:	PUNCT
cana-2114	382	14	ℒ(𝑤	ℒ(𝑤	NUM
cana-2114	382	15	)	)	PUNCT
cana-2114	382	16	=	=	NOUN
cana-2114	382	17	1	1	NUM
cana-2114	382	18	𝑁	𝑁	PROPN
cana-2114	382	19	∑	∑	PUNCT
cana-2114	382	20	𝑁	𝑁	PROPN
cana-2114	382	21	𝑡=1	𝑡=1	PROPN
cana-2114	382	22	(	(	PUNCT
cana-2114	382	23	𝑉(𝑠𝑡	𝑉(𝑠𝑡	X
cana-2114	382	24	;	;	PUNCT
cana-2114	382	25	𝑤	𝑤	X
cana-2114	382	26	)	)	PUNCT
cana-2114	383	1	−	−	PROPN
cana-2114	383	2	�	�	PROPN
cana-2114	383	3	̂	̂	NOUN
cana-2114	383	4	�	�	NOUN
cana-2114	383	5	𝑡	𝑡	NOUN
cana-2114	383	6	)	)	PUNCT
cana-2114	383	7	2	2	NUM
cana-2114	383	8	32	32	NUM
cana-2114	383	9	.	.	PUNCT
cana-2114	384	1	repeat	repeat	VERB
cana-2114	384	2	the	the	DET
cana-2114	384	3	cycle	cycle	NOUN
cana-2114	384	4	:	:	PUNCT
cana-2114	384	5	33	33	NUM
cana-2114	384	6	.	.	PUNCT
cana-2114	384	7	continuously	continuously	ADV
cana-2114	384	8	repeat	repeat	VERB
cana-2114	384	9	steps	step	NOUN
cana-2114	384	10	2	2	NUM
cana-2114	384	11	to	to	ADP
cana-2114	384	12	12	12	NUM
cana-2114	384	13	for	for	ADP
cana-2114	384	14	each	each	DET
cana-2114	384	15	new	new	ADJ
cana-2114	384	16	test	test	NOUN
cana-2114	384	17	run	run	NOUN
cana-2114	384	18	,	,	PUNCT
cana-2114	384	19	ensuring	ensure	VERB
cana-2114	384	20	the	the	DET
cana-2114	384	21	system	system	NOUN
cana-2114	384	22	dynamically	dynamically	ADV
cana-2114	384	23	adapts	adapt	VERB
cana-2114	384	24	and	and	CCONJ
cana-2114	384	25	improves	improve	VERB
cana-2114	384	26	its	its	PRON
cana-2114	384	27	test	test	NOUN
cana-2114	384	28	case	case	NOUN
cana-2114	384	29	prioritization	prioritization	NOUN
cana-2114	384	30	strategy	strategy	NOUN
cana-2114	384	31	.	.	PUNCT
cana-2114	385	1	the	the	DET
cana-2114	385	2	workflow	workflow	NOUN
cana-2114	385	3	starts	start	VERB
cana-2114	385	4	by	by	ADP
cana-2114	385	5	collecting	collect	VERB
cana-2114	385	6	historical	historical	ADJ
cana-2114	385	7	data	datum	NOUN
cana-2114	385	8	and	and	CCONJ
cana-2114	385	9	calculating	calculate	VERB
cana-2114	385	10	statistical	statistical	ADJ
cana-2114	385	11	baselines	baseline	NOUN
cana-2114	385	12	.	.	PUNCT
cana-2114	386	1	for	for	ADP
cana-2114	386	2	each	each	DET
cana-2114	386	3	new	new	ADJ
cana-2114	386	4	test	test	NOUN
cana-2114	386	5	run	run	NOUN
cana-2114	386	6	,	,	PUNCT
cana-2114	386	7	the	the	DET
cana-2114	386	8	system	system	NOUN
cana-2114	386	9	records	record	VERB
cana-2114	386	10	execution	execution	NOUN
cana-2114	386	11	times	time	NOUN
cana-2114	386	12	and	and	CCONJ
cana-2114	386	13	fault	fault	VERB
cana-2114	386	14	detection	detection	NOUN
cana-2114	386	15	results	result	NOUN
cana-2114	386	16	.	.	PUNCT
cana-2114	387	1	it	it	PRON
cana-2114	387	2	defines	define	VERB
cana-2114	387	3	the	the	DET
cana-2114	387	4	current	current	ADJ
cana-2114	387	5	state	state	NOUN
cana-2114	387	6	and	and	CCONJ
cana-2114	387	7	uses	use	VERB
cana-2114	387	8	the	the	DET
cana-2114	387	9	policy	policy	NOUN
cana-2114	387	10	network	network	NOUN
cana-2114	387	11	to	to	PART
cana-2114	387	12	select	select	VERB
cana-2114	387	13	the	the	DET
cana-2114	387	14	sequence	sequence	NOUN
cana-2114	387	15	of	of	ADP
cana-2114	387	16	test	test	NOUN
cana-2114	387	17	cases	case	NOUN
cana-2114	387	18	to	to	PART
cana-2114	387	19	execute	execute	VERB
cana-2114	387	20	.	.	PUNCT
cana-2114	388	1	after	after	ADP
cana-2114	388	2	executing	execute	VERB
cana-2114	388	3	the	the	DET
cana-2114	388	4	tests	test	NOUN
cana-2114	388	5	and	and	CCONJ
cana-2114	388	6	collecting	collect	VERB
cana-2114	388	7	outcomes	outcome	NOUN
cana-2114	388	8	,	,	PUNCT
cana-2114	388	9	it	it	PRON
cana-2114	388	10	calculates	calculate	VERB
cana-2114	388	11	a	a	DET
cana-2114	388	12	reward	reward	NOUN
cana-2114	388	13	based	base	VERB
cana-2114	388	14	on	on	ADP
cana-2114	388	15	the	the	DET
cana-2114	388	16	results	result	NOUN
cana-2114	388	17	.	.	PUNCT
cana-2114	389	1	the	the	DET
cana-2114	389	2	state	state	NOUN
cana-2114	389	3	is	be	AUX
cana-2114	389	4	then	then	ADV
cana-2114	389	5	updated	update	VERB
cana-2114	389	6	,	,	PUNCT
cana-2114	389	7	and	and	CCONJ
cana-2114	389	8	the	the	DET
cana-2114	389	9	sliding	slide	VERB
cana-2114	389	10	window	window	NOUN
cana-2114	389	11	shifts	shift	NOUN
cana-2114	389	12	to	to	ADP
cana-2114	389	13	the	the	DET
cana-2114	389	14	next	next	ADJ
cana-2114	389	15	set	set	NOUN
cana-2114	389	16	of	of	ADP
cana-2114	389	17	test	test	NOUN
cana-2114	389	18	cases	case	NOUN
cana-2114	389	19	.	.	PUNCT
cana-2114	390	1	the	the	DET
cana-2114	390	2	system	system	NOUN
cana-2114	390	3	calculates	calculate	VERB
cana-2114	390	4	anomaly	anomaly	NOUN
cana-2114	390	5	scores	score	NOUN
cana-2114	390	6	and	and	CCONJ
cana-2114	390	7	compares	compare	VERB
cana-2114	390	8	them	they	PRON
cana-2114	390	9	against	against	ADP
cana-2114	390	10	thresholds	threshold	NOUN
cana-2114	390	11	to	to	PART
cana-2114	390	12	identify	identify	VERB
cana-2114	390	13	any	any	DET
cana-2114	390	14	anomalies	anomaly	NOUN
cana-2114	390	15	.	.	PUNCT
cana-2114	391	1	a	a	DET
cana-2114	391	2	composite	composite	ADJ
cana-2114	391	3	anomaly	anomaly	NOUN
cana-2114	391	4	score	score	NOUN
cana-2114	391	5	is	be	AUX
cana-2114	391	6	computed	compute	VERB
cana-2114	391	7	,	,	PUNCT
cana-2114	391	8	and	and	CCONJ
cana-2114	391	9	if	if	SCONJ
cana-2114	391	10	it	it	PRON
cana-2114	391	11	exceeds	exceed	VERB
cana-2114	391	12	a	a	DET
cana-2114	391	13	set	set	VERB
cana-2114	391	14	threshold	threshold	NOUN
cana-2114	391	15	,	,	PUNCT
cana-2114	391	16	retraining	retrain	VERB
cana-2114	391	17	is	be	AUX
cana-2114	391	18	triggered	trigger	VERB
cana-2114	391	19	.	.	PUNCT
cana-2114	392	1	the	the	DET
cana-2114	392	2	policy	policy	NOUN
cana-2114	392	3	and	and	CCONJ
cana-2114	392	4	value	value	NOUN
cana-2114	392	5	networks	network	NOUN
cana-2114	392	6	are	be	AUX
cana-2114	392	7	updated	update	VERB
cana-2114	392	8	based	base	VERB
cana-2114	392	9	on	on	ADP
cana-2114	392	10	the	the	DET
cana-2114	392	11	new	new	ADJ
cana-2114	392	12	data	datum	NOUN
cana-2114	392	13	,	,	PUNCT
cana-2114	392	14	and	and	CCONJ
cana-2114	392	15	the	the	DET
cana-2114	392	16	cycle	cycle	NOUN
cana-2114	392	17	repeats	repeat	VERB
cana-2114	392	18	for	for	ADP
cana-2114	392	19	each	each	DET
cana-2114	392	20	new	new	ADJ
cana-2114	392	21	test	test	NOUN
cana-2114	392	22	run	run	NOUN
cana-2114	392	23	.	.	PUNCT
cana-2114	393	1	communications	communication	NOUN
cana-2114	393	2	on	on	ADP
cana-2114	393	3	applied	apply	VERB
cana-2114	393	4	nonlinear	nonlinear	ADJ
cana-2114	393	5	analysis	analysis	NOUN
cana-2114	393	6	issn	issn	NOUN
cana-2114	393	7	:	:	PUNCT
cana-2114	393	8	1074	1074	NUM
cana-2114	393	9	-	-	PUNCT
cana-2114	393	10	133x	133x	NUM
cana-2114	393	11	vol	vol	NOUN
cana-2114	393	12	32	32	NUM
cana-2114	393	13	no	no	NOUN
cana-2114	393	14	.	.	PUNCT
cana-2114	394	1	1s	1s	NUM
cana-2114	394	2	(	(	PUNCT
cana-2114	394	3	2025	2025	NUM
cana-2114	394	4	)	)	PUNCT
cana-2114	394	5	135	135	NUM
cana-2114	394	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2114	394	7	figure	figure	NOUN
cana-2114	394	8	1	1	NUM
cana-2114	394	9	:	:	PUNCT
cana-2114	394	10	workflow	workflow	NOUN
cana-2114	394	11	of	of	ADP
cana-2114	394	12	anomaly	anomaly	NOUN
cana-2114	394	13	detection	detection	NOUN
cana-2114	394	14	and	and	CCONJ
cana-2114	394	15	test	test	NOUN
cana-2114	394	16	case	case	NOUN
cana-2114	394	17	prioritization	prioritization	NOUN
cana-2114	394	18	algorithm	algorithm	NOUN
cana-2114	394	19	this	this	DET
cana-2114	394	20	comprehensive	comprehensive	ADJ
cana-2114	394	21	architecture	architecture	NOUN
cana-2114	394	22	shown	show	VERB
cana-2114	394	23	in	in	ADP
cana-2114	394	24	figure	figure	NOUN
cana-2114	394	25	1	1	NUM
cana-2114	394	26	exemplifies	exemplify	VERB
cana-2114	394	27	a	a	DET
cana-2114	394	28	robust	robust	ADJ
cana-2114	394	29	system	system	NOUN
cana-2114	394	30	that	that	PRON
cana-2114	394	31	continuously	continuously	ADV
cana-2114	394	32	evolves	evolve	VERB
cana-2114	394	33	and	and	CCONJ
cana-2114	394	34	enhances	enhance	VERB
cana-2114	394	35	its	its	PRON
cana-2114	394	36	performance	performance	NOUN
cana-2114	394	37	over	over	ADP
cana-2114	394	38	time	time	NOUN
cana-2114	394	39	.	.	PUNCT
cana-2114	395	1	by	by	ADP
cana-2114	395	2	integrating	integrate	VERB
cana-2114	395	3	reinforcement	reinforcement	NOUN
cana-2114	395	4	learning	learning	NOUN
cana-2114	395	5	with	with	ADP
cana-2114	395	6	a	a	DET
cana-2114	395	7	sliding	slide	VERB
cana-2114	395	8	window	window	NOUN
cana-2114	395	9	strategy	strategy	NOUN
cana-2114	395	10	and	and	CCONJ
cana-2114	395	11	vigilant	vigilant	ADJ
cana-2114	395	12	anomaly	anomaly	NOUN
cana-2114	395	13	detection	detection	NOUN
cana-2114	395	14	,	,	PUNCT
cana-2114	395	15	the	the	DET
cana-2114	395	16	system	system	NOUN
cana-2114	395	17	adeptly	adeptly	ADV
cana-2114	395	18	identifies	identify	VERB
cana-2114	395	19	problems	problem	NOUN
cana-2114	395	20	early	early	ADV
cana-2114	395	21	and	and	CCONJ
cana-2114	395	22	adapts	adapt	VERB
cana-2114	395	23	to	to	ADP
cana-2114	395	24	changes	change	NOUN
cana-2114	395	25	efficiently	efficiently	ADV
cana-2114	395	26	,	,	PUNCT
cana-2114	395	27	all	all	PRON
cana-2114	395	28	while	while	SCONJ
cana-2114	395	29	minimizing	minimize	VERB
cana-2114	395	30	the	the	DET
cana-2114	395	31	need	need	NOUN
cana-2114	395	32	for	for	ADP
cana-2114	395	33	frequent	frequent	ADJ
cana-2114	395	34	retraining	retraining	NOUN
cana-2114	395	35	.	.	PUNCT
cana-2114	396	1	communications	communication	NOUN
cana-2114	396	2	on	on	ADP
cana-2114	396	3	applied	apply	VERB
cana-2114	396	4	nonlinear	nonlinear	ADJ
cana-2114	396	5	analysis	analysis	NOUN
cana-2114	396	6	issn	issn	NOUN
cana-2114	396	7	:	:	PUNCT
cana-2114	396	8	1074	1074	NUM
cana-2114	396	9	-	-	PUNCT
cana-2114	396	10	133x	133x	NUM
cana-2114	396	11	vol	vol	NOUN
cana-2114	396	12	32	32	NUM
cana-2114	396	13	no	no	NOUN
cana-2114	396	14	.	.	PUNCT
cana-2114	397	1	1s	1s	NUM
cana-2114	397	2	(	(	PUNCT
cana-2114	397	3	2025	2025	NUM
cana-2114	397	4	)	)	PUNCT
cana-2114	397	5	136	136	NUM
cana-2114	397	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2114	397	7	4	4	NUM
cana-2114	397	8	experimental	experimental	ADJ
cana-2114	397	9	study	study	NOUN
cana-2114	397	10	the	the	DET
cana-2114	397	11	defects4j	defects4j	NOUN
cana-2114	397	12	dataset	dataset	NOUN
cana-2114	398	1	[	[	X
cana-2114	398	2	24	24	NUM
cana-2114	398	3	]	]	PUNCT
cana-2114	398	4	is	be	AUX
cana-2114	398	5	used	use	VERB
cana-2114	398	6	to	to	PART
cana-2114	398	7	test	test	VERB
cana-2114	398	8	and	and	CCONJ
cana-2114	398	9	evaluate	evaluate	VERB
cana-2114	398	10	the	the	DET
cana-2114	398	11	dynamicrl	dynamicrl	NOUN
cana-2114	398	12	-	-	PUNCT
cana-2114	398	13	tcp	tcp	ADJ
cana-2114	398	14	system	system	NOUN
cana-2114	398	15	.	.	PUNCT
cana-2114	399	1	this	this	DET
cana-2114	399	2	dataset	dataset	NOUN
cana-2114	399	3	includes	include	VERB
cana-2114	399	4	real	real	ADJ
cana-2114	399	5	-	-	PUNCT
cana-2114	399	6	world	world	NOUN
cana-2114	399	7	software	software	NOUN
cana-2114	399	8	projects	project	NOUN
cana-2114	399	9	with	with	ADP
cana-2114	399	10	known	know	VERB
cana-2114	399	11	bugs	bug	NOUN
cana-2114	399	12	and	and	CCONJ
cana-2114	399	13	provides	provide	VERB
cana-2114	399	14	detailed	detailed	ADJ
cana-2114	399	15	data	datum	NOUN
cana-2114	399	16	on	on	ADP
cana-2114	399	17	how	how	SCONJ
cana-2114	399	18	these	these	DET
cana-2114	399	19	projects	project	NOUN
cana-2114	399	20	are	be	AUX
cana-2114	399	21	tested	test	VERB
cana-2114	399	22	.	.	PUNCT
cana-2114	400	1	the	the	DET
cana-2114	400	2	dataset	dataset	NOUN
cana-2114	400	3	includes	include	VERB
cana-2114	400	4	several	several	ADJ
cana-2114	400	5	open	open	ADJ
cana-2114	400	6	-	-	PUNCT
cana-2114	400	7	source	source	NOUN
cana-2114	400	8	java	java	NOUN
cana-2114	400	9	projects	project	NOUN
cana-2114	400	10	from	from	ADP
cana-2114	400	11	various	various	ADJ
cana-2114	400	12	domains	domain	NOUN
cana-2114	400	13	,	,	PUNCT
cana-2114	400	14	ensuring	ensure	VERB
cana-2114	400	15	a	a	DET
cana-2114	400	16	broad	broad	ADJ
cana-2114	400	17	and	and	CCONJ
cana-2114	400	18	realistic	realistic	ADJ
cana-2114	400	19	testing	testing	NOUN
cana-2114	400	20	environment	environment	NOUN
cana-2114	400	21	.	.	PUNCT
cana-2114	401	1	it	it	PRON
cana-2114	401	2	provides	provide	VERB
cana-2114	401	3	historical	historical	ADJ
cana-2114	401	4	test	test	NOUN
cana-2114	401	5	case	case	NOUN
cana-2114	401	6	execution	execution	NOUN
cana-2114	401	7	data	datum	NOUN
cana-2114	401	8	,	,	PUNCT
cana-2114	401	9	which	which	PRON
cana-2114	401	10	includes	include	VERB
cana-2114	401	11	how	how	SCONJ
cana-2114	401	12	long	long	ADV
cana-2114	401	13	each	each	DET
cana-2114	401	14	test	test	NOUN
cana-2114	401	15	took	take	VERB
cana-2114	401	16	and	and	CCONJ
cana-2114	401	17	whether	whether	SCONJ
cana-2114	401	18	it	it	PRON
cana-2114	401	19	passed	pass	VERB
cana-2114	401	20	or	or	CCONJ
cana-2114	401	21	failed	fail	VERB
cana-2114	401	22	.	.	PUNCT
cana-2114	402	1	this	this	DET
cana-2114	402	2	historical	historical	ADJ
cana-2114	402	3	data	datum	NOUN
cana-2114	402	4	is	be	AUX
cana-2114	402	5	crucial	crucial	ADJ
cana-2114	402	6	for	for	ADP
cana-2114	402	7	training	train	VERB
cana-2114	402	8	the	the	DET
cana-2114	402	9	reinforcement	reinforcement	NOUN
cana-2114	402	10	learning	learning	NOUN
cana-2114	402	11	(	(	PUNCT
cana-2114	402	12	rl	rl	NOUN
cana-2114	402	13	)	)	PUNCT
cana-2114	402	14	model	model	NOUN
cana-2114	402	15	in	in	ADP
cana-2114	402	16	dynamicrl	dynamicrl	NOUN
cana-2114	402	17	-	-	PUNCT
cana-2114	402	18	tcp	tcp	PROPN
cana-2114	402	19	,	,	PUNCT
cana-2114	402	20	allowing	allow	VERB
cana-2114	402	21	it	it	PRON
cana-2114	402	22	to	to	PART
cana-2114	402	23	learn	learn	VERB
cana-2114	402	24	from	from	ADP
cana-2114	402	25	past	past	ADJ
cana-2114	402	26	test	test	NOUN
cana-2114	402	27	executions	execution	NOUN
cana-2114	402	28	.	.	PUNCT
cana-2114	403	1	additionally	additionally	ADV
cana-2114	403	2	,	,	PUNCT
cana-2114	403	3	the	the	DET
cana-2114	403	4	dataset	dataset	NOUN
cana-2114	403	5	contains	contain	VERB
cana-2114	403	6	detailed	detailed	ADJ
cana-2114	403	7	information	information	NOUN
cana-2114	403	8	about	about	ADP
cana-2114	403	9	the	the	DET
cana-2114	403	10	bugs	bug	NOUN
cana-2114	403	11	,	,	PUNCT
cana-2114	403	12	such	such	ADJ
cana-2114	403	13	as	as	ADP
cana-2114	403	14	their	their	PRON
cana-2114	403	15	locations	location	NOUN
cana-2114	403	16	and	and	CCONJ
cana-2114	403	17	types	type	NOUN
cana-2114	403	18	.	.	PUNCT
cana-2114	404	1	this	this	DET
cana-2114	404	2	information	information	NOUN
cana-2114	404	3	helps	help	VERB
cana-2114	404	4	in	in	ADP
cana-2114	404	5	measuring	measure	VERB
cana-2114	404	6	how	how	SCONJ
cana-2114	404	7	well	well	ADV
cana-2114	404	8	different	different	ADJ
cana-2114	404	9	testing	testing	NOUN
cana-2114	404	10	methods	method	NOUN
cana-2114	404	11	detect	detect	VERB
cana-2114	404	12	these	these	DET
cana-2114	404	13	bugs	bug	NOUN
cana-2114	404	14	.	.	PUNCT
cana-2114	405	1	the	the	DET
cana-2114	405	2	dataset	dataset	NOUN
cana-2114	405	3	also	also	ADV
cana-2114	405	4	offers	offer	VERB
cana-2114	405	5	software	software	NOUN
cana-2114	405	6	metrics	metric	NOUN
cana-2114	405	7	like	like	ADP
cana-2114	405	8	code	code	NOUN
cana-2114	405	9	coverage	coverage	NOUN
cana-2114	405	10	,	,	PUNCT
cana-2114	405	11	showing	show	VERB
cana-2114	405	12	which	which	PRON
cana-2114	405	13	parts	part	NOUN
cana-2114	405	14	of	of	ADP
cana-2114	405	15	the	the	DET
cana-2114	405	16	code	code	NOUN
cana-2114	405	17	are	be	AUX
cana-2114	405	18	being	be	AUX
cana-2114	405	19	tested	test	VERB
cana-2114	405	20	and	and	CCONJ
cana-2114	405	21	which	which	PRON
cana-2114	405	22	parts	part	NOUN
cana-2114	405	23	might	might	AUX
cana-2114	405	24	contain	contain	VERB
cana-2114	405	25	defects	defect	NOUN
cana-2114	405	26	.	.	PUNCT
cana-2114	406	1	in	in	ADP
cana-2114	406	2	the	the	DET
cana-2114	406	3	data	data	NOUN
cana-2114	406	4	collection	collection	NOUN
cana-2114	406	5	layer	layer	NOUN
cana-2114	406	6	,	,	PUNCT
cana-2114	406	7	dynamicrl	dynamicrl	NOUN
cana-2114	406	8	-	-	PUNCT
cana-2114	406	9	tcp	tcp	PROPN
cana-2114	406	10	gathers	gather	VERB
cana-2114	406	11	information	information	NOUN
cana-2114	406	12	from	from	ADP
cana-2114	406	13	the	the	DET
cana-2114	406	14	defects4j	defects4j	NOUN
cana-2114	406	15	dataset	dataset	VERB
cana-2114	406	16	every	every	DET
cana-2114	406	17	time	time	NOUN
cana-2114	406	18	a	a	DET
cana-2114	406	19	test	test	NOUN
cana-2114	406	20	case	case	NOUN
cana-2114	406	21	is	be	AUX
cana-2114	406	22	executed	execute	VERB
cana-2114	406	23	.	.	PUNCT
cana-2114	407	1	this	this	DET
cana-2114	407	2	information	information	NOUN
cana-2114	407	3	includes	include	VERB
cana-2114	407	4	the	the	DET
cana-2114	407	5	duration	duration	NOUN
cana-2114	407	6	of	of	ADP
cana-2114	407	7	the	the	DET
cana-2114	407	8	test	test	NOUN
cana-2114	407	9	and	and	CCONJ
cana-2114	407	10	whether	whether	SCONJ
cana-2114	407	11	any	any	DET
cana-2114	407	12	faults	fault	NOUN
cana-2114	407	13	were	be	AUX
cana-2114	407	14	found	find	VERB
cana-2114	407	15	.	.	PUNCT
cana-2114	408	1	this	this	DET
cana-2114	408	2	data	data	NOUN
cana-2114	408	3	is	be	AUX
cana-2114	408	4	stored	store	VERB
cana-2114	408	5	in	in	ADP
cana-2114	408	6	an	an	DET
cana-2114	408	7	experience	experience	NOUN
cana-2114	408	8	replay	replay	NOUN
cana-2114	408	9	buffer	buffer	NOUN
cana-2114	408	10	,	,	PUNCT
cana-2114	408	11	which	which	PRON
cana-2114	408	12	the	the	DET
cana-2114	408	13	rl	rl	PROPN
cana-2114	408	14	model	model	NOUN
cana-2114	408	15	uses	use	VERB
cana-2114	408	16	to	to	PART
cana-2114	408	17	improve	improve	VERB
cana-2114	408	18	its	its	PRON
cana-2114	408	19	decision	decision	NOUN
cana-2114	408	20	-	-	PUNCT
cana-2114	408	21	making	making	NOUN
cana-2114	408	22	.	.	PUNCT
cana-2114	409	1	the	the	DET
cana-2114	409	2	historical	historical	ADJ
cana-2114	409	3	data	datum	NOUN
cana-2114	409	4	from	from	ADP
cana-2114	409	5	defects4j	defects4j	NOUN
cana-2114	409	6	is	be	AUX
cana-2114	409	7	used	use	VERB
cana-2114	409	8	by	by	ADP
cana-2114	409	9	the	the	DET
cana-2114	409	10	rl	rl	PROPN
cana-2114	409	11	agent	agent	NOUN
cana-2114	409	12	to	to	PART
cana-2114	409	13	train	train	VERB
cana-2114	409	14	its	its	PRON
cana-2114	409	15	policy	policy	NOUN
cana-2114	409	16	network	network	NOUN
cana-2114	409	17	and	and	CCONJ
cana-2114	409	18	value	value	NOUN
cana-2114	409	19	network	network	NOUN
cana-2114	409	20	.	.	PUNCT
cana-2114	410	1	these	these	DET
cana-2114	410	2	networks	network	NOUN
cana-2114	410	3	learn	learn	VERB
cana-2114	410	4	effective	effective	ADJ
cana-2114	410	5	strategies	strategy	NOUN
cana-2114	410	6	for	for	ADP
cana-2114	410	7	test	test	NOUN
cana-2114	410	8	case	case	NOUN
cana-2114	410	9	prioritization	prioritization	NOUN
cana-2114	410	10	based	base	VERB
cana-2114	410	11	on	on	ADP
cana-2114	410	12	the	the	DET
cana-2114	410	13	past	past	ADJ
cana-2114	410	14	data	data	PROPN
cana-2114	410	15	.	.	PUNCT
cana-2114	411	1	the	the	DET
cana-2114	411	2	sliding	slide	VERB
cana-2114	411	3	window	window	NOUN
cana-2114	411	4	mechanism	mechanism	NOUN
cana-2114	411	5	in	in	ADP
cana-2114	411	6	dynamicrl	dynamicrl	NOUN
cana-2114	411	7	-	-	PUNCT
cana-2114	411	8	tcp	tcp	PROPN
cana-2114	411	9	allows	allow	VERB
cana-2114	411	10	the	the	DET
cana-2114	411	11	rl	rl	PROPN
cana-2114	411	12	agent	agent	NOUN
cana-2114	411	13	to	to	PART
cana-2114	411	14	focus	focus	VERB
cana-2114	411	15	on	on	ADP
cana-2114	411	16	a	a	DET
cana-2114	411	17	manageable	manageable	ADJ
cana-2114	411	18	subset	subset	NOUN
cana-2114	411	19	of	of	ADP
cana-2114	411	20	test	test	NOUN
cana-2114	411	21	cases	case	NOUN
cana-2114	411	22	,	,	PUNCT
cana-2114	411	23	making	make	VERB
cana-2114	411	24	precise	precise	ADJ
cana-2114	411	25	decisions	decision	NOUN
cana-2114	411	26	without	without	ADP
cana-2114	411	27	being	be	AUX
cana-2114	411	28	overwhelmed	overwhelm	VERB
cana-2114	411	29	by	by	ADP
cana-2114	411	30	the	the	DET
cana-2114	411	31	entire	entire	ADJ
cana-2114	411	32	dataset	dataset	NOUN
cana-2114	411	33	.	.	PUNCT
cana-2114	412	1	the	the	DET
cana-2114	412	2	anomaly	anomaly	NOUN
cana-2114	412	3	detection	detection	NOUN
cana-2114	412	4	layer	layer	NOUN
cana-2114	412	5	uses	use	VERB
cana-2114	412	6	the	the	DET
cana-2114	412	7	historical	historical	ADJ
cana-2114	412	8	data	datum	NOUN
cana-2114	412	9	to	to	PART
cana-2114	412	10	establish	establish	VERB
cana-2114	412	11	baselines	baseline	NOUN
cana-2114	412	12	for	for	ADP
cana-2114	412	13	normal	normal	ADJ
cana-2114	412	14	test	test	NOUN
cana-2114	412	15	case	case	NOUN
cana-2114	412	16	behavior	behavior	NOUN
cana-2114	412	17	.	.	PUNCT
cana-2114	413	1	it	it	PRON
cana-2114	413	2	monitors	monitor	VERB
cana-2114	413	3	test	test	VERB
cana-2114	413	4	outcomes	outcome	NOUN
cana-2114	413	5	for	for	ADP
cana-2114	413	6	unusual	unusual	ADJ
cana-2114	413	7	patterns	pattern	NOUN
cana-2114	413	8	and	and	CCONJ
cana-2114	413	9	triggers	trigger	NOUN
cana-2114	413	10	retraining	retrain	VERB
cana-2114	413	11	of	of	ADP
cana-2114	413	12	the	the	DET
cana-2114	413	13	rl	rl	NOUN
cana-2114	413	14	model	model	NOUN
cana-2114	413	15	if	if	SCONJ
cana-2114	413	16	significant	significant	ADJ
cana-2114	413	17	deviations	deviation	NOUN
cana-2114	413	18	are	be	AUX
cana-2114	413	19	detected	detect	VERB
cana-2114	413	20	.	.	PUNCT
cana-2114	414	1	this	this	PRON
cana-2114	414	2	ensures	ensure	VERB
cana-2114	414	3	the	the	DET
cana-2114	414	4	model	model	NOUN
cana-2114	414	5	remains	remain	VERB
cana-2114	414	6	accurate	accurate	ADJ
cana-2114	414	7	and	and	CCONJ
cana-2114	414	8	reliable	reliable	ADJ
cana-2114	414	9	.	.	PUNCT
cana-2114	415	1	4.1	4.1	NUM
cana-2114	415	2	experimental	experimental	ADJ
cana-2114	415	3	design	design	NOUN
cana-2114	415	4	we	we	PRON
cana-2114	415	5	compared	compare	VERB
cana-2114	415	6	the	the	DET
cana-2114	415	7	performance	performance	NOUN
cana-2114	415	8	of	of	ADP
cana-2114	415	9	dynamicrl	dynamicrl	NOUN
cana-2114	415	10	-	-	PUNCT
cana-2114	415	11	tcp	tcp	NOUN
cana-2114	415	12	against	against	ADP
cana-2114	415	13	two	two	NUM
cana-2114	415	14	contemporary	contemporary	ADJ
cana-2114	415	15	test	test	NOUN
cana-2114	415	16	case	case	NOUN
cana-2114	415	17	prioritization	prioritization	NOUN
cana-2114	415	18	techniques	technique	NOUN
cana-2114	415	19	:	:	PUNCT
cana-2114	415	20	continuous	continuous	ADJ
cana-2114	415	21	integration	integration	NOUN
cana-2114	415	22	contexts	context	NOUN
cana-2114	415	23	based	base	VERB
cana-2114	415	24	model	model	NOUN
cana-2114	415	25	tcp	tcp	PROPN
cana-2114	415	26	-	-	PUNCT
cana-2114	415	27	cic	cic	NOUN
cana-2114	415	28	[	[	X
cana-2114	415	29	18	18	NUM
cana-2114	415	30	]	]	PUNCT
cana-2114	415	31	and	and	CCONJ
cana-2114	415	32	transfer	transfer	VERB
cana-2114	415	33	learning	learning	NOUN
cana-2114	415	34	-	-	PUNCT
cana-2114	415	35	based	base	VERB
cana-2114	415	36	model	model	NOUN
cana-2114	415	37	tcp	tcp	NOUN
cana-2114	415	38	-	-	PUNCT
cana-2114	415	39	tb	tb	NOUN
cana-2114	415	40	[	[	X
cana-2114	415	41	15	15	NUM
cana-2114	415	42	]	]	PUNCT
cana-2114	415	43	.	.	PUNCT
cana-2114	416	1	to	to	PART
cana-2114	416	2	evaluate	evaluate	VERB
cana-2114	416	3	the	the	DET
cana-2114	416	4	individual	individual	ADJ
cana-2114	416	5	contributions	contribution	NOUN
cana-2114	416	6	of	of	ADP
cana-2114	416	7	the	the	DET
cana-2114	416	8	key	key	ADJ
cana-2114	416	9	components	component	NOUN
cana-2114	416	10	of	of	ADP
cana-2114	416	11	dynamicrltcp	dynamicrltcp	PROPN
cana-2114	416	12	,	,	PUNCT
cana-2114	416	13	we	we	PRON
cana-2114	416	14	conducted	conduct	VERB
cana-2114	416	15	an	an	DET
cana-2114	416	16	ablation	ablation	NOUN
cana-2114	416	17	study	study	NOUN
cana-2114	416	18	by	by	ADP
cana-2114	416	19	selectively	selectively	ADV
cana-2114	416	20	disabling	disable	VERB
cana-2114	416	21	the	the	DET
cana-2114	416	22	following	follow	VERB
cana-2114	416	23	components	component	NOUN
cana-2114	416	24	:	:	PUNCT
cana-2114	416	25	the	the	DET
cana-2114	416	26	reinforcement	reinforcement	NOUN
cana-2114	416	27	learning	learning	NOUN
cana-2114	416	28	(	(	PUNCT
cana-2114	416	29	rl	rl	NOUN
cana-2114	416	30	)	)	PUNCT
cana-2114	416	31	model	model	NOUN
cana-2114	416	32	,	,	PUNCT
cana-2114	416	33	the	the	DET
cana-2114	416	34	sliding	slide	VERB
cana-2114	416	35	window	window	NOUN
cana-2114	416	36	mechanism	mechanism	NOUN
cana-2114	416	37	,	,	PUNCT
cana-2114	416	38	and	and	CCONJ
cana-2114	416	39	the	the	DET
cana-2114	416	40	anomaly	anomaly	NOUN
cana-2114	416	41	detection	detection	NOUN
cana-2114	416	42	layer	layer	NOUN
cana-2114	416	43	.	.	PUNCT
cana-2114	417	1	this	this	DET
cana-2114	417	2	study	study	NOUN
cana-2114	417	3	helps	help	VERB
cana-2114	417	4	in	in	ADP
cana-2114	417	5	understanding	understand	VERB
cana-2114	417	6	the	the	DET
cana-2114	417	7	importance	importance	NOUN
cana-2114	417	8	of	of	ADP
cana-2114	417	9	each	each	DET
cana-2114	417	10	component	component	NOUN
cana-2114	417	11	in	in	ADP
cana-2114	417	12	the	the	DET
cana-2114	417	13	overall	overall	ADJ
cana-2114	417	14	system	system	NOUN
cana-2114	417	15	performance	performance	NOUN
cana-2114	417	16	.	.	PUNCT
cana-2114	418	1	we	we	PRON
cana-2114	418	2	assessed	assess	VERB
cana-2114	418	3	the	the	DET
cana-2114	418	4	ability	ability	NOUN
cana-2114	418	5	of	of	ADP
cana-2114	418	6	dynamicrl	dynamicrl	NOUN
cana-2114	418	7	-	-	PUNCT
cana-2114	418	8	tcp	tcp	NOUN
cana-2114	418	9	to	to	PART
cana-2114	418	10	adapt	adapt	VERB
cana-2114	418	11	to	to	ADP
cana-2114	418	12	changes	change	NOUN
cana-2114	418	13	in	in	ADP
cana-2114	418	14	the	the	DET
cana-2114	418	15	software	software	NOUN
cana-2114	418	16	system	system	NOUN
cana-2114	418	17	by	by	ADP
cana-2114	418	18	simulating	simulate	VERB
cana-2114	418	19	software	software	NOUN
cana-2114	418	20	evolution	evolution	NOUN
cana-2114	418	21	scenarios	scenario	NOUN
cana-2114	418	22	,	,	PUNCT
cana-2114	418	23	such	such	ADJ
cana-2114	418	24	as	as	ADP
cana-2114	418	25	code	code	NOUN
cana-2114	418	26	changes	change	NOUN
cana-2114	418	27	,	,	PUNCT
cana-2114	418	28	new	new	ADJ
cana-2114	418	29	features	feature	NOUN
cana-2114	418	30	,	,	PUNCT
cana-2114	418	31	and	and	CCONJ
cana-2114	418	32	evolving	evolve	VERB
cana-2114	418	33	test	test	NOUN
cana-2114	418	34	suites	suite	NOUN
cana-2114	418	35	.	.	PUNCT
cana-2114	419	1	the	the	DET
cana-2114	419	2	system	system	NOUN
cana-2114	419	3	's	's	PART
cana-2114	419	4	responsiveness	responsiveness	NOUN
cana-2114	419	5	and	and	CCONJ
cana-2114	419	6	accuracy	accuracy	NOUN
cana-2114	419	7	were	be	AUX
cana-2114	419	8	measured	measure	VERB
cana-2114	419	9	in	in	ADP
cana-2114	419	10	these	these	DET
cana-2114	419	11	dynamic	dynamic	ADJ
cana-2114	419	12	environments	environment	NOUN
cana-2114	419	13	.	.	PUNCT
cana-2114	420	1	the	the	DET
cana-2114	420	2	evaluation	evaluation	NOUN
cana-2114	420	3	metrics	metric	NOUN
cana-2114	420	4	included	include	VERB
cana-2114	420	5	fault	fault	NOUN
cana-2114	420	6	detection	detection	NOUN
cana-2114	420	7	rate	rate	NOUN
cana-2114	420	8	,	,	PUNCT
cana-2114	420	9	average	average	ADJ
cana-2114	420	10	percentage	percentage	NOUN
cana-2114	420	11	of	of	ADP
cana-2114	420	12	faults	fault	NOUN
cana-2114	420	13	detected	detect	VERB
cana-2114	420	14	(	(	PUNCT
cana-2114	420	15	apfd	apfd	PROPN
cana-2114	420	16	)	)	PUNCT
cana-2114	420	17	,	,	PUNCT
cana-2114	420	18	time	time	NOUN
cana-2114	420	19	to	to	ADP
cana-2114	420	20	first	first	ADJ
cana-2114	420	21	fault	fault	NOUN
cana-2114	420	22	,	,	PUNCT
cana-2114	420	23	and	and	CCONJ
cana-2114	420	24	computational	computational	ADJ
cana-2114	420	25	efficiency	efficiency	NOUN
cana-2114	420	26	.	.	PUNCT
cana-2114	421	1	fault	fault	VERB
cana-2114	421	2	detection	detection	NOUN
cana-2114	421	3	rate	rate	NOUN
cana-2114	421	4	measures	measure	VERB
cana-2114	421	5	the	the	DET
cana-2114	421	6	rate	rate	NOUN
cana-2114	421	7	at	at	ADP
cana-2114	421	8	which	which	PRON
cana-2114	421	9	faults	fault	NOUN
cana-2114	421	10	are	be	AUX
cana-2114	421	11	detected	detect	VERB
cana-2114	421	12	by	by	ADP
cana-2114	421	13	the	the	DET
cana-2114	421	14	prioritized	prioritize	VERB
cana-2114	421	15	test	test	NOUN
cana-2114	421	16	cases	case	NOUN
cana-2114	421	17	.	.	PUNCT
cana-2114	422	1	apfd	apfd	PROPN
cana-2114	422	2	captures	capture	VERB
cana-2114	422	3	the	the	DET
cana-2114	422	4	rate	rate	NOUN
cana-2114	422	5	of	of	ADP
cana-2114	422	6	fault	fault	NOUN
cana-2114	422	7	detection	detection	NOUN
cana-2114	422	8	over	over	ADP
cana-2114	422	9	the	the	DET
cana-2114	422	10	entire	entire	ADJ
cana-2114	422	11	test	test	NOUN
cana-2114	422	12	suite	suite	NOUN
cana-2114	422	13	.	.	PUNCT
cana-2114	423	1	time	time	NOUN
cana-2114	423	2	to	to	PART
cana-2114	423	3	first	first	ADJ
cana-2114	423	4	fault	fault	NOUN
cana-2114	423	5	indicates	indicate	VERB
cana-2114	423	6	the	the	DET
cana-2114	423	7	time	time	NOUN
cana-2114	423	8	or	or	CCONJ
cana-2114	423	9	number	number	NOUN
cana-2114	423	10	of	of	ADP
cana-2114	423	11	test	test	NOUN
cana-2114	423	12	cases	case	NOUN
cana-2114	423	13	executed	execute	VERB
cana-2114	423	14	required	require	VERB
cana-2114	423	15	to	to	PART
cana-2114	423	16	detect	detect	VERB
cana-2114	423	17	the	the	DET
cana-2114	423	18	first	first	ADJ
cana-2114	423	19	fault	fault	NOUN
cana-2114	423	20	in	in	ADP
cana-2114	423	21	the	the	DET
cana-2114	423	22	system	system	NOUN
cana-2114	423	23	.	.	PUNCT
cana-2114	424	1	computational	computational	ADJ
cana-2114	424	2	efficiency	efficiency	NOUN
cana-2114	424	3	measures	measure	VERB
cana-2114	424	4	the	the	DET
cana-2114	424	5	time	time	NOUN
cana-2114	424	6	and	and	CCONJ
cana-2114	424	7	resource	resource	NOUN
cana-2114	424	8	requirements	requirement	NOUN
cana-2114	424	9	of	of	ADP
cana-2114	424	10	the	the	DET
cana-2114	424	11	dynamicrl	dynamicrl	NOUN
cana-2114	424	12	-	-	PUNCT
cana-2114	424	13	tcp	tcp	ADJ
cana-2114	424	14	approach	approach	NOUN
cana-2114	424	15	,	,	PUNCT
cana-2114	424	16	including	include	VERB
cana-2114	424	17	training	training	NOUN
cana-2114	424	18	and	and	CCONJ
cana-2114	424	19	inference	inference	NOUN
cana-2114	424	20	times	time	NOUN
cana-2114	424	21	.	.	PUNCT
cana-2114	425	1	the	the	DET
cana-2114	425	2	experimental	experimental	ADJ
cana-2114	425	3	procedure	procedure	NOUN
cana-2114	425	4	began	begin	VERB
cana-2114	425	5	with	with	ADP
cana-2114	425	6	data	datum	NOUN
cana-2114	425	7	preprocessing	preprocessing	NOUN
cana-2114	425	8	,	,	PUNCT
cana-2114	425	9	where	where	SCONJ
cana-2114	425	10	we	we	PRON
cana-2114	425	11	cleaned	clean	VERB
cana-2114	425	12	and	and	CCONJ
cana-2114	425	13	preprocessed	preprocesse	VERB
cana-2114	425	14	the	the	DET
cana-2114	425	15	dataset	dataset	NOUN
cana-2114	425	16	,	,	PUNCT
cana-2114	425	17	handling	handle	VERB
cana-2114	425	18	missing	miss	VERB
cana-2114	425	19	values	value	NOUN
cana-2114	425	20	and	and	CCONJ
cana-2114	425	21	outliers	outlier	NOUN
cana-2114	425	22	.	.	PUNCT
cana-2114	426	1	we	we	PRON
cana-2114	426	2	then	then	ADV
cana-2114	426	3	divided	divide	VERB
cana-2114	426	4	the	the	DET
cana-2114	426	5	dataset	dataset	NOUN
cana-2114	426	6	into	into	ADP
cana-2114	426	7	training	training	NOUN
cana-2114	426	8	and	and	CCONJ
cana-2114	426	9	testing	testing	NOUN
cana-2114	426	10	sets	set	NOUN
cana-2114	426	11	,	,	PUNCT
cana-2114	426	12	ensuring	ensure	VERB
cana-2114	426	13	that	that	SCONJ
cana-2114	426	14	the	the	DET
cana-2114	426	15	testing	testing	NOUN
cana-2114	426	16	set	set	NOUN
cana-2114	426	17	represented	represent	VERB
cana-2114	426	18	the	the	DET
cana-2114	426	19	dynamic	dynamic	ADJ
cana-2114	426	20	nature	nature	NOUN
cana-2114	426	21	of	of	ADP
cana-2114	426	22	the	the	DET
cana-2114	426	23	software	software	NOUN
cana-2114	426	24	system	system	NOUN
cana-2114	426	25	.	.	PUNCT
cana-2114	427	1	the	the	DET
cana-2114	427	2	rl	rl	PROPN
cana-2114	427	3	model	model	NOUN
cana-2114	427	4	was	be	AUX
cana-2114	427	5	trained	train	VERB
cana-2114	427	6	using	use	VERB
cana-2114	427	7	the	the	DET
cana-2114	427	8	training	training	NOUN
cana-2114	427	9	data	datum	NOUN
cana-2114	427	10	,	,	PUNCT
cana-2114	427	11	optimizing	optimize	VERB
cana-2114	427	12	hyperparameters	hyperparameter	NOUN
cana-2114	427	13	through	through	ADP
cana-2114	427	14	cross	cross	NOUN
cana-2114	427	15	-	-	NOUN
cana-2114	427	16	validation	validation	NOUN
cana-2114	427	17	.	.	PUNCT
cana-2114	428	1	we	we	PRON
cana-2114	428	2	implemented	implement	VERB
cana-2114	428	3	and	and	CCONJ
cana-2114	428	4	integrated	integrate	VERB
cana-2114	428	5	the	the	DET
cana-2114	428	6	sliding	slide	VERB
cana-2114	428	7	window	window	NOUN
cana-2114	428	8	mechanism	mechanism	NOUN
cana-2114	428	9	and	and	CCONJ
cana-2114	428	10	anomaly	anomaly	NOUN
cana-2114	428	11	detection	detection	NOUN
cana-2114	428	12	layer	layer	NOUN
cana-2114	428	13	with	with	ADP
cana-2114	428	14	the	the	DET
cana-2114	428	15	rl	rl	PROPN
cana-2114	428	16	model	model	NOUN
cana-2114	428	17	.	.	PUNCT
cana-2114	429	1	the	the	DET
cana-2114	429	2	dynamicrl	dynamicrl	PROPN
cana-2114	429	3	-	-	PUNCT
cana-2114	429	4	tcp	tcp	ADJ
cana-2114	429	5	approach	approach	NOUN
cana-2114	429	6	was	be	AUX
cana-2114	429	7	then	then	ADV
cana-2114	429	8	applied	apply	VERB
cana-2114	429	9	to	to	ADP
cana-2114	429	10	the	the	DET
cana-2114	429	11	testing	testing	NOUN
cana-2114	429	12	set	set	VERB
cana-2114	429	13	and	and	CCONJ
cana-2114	429	14	performance	performance	NOUN
cana-2114	429	15	metrics	metric	NOUN
cana-2114	429	16	were	be	AUX
cana-2114	429	17	measured	measure	VERB
cana-2114	429	18	.	.	PUNCT
cana-2114	430	1	for	for	ADP
cana-2114	430	2	baseline	baseline	ADJ
cana-2114	430	3	comparisons	comparison	NOUN
cana-2114	430	4	,	,	PUNCT
cana-2114	430	5	we	we	PRON
cana-2114	430	6	ran	run	VERB
cana-2114	430	7	the	the	DET
cana-2114	430	8	baseline	baseline	PROPN
cana-2114	430	9	test	test	NOUN
cana-2114	430	10	case	case	NOUN
cana-2114	430	11	prioritization	prioritization	NOUN
cana-2114	430	12	techniques	technique	NOUN
cana-2114	430	13	on	on	ADP
cana-2114	430	14	the	the	DET
cana-2114	430	15	same	same	ADJ
cana-2114	430	16	testing	testing	NOUN
cana-2114	430	17	set	set	VERB
cana-2114	430	18	and	and	CCONJ
cana-2114	430	19	compared	compare	VERB
cana-2114	430	20	the	the	DET
cana-2114	430	21	results	result	NOUN
cana-2114	430	22	.	.	PUNCT
cana-2114	431	1	in	in	ADP
cana-2114	431	2	the	the	DET
cana-2114	431	3	ablation	ablation	NOUN
cana-2114	431	4	study	study	NOUN
cana-2114	431	5	,	,	PUNCT
cana-2114	431	6	we	we	PRON
cana-2114	431	7	disabled	disable	VERB
cana-2114	431	8	key	key	ADJ
cana-2114	431	9	components	component	NOUN
cana-2114	431	10	of	of	ADP
cana-2114	431	11	communications	communication	NOUN
cana-2114	431	12	on	on	ADP
cana-2114	431	13	applied	apply	VERB
cana-2114	431	14	nonlinear	nonlinear	ADJ
cana-2114	431	15	analysis	analysis	NOUN
cana-2114	431	16	issn	issn	NOUN
cana-2114	431	17	:	:	PUNCT
cana-2114	431	18	1074	1074	NUM
cana-2114	431	19	-	-	PUNCT
cana-2114	431	20	133x	133x	NUM
cana-2114	431	21	vol	vol	NOUN
cana-2114	431	22	32	32	NUM
cana-2114	431	23	no	no	NOUN
cana-2114	431	24	.	.	PUNCT
cana-2114	432	1	1s	1s	NUM
cana-2114	432	2	(	(	PUNCT
cana-2114	432	3	2025	2025	NUM
cana-2114	432	4	)	)	PUNCT
cana-2114	432	5	137	137	NUM
cana-2114	432	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2114	432	7	dynamicrl	dynamicrl	NOUN
cana-2114	432	8	-	-	PUNCT
cana-2114	432	9	tcp	tcp	PROPN
cana-2114	432	10	and	and	CCONJ
cana-2114	432	11	measured	measure	VERB
cana-2114	432	12	the	the	DET
cana-2114	432	13	impact	impact	NOUN
cana-2114	432	14	on	on	ADP
cana-2114	432	15	performance	performance	NOUN
cana-2114	432	16	.	.	PUNCT
cana-2114	433	1	finally	finally	ADV
cana-2114	433	2	,	,	PUNCT
cana-2114	433	3	we	we	PRON
cana-2114	433	4	simulated	simulate	VERB
cana-2114	433	5	software	software	NOUN
cana-2114	433	6	evolution	evolution	NOUN
cana-2114	433	7	scenarios	scenario	NOUN
cana-2114	433	8	and	and	CCONJ
cana-2114	433	9	evaluated	evaluate	VERB
cana-2114	433	10	dynamicrl	dynamicrl	NOUN
cana-2114	433	11	-	-	PUNCT
cana-2114	433	12	tcp	tcp	PROPN
cana-2114	433	13	's	's	PART
cana-2114	433	14	adaptation	adaptation	NOUN
cana-2114	433	15	to	to	PART
cana-2114	433	16	system	system	NOUN
cana-2114	433	17	changes	change	NOUN
cana-2114	433	18	.	.	PUNCT
cana-2114	434	1	4.2	4.2	NUM
cana-2114	434	2	results	result	NOUN
cana-2114	434	3	and	and	CCONJ
cana-2114	434	4	analysis	analysis	NOUN
cana-2114	434	5	the	the	DET
cana-2114	434	6	performance	performance	NOUN
cana-2114	434	7	comparison	comparison	NOUN
cana-2114	434	8	of	of	ADP
cana-2114	434	9	dynamicrl	dynamicrl	NOUN
cana-2114	434	10	-	-	PUNCT
cana-2114	434	11	tcp	tcp	NOUN
cana-2114	434	12	with	with	ADP
cana-2114	434	13	tcp	tcp	NOUN
cana-2114	434	14	-	-	PUNCT
cana-2114	434	15	cic	cic	PROPN
cana-2114	434	16	and	and	CCONJ
cana-2114	434	17	tcp	tcp	PROPN
cana-2114	434	18	-	-	PUNCT
cana-2114	434	19	tb	tb	NOUN
cana-2114	434	20	techniques	technique	NOUN
cana-2114	434	21	is	be	AUX
cana-2114	434	22	presented	present	VERB
cana-2114	434	23	in	in	ADP
cana-2114	434	24	the	the	DET
cana-2114	434	25	following	follow	VERB
cana-2114	434	26	table	table	NOUN
cana-2114	434	27	.	.	PUNCT
cana-2114	435	1	dynamicrl	dynamicrl	NOUN
cana-2114	435	2	-	-	PUNCT
cana-2114	435	3	tcp	tcp	PROPN
cana-2114	435	4	demonstrated	demonstrate	VERB
cana-2114	435	5	superior	superior	ADJ
cana-2114	435	6	performance	performance	NOUN
cana-2114	435	7	in	in	ADP
cana-2114	435	8	fault	fault	NOUN
cana-2114	435	9	detection	detection	NOUN
cana-2114	435	10	rate	rate	NOUN
cana-2114	435	11	,	,	PUNCT
cana-2114	435	12	apfd	apfd	PROPN
cana-2114	435	13	,	,	PUNCT
cana-2114	435	14	and	and	CCONJ
cana-2114	435	15	time	time	NOUN
cana-2114	435	16	to	to	PART
cana-2114	435	17	first	first	ADJ
cana-2114	435	18	fault	fault	NOUN
cana-2114	435	19	,	,	PUNCT
cana-2114	435	20	highlighting	highlight	VERB
cana-2114	435	21	its	its	PRON
cana-2114	435	22	effectiveness	effectiveness	NOUN
cana-2114	435	23	over	over	ADP
cana-2114	435	24	contemporary	contemporary	ADJ
cana-2114	435	25	methods	method	NOUN
cana-2114	435	26	following	follow	VERB
cana-2114	435	27	table	table	NOUN
cana-2114	435	28	3	3	NUM
cana-2114	435	29	.	.	PUNCT
cana-2114	435	30	table	table	NOUN
cana-2114	435	31	3	3	NUM
cana-2114	435	32	:	:	PUNCT
cana-2114	435	33	performance	performance	NOUN
cana-2114	435	34	metrics	metric	NOUN
cana-2114	435	35	comparison	comparison	NOUN
cana-2114	435	36	metric	metric	ADJ
cana-2114	435	37	dynamicrl	dynamicrl	NOUN
cana-2114	435	38	-	-	PUNCT
cana-2114	435	39	tcp	tcp	ADJ
cana-2114	435	40	tcp	tcp	PROPN
cana-2114	435	41	-	-	PUNCT
cana-2114	435	42	tb	tb	NOUN
cana-2114	435	43	tcp	tcp	NOUN
cana-2114	435	44	-	-	PUNCT
cana-2114	435	45	cic	cic	NOUN
cana-2114	435	46	fault	fault	NOUN
cana-2114	435	47	detection	detection	NOUN
cana-2114	435	48	rate	rate	NOUN
cana-2114	435	49	(	(	PUNCT
cana-2114	435	50	%	%	INTJ
cana-2114	435	51	)	)	PUNCT
cana-2114	435	52	82.5	82.5	NUM
cana-2114	435	53	65.3	65.3	NUM
cana-2114	435	54	70.4	70.4	NUM
cana-2114	435	55	apfd	apfd	PROPN
cana-2114	435	56	(	(	PUNCT
cana-2114	435	57	%	%	INTJ
cana-2114	435	58	)	)	PUNCT
cana-2114	435	59	78.6	78.6	NUM
cana-2114	435	60	62.1	62.1	NUM
cana-2114	435	61	68.7	68.7	NUM
cana-2114	435	62	time	time	NOUN
cana-2114	435	63	to	to	PART
cana-2114	435	64	first	first	ADJ
cana-2114	435	65	fault	fault	VERB
cana-2114	435	66	(	(	PUNCT
cana-2114	435	67	s	s	NOUN
cana-2114	435	68	)	)	PUNCT
cana-2114	435	69	15.2	15.2	NUM
cana-2114	435	70	20.8	20.8	NUM
cana-2114	435	71	18.7	18.7	NUM
cana-2114	435	72	computational	computational	ADJ
cana-2114	435	73	efficiency	efficiency	NOUN
cana-2114	435	74	high	high	ADJ
cana-2114	435	75	medium	medium	ADJ
cana-2114	435	76	medium	medium	NOUN
cana-2114	435	77	the	the	DET
cana-2114	435	78	following	follow	VERB
cana-2114	435	79	graph	graph	NOUN
cana-2114	435	80	visually	visually	ADV
cana-2114	435	81	compares	compare	VERB
cana-2114	435	82	the	the	DET
cana-2114	435	83	fault	fault	NOUN
cana-2114	435	84	detection	detection	NOUN
cana-2114	435	85	rates	rate	NOUN
cana-2114	435	86	of	of	ADP
cana-2114	435	87	the	the	DET
cana-2114	435	88	three	three	NUM
cana-2114	435	89	methods	method	NOUN
cana-2114	435	90	,	,	PUNCT
cana-2114	435	91	clearly	clearly	ADV
cana-2114	435	92	showing	show	VERB
cana-2114	435	93	the	the	DET
cana-2114	435	94	advantage	advantage	NOUN
cana-2114	435	95	of	of	ADP
cana-2114	435	96	dynamicrl	dynamicrl	NOUN
cana-2114	435	97	-	-	PUNCT
cana-2114	435	98	tcp	tcp	PROPN
cana-2114	435	99	.	.	PUNCT
cana-2114	435	100	figure	figure	NOUN
cana-2114	435	101	2	2	NUM
cana-2114	435	102	:	:	PUNCT
cana-2114	435	103	fault	fault	VERB
cana-2114	435	104	detection	detection	NOUN
cana-2114	435	105	rate	rate	NOUN
cana-2114	435	106	comparison	comparison	NOUN
cana-2114	435	107	this	this	DET
cana-2114	435	108	graph	graph	NOUN
cana-2114	435	109	shown	show	VERB
cana-2114	435	110	in	in	ADP
cana-2114	435	111	figure	figure	NOUN
cana-2114	435	112	2	2	NUM
cana-2114	435	113	compares	compare	VERB
cana-2114	435	114	the	the	DET
cana-2114	435	115	fault	fault	NOUN
cana-2114	435	116	detection	detection	NOUN
cana-2114	435	117	rates	rate	NOUN
cana-2114	435	118	of	of	ADP
cana-2114	435	119	the	the	DET
cana-2114	435	120	dynamicrl	dynamicrl	NOUN
cana-2114	435	121	-	-	PUNCT
cana-2114	435	122	tcp	tcp	PROPN
cana-2114	435	123	,	,	PUNCT
cana-2114	435	124	tcp	tcp	PROPN
cana-2114	435	125	-	-	PUNCT
cana-2114	435	126	cic	cic	PROPN
cana-2114	435	127	and	and	CCONJ
cana-2114	435	128	tcp	tcp	NOUN
cana-2114	435	129	-	-	PUNCT
cana-2114	435	130	tb	tb	NOUN
cana-2114	435	131	techniques	technique	NOUN
cana-2114	435	132	.	.	PUNCT
cana-2114	436	1	dynamicrl	dynamicrl	NOUN
cana-2114	436	2	-	-	PUNCT
cana-2114	436	3	tcp	tcp	PROPN
cana-2114	436	4	demonstrates	demonstrate	VERB
cana-2114	436	5	a	a	DET
cana-2114	436	6	higher	high	ADJ
cana-2114	436	7	fault	fault	NOUN
cana-2114	436	8	detection	detection	NOUN
cana-2114	436	9	rate	rate	NOUN
cana-2114	436	10	compared	compare	VERB
cana-2114	436	11	to	to	ADP
cana-2114	436	12	the	the	DET
cana-2114	436	13	contemporary	contemporary	ADJ
cana-2114	436	14	methods	method	NOUN
cana-2114	436	15	,	,	PUNCT
cana-2114	436	16	illustrating	illustrate	VERB
cana-2114	436	17	its	its	PRON
cana-2114	436	18	superior	superior	ADJ
cana-2114	436	19	performance	performance	NOUN
cana-2114	436	20	in	in	ADP
cana-2114	436	21	identifying	identify	VERB
cana-2114	436	22	faults	fault	NOUN
cana-2114	436	23	efficiently	efficiently	ADV
cana-2114	436	24	.	.	PUNCT
cana-2114	437	1	ablation	ablation	NOUN
cana-2114	437	2	study	study	NOUN
cana-2114	437	3	:	:	PUNCT
cana-2114	437	4	the	the	DET
cana-2114	437	5	table	table	NOUN
cana-2114	437	6	4	4	NUM
cana-2114	437	7	ablation	ablation	NOUN
cana-2114	437	8	study	study	NOUN
cana-2114	437	9	results	result	NOUN
cana-2114	437	10	demonstrate	demonstrate	VERB
cana-2114	437	11	the	the	DET
cana-2114	437	12	contributions	contribution	NOUN
cana-2114	437	13	of	of	ADP
cana-2114	437	14	each	each	DET
cana-2114	437	15	component	component	NOUN
cana-2114	437	16	to	to	ADP
cana-2114	437	17	the	the	DET
cana-2114	437	18	overall	overall	ADJ
cana-2114	437	19	performance	performance	NOUN
cana-2114	437	20	of	of	ADP
cana-2114	437	21	dynamicrl	dynamicrl	NOUN
cana-2114	437	22	-	-	PUNCT
cana-2114	437	23	tcp	tcp	PROPN
cana-2114	437	24	.	.	PUNCT
cana-2114	438	1	the	the	DET
cana-2114	438	2	full	full	ADJ
cana-2114	438	3	model	model	NOUN
cana-2114	438	4	with	with	ADP
cana-2114	438	5	all	all	DET
cana-2114	438	6	components	component	NOUN
cana-2114	438	7	enabled	enable	VERB
cana-2114	438	8	showed	show	VERB
cana-2114	438	9	the	the	DET
cana-2114	438	10	highest	high	ADJ
cana-2114	438	11	performance	performance	NOUN
cana-2114	438	12	,	,	PUNCT
cana-2114	438	13	indicating	indicate	VERB
cana-2114	438	14	the	the	DET
cana-2114	438	15	importance	importance	NOUN
cana-2114	438	16	of	of	ADP
cana-2114	438	17	each	each	DET
cana-2114	438	18	component	component	NOUN
cana-2114	438	19	.	.	PUNCT
cana-2114	439	1	table	table	NOUN
cana-2114	439	2	4	4	NUM
cana-2114	439	3	:	:	PUNCT
cana-2114	439	4	ablation	ablation	NOUN
cana-2114	439	5	study	study	NOUN
cana-2114	439	6	results	result	VERB
cana-2114	439	7	configuration	configuration	NOUN
cana-2114	439	8	fault	fault	NOUN
cana-2114	439	9	detection	detection	NOUN
cana-2114	439	10	rate	rate	NOUN
cana-2114	439	11	(	(	PUNCT
cana-2114	439	12	%	%	INTJ
cana-2114	439	13	)	)	PUNCT
cana-2114	439	14	apfd	apfd	PROPN
cana-2114	439	15	(	(	PUNCT
cana-2114	439	16	%	%	NOUN
cana-2114	439	17	)	)	PUNCT
cana-2114	439	18	time	time	NOUN
cana-2114	439	19	to	to	PART
cana-2114	439	20	first	first	ADJ
cana-2114	439	21	fault	fault	VERB
cana-2114	439	22	(	(	PUNCT
cana-2114	439	23	s	s	NOUN
cana-2114	439	24	)	)	PUNCT
cana-2114	439	25	computational	computational	ADJ
cana-2114	439	26	efficiency	efficiency	NOUN
cana-2114	439	27	full	full	ADJ
cana-2114	439	28	model	model	NOUN
cana-2114	439	29	(	(	PUNCT
cana-2114	439	30	dynamicrl	dynamicrl	NOUN
cana-2114	439	31	-	-	PUNCT
cana-2114	439	32	tcp	tcp	NOUN
cana-2114	439	33	)	)	PUNCT
cana-2114	439	34	82.5	82.5	NUM
cana-2114	439	35	78.6	78.6	NUM
cana-2114	439	36	15.2	15.2	NUM
cana-2114	439	37	high	high	ADJ
cana-2114	439	38	without	without	ADP
cana-2114	439	39	rl	rl	ADP
cana-2114	439	40	model	model	NOUN
cana-2114	439	41	71.4	71.4	NUM
cana-2114	439	42	66.2	66.2	NUM
cana-2114	439	43	17.9	17.9	NUM
cana-2114	439	44	medium	medium	NOUN
cana-2114	439	45	without	without	ADP
cana-2114	439	46	sliding	slide	VERB
cana-2114	439	47	window	window	NOUN
cana-2114	439	48	75.8	75.8	NUM
cana-2114	439	49	70.3	70.3	NUM
cana-2114	439	50	16.5	16.5	NUM
cana-2114	439	51	medium	medium	NOUN
cana-2114	439	52	without	without	ADP
cana-2114	439	53	anomaly	anomaly	NOUN
cana-2114	439	54	detection	detection	NOUN
cana-2114	439	55	layer	layer	NOUN
cana-2114	439	56	77.2	77.2	NUM
cana-2114	439	57	73.1	73.1	NUM
cana-2114	439	58	16	16	NUM
cana-2114	439	59	medium	medium	NOUN
cana-2114	439	60	the	the	DET
cana-2114	439	61	following	follow	VERB
cana-2114	439	62	graph	graph	NOUN
cana-2114	439	63	illustrates	illustrate	VERB
cana-2114	439	64	the	the	DET
cana-2114	439	65	impact	impact	NOUN
cana-2114	439	66	on	on	ADP
cana-2114	439	67	fault	fault	NOUN
cana-2114	439	68	detection	detection	NOUN
cana-2114	439	69	rates	rate	NOUN
cana-2114	439	70	when	when	SCONJ
cana-2114	439	71	key	key	ADJ
cana-2114	439	72	components	component	NOUN
cana-2114	439	73	of	of	ADP
cana-2114	439	74	dynamicrl	dynamicrl	NOUN
cana-2114	439	75	-	-	PUNCT
cana-2114	439	76	tcp	tcp	NOUN
cana-2114	439	77	are	be	AUX
cana-2114	439	78	disabled	disabled	ADJ
cana-2114	439	79	.	.	PUNCT
cana-2114	440	1	communications	communication	NOUN
cana-2114	440	2	on	on	ADP
cana-2114	440	3	applied	apply	VERB
cana-2114	440	4	nonlinear	nonlinear	ADJ
cana-2114	440	5	analysis	analysis	NOUN
cana-2114	440	6	issn	issn	NOUN
cana-2114	440	7	:	:	PUNCT
cana-2114	440	8	1074	1074	NUM
cana-2114	440	9	-	-	PUNCT
cana-2114	440	10	133x	133x	NUM
cana-2114	440	11	vol	vol	NOUN
cana-2114	440	12	32	32	NUM
cana-2114	440	13	no	no	NOUN
cana-2114	440	14	.	.	PUNCT
cana-2114	441	1	1s	1s	NUM
cana-2114	441	2	(	(	PUNCT
cana-2114	441	3	2025	2025	NUM
cana-2114	441	4	)	)	PUNCT
cana-2114	441	5	138	138	NUM
cana-2114	442	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-2114	442	2	figure	figure	NOUN
cana-2114	442	3	3	3	NUM
cana-2114	442	4	:	:	PUNCT
cana-2114	442	5	ablation	ablation	NOUN
cana-2114	442	6	study	study	NOUN
cana-2114	442	7	impact	impact	NOUN
cana-2114	442	8	on	on	ADP
cana-2114	442	9	fault	fault	NOUN
cana-2114	442	10	detection	detection	NOUN
cana-2114	442	11	rate	rate	NOUN
cana-2114	442	12	this	this	DET
cana-2114	442	13	graph	graph	NOUN
cana-2114	442	14	shown	show	VERB
cana-2114	442	15	in	in	ADP
cana-2114	442	16	figure	figure	NOUN
cana-2114	442	17	3	3	NUM
cana-2114	442	18	illustrates	illustrate	VERB
cana-2114	442	19	the	the	DET
cana-2114	442	20	impact	impact	NOUN
cana-2114	442	21	on	on	ADP
cana-2114	442	22	fault	fault	NOUN
cana-2114	442	23	detection	detection	NOUN
cana-2114	442	24	rates	rate	NOUN
cana-2114	442	25	when	when	SCONJ
cana-2114	442	26	key	key	ADJ
cana-2114	442	27	components	component	NOUN
cana-2114	442	28	of	of	ADP
cana-2114	442	29	dynamicrl	dynamicrl	NOUN
cana-2114	442	30	-	-	PUNCT
cana-2114	442	31	tcp	tcp	NOUN
cana-2114	442	32	are	be	AUX
cana-2114	442	33	disabled	disable	VERB
cana-2114	442	34	.	.	PUNCT
cana-2114	443	1	the	the	DET
cana-2114	443	2	full	full	ADJ
cana-2114	443	3	model	model	NOUN
cana-2114	443	4	with	with	ADP
cana-2114	443	5	all	all	DET
cana-2114	443	6	components	component	NOUN
cana-2114	443	7	enabled	enable	VERB
cana-2114	443	8	shows	show	VERB
cana-2114	443	9	the	the	DET
cana-2114	443	10	highest	high	ADJ
cana-2114	443	11	performance	performance	NOUN
cana-2114	443	12	,	,	PUNCT
cana-2114	443	13	indicating	indicate	VERB
cana-2114	443	14	the	the	DET
cana-2114	443	15	importance	importance	NOUN
cana-2114	443	16	of	of	ADP
cana-2114	443	17	each	each	DET
cana-2114	443	18	component	component	NOUN
cana-2114	443	19	to	to	ADP
cana-2114	443	20	the	the	DET
cana-2114	443	21	overall	overall	ADJ
cana-2114	443	22	system	system	NOUN
cana-2114	443	23	effectiveness	effectiveness	NOUN
cana-2114	443	24	.	.	PUNCT
cana-2114	444	1	dynamic	dynamic	ADJ
cana-2114	444	2	adaptation	adaptation	NOUN
cana-2114	444	3	:	:	PUNCT
cana-2114	444	4	the	the	DET
cana-2114	444	5	table	table	NOUN
cana-2114	444	6	5	5	NUM
cana-2114	444	7	dynamicrl	dynamicrl	NOUN
cana-2114	444	8	-	-	PUNCT
cana-2114	444	9	tcp	tcp	PROPN
cana-2114	444	10	's	's	PART
cana-2114	444	11	ability	ability	NOUN
cana-2114	444	12	to	to	PART
cana-2114	444	13	adapt	adapt	VERB
cana-2114	444	14	to	to	ADP
cana-2114	444	15	changes	change	NOUN
cana-2114	444	16	was	be	AUX
cana-2114	444	17	assessed	assess	VERB
cana-2114	444	18	by	by	ADP
cana-2114	444	19	simulating	simulate	VERB
cana-2114	444	20	software	software	NOUN
cana-2114	444	21	evolution	evolution	NOUN
cana-2114	444	22	scenarios	scenario	NOUN
cana-2114	444	23	.	.	PUNCT
cana-2114	445	1	the	the	DET
cana-2114	445	2	results	result	NOUN
cana-2114	445	3	highlight	highlight	VERB
cana-2114	445	4	the	the	DET
cana-2114	445	5	system	system	NOUN
cana-2114	445	6	's	's	PART
cana-2114	445	7	robustness	robustness	NOUN
cana-2114	445	8	and	and	CCONJ
cana-2114	445	9	adaptability	adaptability	NOUN
cana-2114	445	10	.	.	PUNCT
cana-2114	446	1	even	even	ADV
cana-2114	446	2	with	with	ADP
cana-2114	446	3	minor	minor	ADJ
cana-2114	446	4	code	code	NOUN
cana-2114	446	5	changes	change	NOUN
cana-2114	446	6	,	,	PUNCT
cana-2114	446	7	new	new	ADJ
cana-2114	446	8	features	feature	NOUN
cana-2114	446	9	,	,	PUNCT
cana-2114	446	10	and	and	CCONJ
cana-2114	446	11	evolving	evolve	VERB
cana-2114	446	12	test	test	NOUN
cana-2114	446	13	suites	suite	NOUN
cana-2114	446	14	,	,	PUNCT
cana-2114	446	15	dynamicrl	dynamicrl	NOUN
cana-2114	446	16	-	-	PUNCT
cana-2114	446	17	tcp	tcp	NOUN
cana-2114	446	18	maintained	maintain	VERB
cana-2114	446	19	high	high	ADJ
cana-2114	446	20	performance	performance	NOUN
cana-2114	446	21	.	.	PUNCT
cana-2114	447	1	table	table	NOUN
cana-2114	447	2	5	5	NUM
cana-2114	447	3	:	:	PUNCT
cana-2114	447	4	dynamic	dynamic	ADJ
cana-2114	447	5	adaptation	adaptation	NOUN
cana-2114	447	6	results	result	NOUN
cana-2114	447	7	scenario	scenario	NOUN
cana-2114	447	8	fault	fault	NOUN
cana-2114	447	9	detection	detection	NOUN
cana-2114	447	10	rate	rate	NOUN
cana-2114	447	11	(	(	PUNCT
cana-2114	447	12	%	%	INTJ
cana-2114	447	13	)	)	PUNCT
cana-2114	447	14	apfd	apfd	PROPN
cana-2114	447	15	(	(	PUNCT
cana-2114	447	16	%	%	NOUN
cana-2114	447	17	)	)	PUNCT
cana-2114	447	18	time	time	NOUN
cana-2114	447	19	to	to	PART
cana-2114	447	20	first	first	ADJ
cana-2114	447	21	fault	fault	VERB
cana-2114	447	22	(	(	PUNCT
cana-2114	447	23	s	s	NOUN
cana-2114	447	24	)	)	PUNCT
cana-2114	447	25	computational	computational	ADJ
cana-2114	447	26	efficiency	efficiency	NOUN
cana-2114	447	27	baseline	baseline	NOUN
cana-2114	447	28	(	(	PUNCT
cana-2114	447	29	no	no	DET
cana-2114	447	30	change	change	NOUN
cana-2114	447	31	)	)	PUNCT
cana-2114	447	32	82.5	82.5	NUM
cana-2114	447	33	78.6	78.6	NUM
cana-2114	447	34	15.2	15.2	NUM
cana-2114	447	35	high	high	ADJ
cana-2114	447	36	minor	minor	ADJ
cana-2114	447	37	code	code	NOUN
cana-2114	447	38	changes	change	NOUN
cana-2114	447	39	81	81	NUM
cana-2114	447	40	76.8	76.8	NUM
cana-2114	447	41	15.8	15.8	NUM
cana-2114	447	42	high	high	ADJ
cana-2114	447	43	addition	addition	NOUN
cana-2114	447	44	of	of	ADP
cana-2114	447	45	new	new	ADJ
cana-2114	447	46	features	feature	NOUN
cana-2114	447	47	79.3	79.3	NUM
cana-2114	447	48	74.5	74.5	NUM
cana-2114	447	49	16.5	16.5	NUM
cana-2114	447	50	high	high	ADJ
cana-2114	447	51	evolution	evolution	NOUN
cana-2114	447	52	of	of	ADP
cana-2114	447	53	test	test	NOUN
cana-2114	447	54	suites	suit	VERB
cana-2114	447	55	80.5	80.5	NUM
cana-2114	447	56	75.9	75.9	NUM
cana-2114	447	57	16	16	NUM
cana-2114	447	58	high	high	ADV
cana-2114	447	59	the	the	DET
cana-2114	447	60	following	follow	VERB
cana-2114	447	61	graph	graph	NOUN
cana-2114	447	62	shows	show	VERB
cana-2114	447	63	the	the	DET
cana-2114	447	64	fault	fault	NOUN
cana-2114	447	65	detection	detection	NOUN
cana-2114	447	66	rates	rate	NOUN
cana-2114	447	67	of	of	ADP
cana-2114	447	68	dynamicrl	dynamicrl	NOUN
cana-2114	447	69	-	-	PUNCT
cana-2114	447	70	tcp	tcp	NOUN
cana-2114	447	71	under	under	ADP
cana-2114	447	72	different	different	ADJ
cana-2114	447	73	software	software	NOUN
cana-2114	447	74	evolution	evolution	NOUN
cana-2114	447	75	scenarios	scenario	NOUN
cana-2114	447	76	.	.	PUNCT
cana-2114	448	1	figure	figure	VERB
cana-2114	448	2	4	4	NUM
cana-2114	448	3	:	:	PUNCT
cana-2114	448	4	adaptation	adaptation	NOUN
cana-2114	448	5	to	to	PART
cana-2114	448	6	software	software	NOUN
cana-2114	448	7	changes	change	NOUN
cana-2114	448	8	this	this	DET
cana-2114	448	9	graph	graph	NOUN
cana-2114	448	10	shown	show	VERB
cana-2114	448	11	in	in	ADP
cana-2114	448	12	figure	figure	NOUN
cana-2114	448	13	4	4	NUM
cana-2114	448	14	the	the	DET
cana-2114	448	15	fault	fault	NOUN
cana-2114	448	16	detection	detection	NOUN
cana-2114	448	17	rates	rate	NOUN
cana-2114	448	18	of	of	ADP
cana-2114	448	19	dynamicrl	dynamicrl	NOUN
cana-2114	448	20	-	-	PUNCT
cana-2114	448	21	tcp	tcp	NOUN
cana-2114	448	22	under	under	ADP
cana-2114	448	23	different	different	ADJ
cana-2114	448	24	software	software	NOUN
cana-2114	448	25	evolution	evolution	NOUN
cana-2114	448	26	scenarios	scenario	NOUN
cana-2114	448	27	.	.	PUNCT
cana-2114	449	1	the	the	DET
cana-2114	449	2	system	system	NOUN
cana-2114	449	3	maintains	maintain	VERB
cana-2114	449	4	high	high	ADJ
cana-2114	449	5	performance	performance	NOUN
cana-2114	449	6	even	even	ADV
cana-2114	449	7	with	with	ADP
cana-2114	449	8	minor	minor	ADJ
cana-2114	449	9	code	code	NOUN
cana-2114	449	10	changes	change	NOUN
cana-2114	449	11	,	,	PUNCT
cana-2114	449	12	new	new	ADJ
cana-2114	449	13	features	feature	NOUN
cana-2114	449	14	,	,	PUNCT
cana-2114	449	15	and	and	CCONJ
cana-2114	449	16	evolving	evolve	VERB
cana-2114	449	17	test	test	NOUN
cana-2114	449	18	suites	suite	NOUN
cana-2114	449	19	,	,	PUNCT
cana-2114	449	20	demonstrating	demonstrate	VERB
cana-2114	449	21	its	its	PRON
cana-2114	449	22	adaptability	adaptability	NOUN
cana-2114	449	23	and	and	CCONJ
cana-2114	449	24	robustness	robustness	NOUN
cana-2114	449	25	in	in	ADP
cana-2114	449	26	dynamic	dynamic	ADJ
cana-2114	449	27	environments	environment	NOUN
cana-2114	449	28	.	.	PUNCT
cana-2114	450	1	4.3	4.3	NUM
cana-2114	450	2	statistical	statistical	ADJ
cana-2114	450	3	analysis	analysis	NOUN
cana-2114	450	4	significance	significance	NOUN
cana-2114	450	5	testing	testing	NOUN
cana-2114	450	6	:	:	PUNCT
cana-2114	450	7	the	the	DET
cana-2114	450	8	table	table	NOUN
cana-2114	450	9	6	6	NUM
cana-2114	450	10	performed	perform	VERB
cana-2114	450	11	t	t	NOUN
cana-2114	450	12	-	-	PUNCT
cana-2114	450	13	tests	test	NOUN
cana-2114	450	14	to	to	PART
cana-2114	450	15	determine	determine	VERB
cana-2114	450	16	the	the	DET
cana-2114	450	17	statistical	statistical	ADJ
cana-2114	450	18	significance	significance	NOUN
cana-2114	450	19	of	of	ADP
cana-2114	450	20	the	the	DET
cana-2114	450	21	performance	performance	NOUN
cana-2114	450	22	differences	difference	NOUN
cana-2114	450	23	between	between	ADP
cana-2114	450	24	dynamicrl	dynamicrl	NOUN
cana-2114	450	25	-	-	PUNCT
cana-2114	450	26	tcp	tcp	NOUN
cana-2114	450	27	and	and	CCONJ
cana-2114	450	28	the	the	DET
cana-2114	450	29	baseline	baseline	NOUN
cana-2114	450	30	approaches	approach	NOUN
cana-2114	450	31	.	.	PUNCT
cana-2114	451	1	the	the	DET
cana-2114	451	2	results	result	NOUN
cana-2114	451	3	indicate	indicate	VERB
cana-2114	451	4	significant	significant	ADJ
cana-2114	451	5	improvements	improvement	NOUN
cana-2114	451	6	with	with	ADP
cana-2114	451	7	p	p	NOUN
cana-2114	451	8	-	-	PUNCT
cana-2114	451	9	values	value	NOUN
cana-2114	451	10	less	less	ADJ
cana-2114	451	11	than	than	ADP
cana-2114	451	12	0.05	0.05	NUM
cana-2114	451	13	.	.	PUNCT
cana-2114	452	1	communications	communication	NOUN
cana-2114	452	2	on	on	ADP
cana-2114	452	3	applied	apply	VERB
cana-2114	452	4	nonlinear	nonlinear	ADJ
cana-2114	452	5	analysis	analysis	NOUN
cana-2114	452	6	issn	issn	NOUN
cana-2114	452	7	:	:	PUNCT
cana-2114	452	8	1074	1074	NUM
cana-2114	452	9	-	-	PUNCT
cana-2114	452	10	133x	133x	NUM
cana-2114	452	11	vol	vol	NOUN
cana-2114	452	12	32	32	NUM
cana-2114	452	13	no	no	NOUN
cana-2114	452	14	.	.	PUNCT
cana-2114	453	1	1s	1s	NUM
cana-2114	453	2	(	(	PUNCT
cana-2114	453	3	2025	2025	NUM
cana-2114	453	4	)	)	PUNCT
cana-2114	453	5	139	139	NUM
cana-2114	453	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2114	453	7	effect	effect	NOUN
cana-2114	453	8	size	size	NOUN
cana-2114	453	9	estimation	estimation	NOUN
cana-2114	453	10	:	:	PUNCT
cana-2114	453	11	we	we	PRON
cana-2114	453	12	calculated	calculate	VERB
cana-2114	453	13	cohen	cohen	PROPN
cana-2114	453	14	's	's	PART
cana-2114	453	15	d	d	NOUN
cana-2114	453	16	to	to	PART
cana-2114	453	17	quantify	quantify	VERB
cana-2114	453	18	the	the	DET
cana-2114	453	19	magnitude	magnitude	NOUN
cana-2114	453	20	of	of	ADP
cana-2114	453	21	performance	performance	NOUN
cana-2114	453	22	differences	difference	NOUN
cana-2114	453	23	.	.	PUNCT
cana-2114	454	1	the	the	DET
cana-2114	454	2	effect	effect	NOUN
cana-2114	454	3	sizes	size	NOUN
cana-2114	454	4	were	be	AUX
cana-2114	454	5	found	find	VERB
cana-2114	454	6	to	to	PART
cana-2114	454	7	be	be	AUX
cana-2114	454	8	substantial	substantial	ADJ
cana-2114	454	9	,	,	PUNCT
cana-2114	454	10	indicating	indicate	VERB
cana-2114	454	11	a	a	DET
cana-2114	454	12	meaningful	meaningful	ADJ
cana-2114	454	13	improvement	improvement	NOUN
cana-2114	454	14	over	over	ADP
cana-2114	454	15	baseline	baseline	ADJ
cana-2114	454	16	methods	method	NOUN
cana-2114	454	17	.	.	PUNCT
cana-2114	455	1	table	table	NOUN
cana-2114	455	2	6	6	NUM
cana-2114	455	3	:	:	PUNCT
cana-2114	456	1	statistical	statistical	ADJ
cana-2114	456	2	analysis	analysis	NOUN
cana-2114	456	3	results	result	VERB
cana-2114	456	4	comparison	comparison	NOUN
cana-2114	456	5	p	p	NOUN
cana-2114	456	6	-	-	PUNCT
cana-2114	456	7	value	value	NOUN
cana-2114	456	8	cohen	cohen	NOUN
cana-2114	456	9	's	's	PART
cana-2114	456	10	d	d	NOUN
cana-2114	456	11	dynamicrl	dynamicrl	NOUN
cana-2114	456	12	-	-	PUNCT
cana-2114	456	13	tcp	tcp	NOUN
cana-2114	456	14	vs	vs	ADP
cana-2114	456	15	tcp	tcp	NOUN
cana-2114	456	16	-	-	PUNCT
cana-2114	456	17	tb	tb	NOUN
cana-2114	456	18	<	<	NOUN
cana-2114	456	19	0.01	0.01	NUM
cana-2114	456	20	1.25	1.25	NUM
cana-2114	456	21	dynamicrl	dynamicrl	NOUN
cana-2114	456	22	-	-	PUNCT
cana-2114	456	23	tcp	tcp	NOUN
cana-2114	456	24	vs	vs	ADP
cana-2114	456	25	tcp	tcp	PROPN
cana-2114	456	26	-	-	PUNCT
cana-2114	456	27	cic	cic	NOUN
cana-2114	456	28	<	<	X
cana-2114	456	29	0.01	0.01	NUM
cana-2114	456	30	1.1	1.1	NUM
cana-2114	456	31	the	the	DET
cana-2114	456	32	experimental	experimental	ADJ
cana-2114	456	33	study	study	NOUN
cana-2114	456	34	demonstrates	demonstrate	VERB
cana-2114	456	35	the	the	DET
cana-2114	456	36	superior	superior	ADJ
cana-2114	456	37	performance	performance	NOUN
cana-2114	456	38	of	of	ADP
cana-2114	456	39	dynamicrl	dynamicrl	NOUN
cana-2114	456	40	-	-	PUNCT
cana-2114	456	41	tcp	tcp	NOUN
cana-2114	456	42	in	in	ADP
cana-2114	456	43	test	test	NOUN
cana-2114	456	44	case	case	NOUN
cana-2114	456	45	prioritization	prioritization	NOUN
cana-2114	456	46	.	.	PUNCT
cana-2114	457	1	the	the	DET
cana-2114	457	2	rl	rl	NOUN
cana-2114	457	3	-	-	PUNCT
cana-2114	457	4	based	base	VERB
cana-2114	457	5	approach	approach	NOUN
cana-2114	457	6	,	,	PUNCT
cana-2114	457	7	sliding	slide	VERB
cana-2114	457	8	window	window	NOUN
cana-2114	457	9	mechanism	mechanism	NOUN
cana-2114	457	10	,	,	PUNCT
cana-2114	457	11	and	and	CCONJ
cana-2114	457	12	anomaly	anomaly	NOUN
cana-2114	457	13	detection	detection	NOUN
cana-2114	457	14	layer	layer	NOUN
cana-2114	457	15	significantly	significantly	ADV
cana-2114	457	16	enhance	enhance	VERB
cana-2114	457	17	fault	fault	NOUN
cana-2114	457	18	detection	detection	NOUN
cana-2114	457	19	rates	rate	NOUN
cana-2114	457	20	,	,	PUNCT
cana-2114	457	21	apfd	apfd	PROPN
cana-2114	457	22	,	,	PUNCT
cana-2114	457	23	and	and	CCONJ
cana-2114	457	24	time	time	NOUN
cana-2114	457	25	to	to	ADP
cana-2114	457	26	first	first	ADJ
cana-2114	457	27	fault	fault	NOUN
cana-2114	457	28	.	.	PUNCT
cana-2114	458	1	the	the	DET
cana-2114	458	2	system	system	NOUN
cana-2114	458	3	's	's	PART
cana-2114	458	4	adaptability	adaptability	NOUN
cana-2114	458	5	to	to	ADP
cana-2114	458	6	dynamic	dynamic	ADJ
cana-2114	458	7	changes	change	NOUN
cana-2114	458	8	in	in	ADP
cana-2114	458	9	the	the	DET
cana-2114	458	10	software	software	NOUN
cana-2114	458	11	environment	environment	NOUN
cana-2114	458	12	further	far	ADV
cana-2114	458	13	underscores	underscore	VERB
cana-2114	458	14	its	its	PRON
cana-2114	458	15	robustness	robustness	NOUN
cana-2114	458	16	and	and	CCONJ
cana-2114	458	17	reliability	reliability	NOUN
cana-2114	458	18	.	.	PUNCT
cana-2114	459	1	the	the	DET
cana-2114	459	2	ablation	ablation	NOUN
cana-2114	459	3	study	study	NOUN
cana-2114	459	4	confirms	confirm	VERB
cana-2114	459	5	the	the	DET
cana-2114	459	6	importance	importance	NOUN
cana-2114	459	7	of	of	ADP
cana-2114	459	8	each	each	DET
cana-2114	459	9	component	component	NOUN
cana-2114	459	10	,	,	PUNCT
cana-2114	459	11	providing	provide	VERB
cana-2114	459	12	valuable	valuable	ADJ
cana-2114	459	13	insights	insight	NOUN
cana-2114	459	14	for	for	ADP
cana-2114	459	15	future	future	ADJ
cana-2114	459	16	improvements	improvement	NOUN
cana-2114	459	17	.	.	PUNCT
cana-2114	460	1	overall	overall	ADJ
cana-2114	460	2	,	,	PUNCT
cana-2114	460	3	dynamicrl	dynamicrl	NOUN
cana-2114	460	4	-	-	PUNCT
cana-2114	460	5	tcp	tcp	PROPN
cana-2114	460	6	offers	offer	VERB
cana-2114	460	7	a	a	DET
cana-2114	460	8	comprehensive	comprehensive	ADJ
cana-2114	460	9	,	,	PUNCT
cana-2114	460	10	efficient	efficient	ADJ
cana-2114	460	11	,	,	PUNCT
cana-2114	460	12	and	and	CCONJ
cana-2114	460	13	adaptable	adaptable	ADJ
cana-2114	460	14	solution	solution	NOUN
cana-2114	460	15	for	for	ADP
cana-2114	460	16	test	test	NOUN
cana-2114	460	17	case	case	NOUN
cana-2114	460	18	prioritization	prioritization	NOUN
cana-2114	460	19	in	in	ADP
cana-2114	460	20	software	software	NOUN
cana-2114	460	21	testing	testing	NOUN
cana-2114	460	22	.	.	PUNCT
cana-2114	461	1	by	by	ADP
cana-2114	461	2	presenting	present	VERB
cana-2114	461	3	the	the	DET
cana-2114	461	4	results	result	NOUN
cana-2114	461	5	in	in	ADP
cana-2114	461	6	a	a	DET
cana-2114	461	7	clear	clear	ADJ
cana-2114	461	8	and	and	CCONJ
cana-2114	461	9	structured	structured	ADJ
cana-2114	461	10	manner	manner	NOUN
cana-2114	461	11	,	,	PUNCT
cana-2114	461	12	supported	support	VERB
cana-2114	461	13	by	by	ADP
cana-2114	461	14	statistical	statistical	ADJ
cana-2114	461	15	analysis	analysis	NOUN
cana-2114	461	16	and	and	CCONJ
cana-2114	461	17	visualizations	visualization	NOUN
cana-2114	461	18	,	,	PUNCT
cana-2114	461	19	we	we	PRON
cana-2114	461	20	provide	provide	VERB
cana-2114	461	21	strong	strong	ADJ
cana-2114	461	22	evidence	evidence	NOUN
cana-2114	461	23	for	for	ADP
cana-2114	461	24	the	the	DET
cana-2114	461	25	effectiveness	effectiveness	NOUN
cana-2114	461	26	of	of	ADP
cana-2114	461	27	dynamicrl	dynamicrl	NOUN
cana-2114	461	28	-	-	PUNCT
cana-2114	461	29	tcp	tcp	PROPN
cana-2114	461	30	compared	compare	VERB
cana-2114	461	31	to	to	ADP
cana-2114	461	32	contemporary	contemporary	ADJ
cana-2114	461	33	approaches	approach	NOUN
cana-2114	461	34	.	.	PUNCT
cana-2114	462	1	this	this	DET
cana-2114	462	2	study	study	NOUN
cana-2114	462	3	paves	pave	VERB
cana-2114	462	4	the	the	DET
cana-2114	462	5	way	way	NOUN
cana-2114	462	6	for	for	ADP
cana-2114	462	7	further	further	ADJ
cana-2114	462	8	research	research	NOUN
cana-2114	462	9	and	and	CCONJ
cana-2114	462	10	refinement	refinement	NOUN
cana-2114	462	11	of	of	ADP
cana-2114	462	12	rl	rl	NOUN
cana-2114	462	13	-	-	PUNCT
cana-2114	462	14	based	base	VERB
cana-2114	462	15	test	test	NOUN
cana-2114	462	16	case	case	NOUN
cana-2114	462	17	prioritization	prioritization	NOUN
cana-2114	462	18	techniques	technique	NOUN
cana-2114	462	19	.	.	PUNCT
cana-2114	463	1	4.4	4.4	NUM
cana-2114	463	2	consistency	consistency	NOUN
cana-2114	463	3	evaluation	evaluation	NOUN
cana-2114	463	4	this	this	DET
cana-2114	463	5	section	section	NOUN
cana-2114	463	6	provide	provide	VERB
cana-2114	463	7	additional	additional	ADJ
cana-2114	463	8	insights	insight	NOUN
cana-2114	463	9	into	into	ADP
cana-2114	463	10	the	the	DET
cana-2114	463	11	experimental	experimental	ADJ
cana-2114	463	12	study	study	NOUN
cana-2114	463	13	results	result	NOUN
cana-2114	463	14	,	,	PUNCT
cana-2114	463	15	highlighting	highlight	VERB
cana-2114	463	16	the	the	DET
cana-2114	463	17	variability	variability	NOUN
cana-2114	463	18	and	and	CCONJ
cana-2114	463	19	consistency	consistency	NOUN
cana-2114	463	20	of	of	ADP
cana-2114	463	21	the	the	DET
cana-2114	463	22	dynamicrl	dynamicrl	NOUN
cana-2114	463	23	-	-	PUNCT
cana-2114	463	24	tcp	tcp	ADJ
cana-2114	463	25	approach	approach	NOUN
cana-2114	463	26	compared	compare	VERB
cana-2114	463	27	to	to	ADP
cana-2114	463	28	tcp	tcp	NOUN
cana-2114	463	29	-	-	PUNCT
cana-2114	463	30	cic	cic	PROPN
cana-2114	463	31	and	and	CCONJ
cana-2114	463	32	tcp	tcp	VERB
cana-2114	463	33	under	under	ADP
cana-2114	463	34	different	different	ADJ
cana-2114	463	35	conditions	condition	NOUN
cana-2114	463	36	.	.	PUNCT
cana-2114	464	1	figure	figure	VERB
cana-2114	464	2	5	5	NUM
cana-2114	464	3	:	:	PUNCT
cana-2114	464	4	fault	fault	VERB
cana-2114	464	5	detection	detection	NOUN
cana-2114	464	6	rate	rate	NOUN
cana-2114	464	7	comparison	comparison	NOUN
cana-2114	464	8	this	this	DET
cana-2114	464	9	boxplot	boxplot	NOUN
cana-2114	464	10	shown	show	VERB
cana-2114	464	11	in	in	ADP
cana-2114	464	12	figure	figure	NOUN
cana-2114	464	13	5	5	NUM
cana-2114	464	14	compares	compare	VERB
cana-2114	464	15	the	the	DET
cana-2114	464	16	fault	fault	NOUN
cana-2114	464	17	detection	detection	NOUN
cana-2114	464	18	rates	rate	NOUN
cana-2114	464	19	of	of	ADP
cana-2114	464	20	dynamicrl	dynamicrl	NOUN
cana-2114	464	21	-	-	PUNCT
cana-2114	464	22	tcp	tcp	PROPN
cana-2114	464	23	,	,	PUNCT
cana-2114	464	24	tcp	tcp	PROPN
cana-2114	464	25	-	-	PUNCT
cana-2114	464	26	cic	cic	PROPN
cana-2114	464	27	and	and	CCONJ
cana-2114	464	28	tcp	tcp	NOUN
cana-2114	464	29	-	-	PUNCT
cana-2114	464	30	tb	tb	NOUN
cana-2114	464	31	techniques	technique	NOUN
cana-2114	464	32	.	.	PUNCT
cana-2114	465	1	the	the	DET
cana-2114	465	2	median	median	NOUN
cana-2114	465	3	and	and	CCONJ
cana-2114	465	4	variability	variability	NOUN
cana-2114	465	5	of	of	ADP
cana-2114	465	6	the	the	DET
cana-2114	465	7	fault	fault	NOUN
cana-2114	465	8	detection	detection	NOUN
cana-2114	465	9	rates	rate	NOUN
cana-2114	465	10	are	be	AUX
cana-2114	465	11	illustrated	illustrate	VERB
cana-2114	465	12	,	,	PUNCT
cana-2114	465	13	with	with	ADP
cana-2114	465	14	dynamicrl	dynamicrl	NOUN
cana-2114	465	15	-	-	PUNCT
cana-2114	465	16	tcp	tcp	PROPN
cana-2114	465	17	showing	show	VERB
cana-2114	465	18	a	a	DET
cana-2114	465	19	consistently	consistently	ADV
cana-2114	465	20	higher	high	ADJ
cana-2114	465	21	performance	performance	NOUN
cana-2114	465	22	compared	compare	VERB
cana-2114	465	23	to	to	ADP
cana-2114	465	24	the	the	DET
cana-2114	465	25	contemporary	contemporary	ADJ
cana-2114	465	26	methods	method	NOUN
cana-2114	465	27	.	.	PUNCT
cana-2114	466	1	figure	figure	VERB
cana-2114	466	2	6	6	NUM
cana-2114	466	3	:	:	PUNCT
cana-2114	466	4	ablation	ablation	NOUN
cana-2114	466	5	study	study	NOUN
cana-2114	466	6	impact	impact	NOUN
cana-2114	466	7	on	on	ADP
cana-2114	466	8	fault	fault	NOUN
cana-2114	466	9	detection	detection	NOUN
cana-2114	466	10	rate	rate	NOUN
cana-2114	466	11	communications	communication	NOUN
cana-2114	466	12	on	on	ADP
cana-2114	466	13	applied	apply	VERB
cana-2114	466	14	nonlinear	nonlinear	ADJ
cana-2114	466	15	analysis	analysis	NOUN
cana-2114	466	16	issn	issn	NOUN
cana-2114	466	17	:	:	PUNCT
cana-2114	466	18	1074	1074	NUM
cana-2114	466	19	-	-	PUNCT
cana-2114	466	20	133x	133x	NUM
cana-2114	466	21	vol	vol	NOUN
cana-2114	466	22	32	32	NUM
cana-2114	466	23	no	no	NOUN
cana-2114	466	24	.	.	PUNCT
cana-2114	467	1	1s	1s	NUM
cana-2114	467	2	(	(	PUNCT
cana-2114	467	3	2025	2025	NUM
cana-2114	467	4	)	)	PUNCT
cana-2114	467	5	140	140	NUM
cana-2114	467	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2114	467	7	this	this	DET
cana-2114	467	8	boxplot	boxplot	NOUN
cana-2114	467	9	shown	show	VERB
cana-2114	467	10	in	in	ADP
cana-2114	467	11	figure	figure	NOUN
cana-2114	467	12	6	6	NUM
cana-2114	467	13	illustrates	illustrate	VERB
cana-2114	467	14	the	the	DET
cana-2114	467	15	impact	impact	NOUN
cana-2114	467	16	on	on	ADP
cana-2114	467	17	fault	fault	NOUN
cana-2114	467	18	detection	detection	NOUN
cana-2114	467	19	rates	rate	NOUN
cana-2114	467	20	when	when	SCONJ
cana-2114	467	21	key	key	ADJ
cana-2114	467	22	components	component	NOUN
cana-2114	467	23	of	of	ADP
cana-2114	467	24	dynamicrl	dynamicrl	NOUN
cana-2114	467	25	-	-	PUNCT
cana-2114	467	26	tcp	tcp	NOUN
cana-2114	467	27	are	be	AUX
cana-2114	467	28	disabled	disable	VERB
cana-2114	467	29	.	.	PUNCT
cana-2114	468	1	the	the	DET
cana-2114	468	2	full	full	ADJ
cana-2114	468	3	model	model	NOUN
cana-2114	468	4	with	with	ADP
cana-2114	468	5	all	all	DET
cana-2114	468	6	components	component	NOUN
cana-2114	468	7	enabled	enable	VERB
cana-2114	468	8	shows	show	VERB
cana-2114	468	9	the	the	DET
cana-2114	468	10	highest	high	ADJ
cana-2114	468	11	and	and	CCONJ
cana-2114	468	12	most	most	ADV
cana-2114	468	13	consistent	consistent	ADJ
cana-2114	468	14	performance	performance	NOUN
cana-2114	468	15	,	,	PUNCT
cana-2114	468	16	highlighting	highlight	VERB
cana-2114	468	17	the	the	DET
cana-2114	468	18	importance	importance	NOUN
cana-2114	468	19	of	of	ADP
cana-2114	468	20	each	each	DET
cana-2114	468	21	component	component	NOUN
cana-2114	468	22	.	.	PUNCT
cana-2114	469	1	figure	figure	VERB
cana-2114	469	2	7	7	NUM
cana-2114	469	3	:	:	PUNCT
cana-2114	469	4	adaptation	adaptation	NOUN
cana-2114	469	5	to	to	PART
cana-2114	469	6	software	software	NOUN
cana-2114	469	7	changes	change	NOUN
cana-2114	469	8	this	this	DET
cana-2114	469	9	boxplot	boxplot	NOUN
cana-2114	469	10	shown	show	VERB
cana-2114	469	11	in	in	ADP
cana-2114	469	12	figure	figure	NOUN
cana-2114	469	13	7	7	NUM
cana-2114	469	14	the	the	DET
cana-2114	469	15	fault	fault	NOUN
cana-2114	469	16	detection	detection	NOUN
cana-2114	469	17	rates	rate	NOUN
cana-2114	469	18	of	of	ADP
cana-2114	469	19	dynamicrl	dynamicrl	NOUN
cana-2114	469	20	-	-	PUNCT
cana-2114	469	21	tcp	tcp	NOUN
cana-2114	469	22	under	under	ADP
cana-2114	469	23	different	different	ADJ
cana-2114	469	24	software	software	NOUN
cana-2114	469	25	evolution	evolution	NOUN
cana-2114	469	26	scenarios	scenario	NOUN
cana-2114	469	27	.	.	PUNCT
cana-2114	470	1	it	it	PRON
cana-2114	470	2	demonstrates	demonstrate	VERB
cana-2114	470	3	the	the	DET
cana-2114	470	4	system	system	NOUN
cana-2114	470	5	's	's	PART
cana-2114	470	6	robustness	robustness	NOUN
cana-2114	470	7	and	and	CCONJ
cana-2114	470	8	adaptability	adaptability	NOUN
cana-2114	470	9	,	,	PUNCT
cana-2114	470	10	maintaining	maintain	VERB
cana-2114	470	11	high	high	ADJ
cana-2114	470	12	performance	performance	NOUN
cana-2114	470	13	even	even	ADV
cana-2114	470	14	with	with	ADP
cana-2114	470	15	changes	change	NOUN
cana-2114	470	16	such	such	ADJ
cana-2114	470	17	as	as	ADP
cana-2114	470	18	minor	minor	ADJ
cana-2114	470	19	code	code	NOUN
cana-2114	470	20	modifications	modification	NOUN
cana-2114	470	21	,	,	PUNCT
cana-2114	470	22	the	the	DET
cana-2114	470	23	addition	addition	NOUN
cana-2114	470	24	of	of	ADP
cana-2114	470	25	new	new	ADJ
cana-2114	470	26	features	feature	NOUN
cana-2114	470	27	,	,	PUNCT
cana-2114	470	28	and	and	CCONJ
cana-2114	470	29	evolving	evolve	VERB
cana-2114	470	30	test	test	NOUN
cana-2114	470	31	suites	suite	NOUN
cana-2114	470	32	.	.	PUNCT
cana-2114	471	1	5	5	NUM
cana-2114	471	2	conclusion	conclusion	NOUN
cana-2114	471	3	the	the	DET
cana-2114	471	4	main	main	ADJ
cana-2114	471	5	objective	objective	NOUN
cana-2114	471	6	of	of	ADP
cana-2114	471	7	this	this	DET
cana-2114	471	8	study	study	NOUN
cana-2114	471	9	was	be	AUX
cana-2114	471	10	to	to	PART
cana-2114	471	11	develop	develop	VERB
cana-2114	471	12	and	and	CCONJ
cana-2114	471	13	evaluate	evaluate	VERB
cana-2114	471	14	dynamicrl	dynamicrl	NOUN
cana-2114	471	15	-	-	PUNCT
cana-2114	471	16	tcp	tcp	PROPN
cana-2114	471	17	,	,	PUNCT
cana-2114	471	18	a	a	DET
cana-2114	471	19	new	new	ADJ
cana-2114	471	20	approach	approach	NOUN
cana-2114	471	21	for	for	ADP
cana-2114	471	22	test	test	NOUN
cana-2114	471	23	case	case	NOUN
cana-2114	471	24	prioritization	prioritization	NOUN
cana-2114	471	25	that	that	PRON
cana-2114	471	26	uses	use	VERB
cana-2114	471	27	reinforcement	reinforcement	NOUN
cana-2114	471	28	learning	learning	NOUN
cana-2114	471	29	and	and	CCONJ
cana-2114	471	30	anomaly	anomaly	NOUN
cana-2114	471	31	detection	detection	NOUN
cana-2114	471	32	to	to	PART
cana-2114	471	33	enhance	enhance	VERB
cana-2114	471	34	software	software	NOUN
cana-2114	471	35	testing	testing	NOUN
cana-2114	471	36	efficiency	efficiency	NOUN
cana-2114	471	37	.	.	PUNCT
cana-2114	472	1	the	the	DET
cana-2114	472	2	results	result	NOUN
cana-2114	472	3	showed	show	VERB
cana-2114	472	4	that	that	SCONJ
cana-2114	472	5	dynamicrl	dynamicrl	NOUN
cana-2114	472	6	-	-	PUNCT
cana-2114	472	7	tcp	tcp	NOUN
cana-2114	472	8	significantly	significantly	ADV
cana-2114	472	9	improves	improve	VERB
cana-2114	472	10	fault	fault	NOUN
cana-2114	472	11	detection	detection	NOUN
cana-2114	472	12	rates	rate	NOUN
cana-2114	472	13	,	,	PUNCT
cana-2114	472	14	average	average	ADJ
cana-2114	472	15	percentage	percentage	NOUN
cana-2114	472	16	of	of	ADP
cana-2114	472	17	faults	fault	NOUN
cana-2114	472	18	detected	detect	VERB
cana-2114	472	19	,	,	PUNCT
cana-2114	472	20	and	and	CCONJ
cana-2114	472	21	reduces	reduce	VERB
cana-2114	472	22	the	the	DET
cana-2114	472	23	time	time	NOUN
cana-2114	472	24	to	to	PART
cana-2114	472	25	first	first	ADJ
cana-2114	472	26	fault	fault	NOUN
cana-2114	472	27	compared	compare	VERB
cana-2114	472	28	to	to	ADP
cana-2114	472	29	other	other	ADJ
cana-2114	472	30	methods	method	NOUN
cana-2114	472	31	.	.	PUNCT
cana-2114	473	1	the	the	DET
cana-2114	473	2	study	study	NOUN
cana-2114	473	3	also	also	ADV
cana-2114	473	4	demonstrated	demonstrate	VERB
cana-2114	473	5	that	that	SCONJ
cana-2114	473	6	each	each	DET
cana-2114	473	7	component	component	NOUN
cana-2114	473	8	of	of	ADP
cana-2114	473	9	dynamicrl	dynamicrl	NOUN
cana-2114	473	10	-	-	PUNCT
cana-2114	473	11	tcp	tcp	PROPN
cana-2114	473	12	is	be	AUX
cana-2114	473	13	crucial	crucial	ADJ
cana-2114	473	14	,	,	PUNCT
cana-2114	473	15	with	with	ADP
cana-2114	473	16	the	the	DET
cana-2114	473	17	full	full	ADJ
cana-2114	473	18	model	model	NOUN
cana-2114	473	19	showing	show	VERB
cana-2114	473	20	the	the	DET
cana-2114	473	21	highest	high	ADJ
cana-2114	473	22	performance	performance	NOUN
cana-2114	473	23	.	.	PUNCT
cana-2114	474	1	these	these	DET
cana-2114	474	2	findings	finding	NOUN
cana-2114	474	3	are	be	AUX
cana-2114	474	4	important	important	ADJ
cana-2114	474	5	because	because	SCONJ
cana-2114	474	6	they	they	PRON
cana-2114	474	7	show	show	VERB
cana-2114	474	8	how	how	SCONJ
cana-2114	474	9	integrating	integrate	VERB
cana-2114	474	10	reinforcement	reinforcement	NOUN
cana-2114	474	11	learning	learning	NOUN
cana-2114	474	12	and	and	CCONJ
cana-2114	474	13	anomaly	anomaly	NOUN
cana-2114	474	14	detection	detection	NOUN
cana-2114	474	15	can	can	AUX
cana-2114	474	16	make	make	VERB
cana-2114	474	17	software	software	NOUN
cana-2114	474	18	testing	test	VERB
cana-2114	474	19	more	more	ADV
cana-2114	474	20	efficient	efficient	ADJ
cana-2114	474	21	and	and	CCONJ
cana-2114	474	22	effective	effective	ADJ
cana-2114	474	23	.	.	PUNCT
cana-2114	475	1	this	this	DET
cana-2114	475	2	research	research	NOUN
cana-2114	475	3	advances	advance	VERB
cana-2114	475	4	the	the	DET
cana-2114	475	5	current	current	ADJ
cana-2114	475	6	understanding	understanding	NOUN
cana-2114	475	7	of	of	ADP
cana-2114	475	8	test	test	NOUN
cana-2114	475	9	case	case	NOUN
cana-2114	475	10	prioritization	prioritization	NOUN
cana-2114	475	11	by	by	ADP
cana-2114	475	12	providing	provide	VERB
cana-2114	475	13	a	a	DET
cana-2114	475	14	comprehensive	comprehensive	ADJ
cana-2114	475	15	method	method	NOUN
cana-2114	475	16	that	that	PRON
cana-2114	475	17	adapts	adapt	VERB
cana-2114	475	18	to	to	ADP
cana-2114	475	19	changes	change	NOUN
cana-2114	475	20	in	in	ADP
cana-2114	475	21	the	the	DET
cana-2114	475	22	software	software	NOUN
cana-2114	475	23	environment	environment	NOUN
cana-2114	475	24	and	and	CCONJ
cana-2114	475	25	detects	detect	NOUN
cana-2114	475	26	anomalies	anomaly	NOUN
cana-2114	475	27	,	,	PUNCT
cana-2114	475	28	ensuring	ensure	VERB
cana-2114	475	29	high	high	ADJ
cana-2114	475	30	performance	performance	NOUN
cana-2114	475	31	even	even	ADV
cana-2114	475	32	in	in	ADP
cana-2114	475	33	dynamic	dynamic	ADJ
cana-2114	475	34	conditions	condition	NOUN
cana-2114	475	35	.	.	PUNCT
cana-2114	476	1	further	further	ADJ
cana-2114	476	2	studies	study	NOUN
cana-2114	476	3	could	could	AUX
cana-2114	476	4	refine	refine	VERB
cana-2114	476	5	the	the	DET
cana-2114	476	6	model	model	NOUN
cana-2114	476	7	and	and	CCONJ
cana-2114	476	8	explore	explore	VERB
cana-2114	476	9	other	other	ADJ
cana-2114	476	10	machine	machine	NOUN
cana-2114	476	11	learning	learn	VERB
cana-2114	476	12	techniques	technique	NOUN
cana-2114	476	13	to	to	PART
cana-2114	476	14	enhance	enhance	VERB
cana-2114	476	15	its	its	PRON
cana-2114	476	16	performance	performance	NOUN
cana-2114	476	17	.	.	PUNCT
cana-2114	477	1	dynamicrl	dynamicrl	NOUN
cana-2114	477	2	-	-	PUNCT
cana-2114	477	3	tcp	tcp	PROPN
cana-2114	477	4	represents	represent	VERB
cana-2114	477	5	a	a	DET
cana-2114	477	6	significant	significant	ADJ
cana-2114	477	7	advancement	advancement	NOUN
cana-2114	477	8	in	in	ADP
cana-2114	477	9	the	the	DET
cana-2114	477	10	field	field	NOUN
cana-2114	477	11	of	of	ADP
cana-2114	477	12	software	software	NOUN
cana-2114	477	13	testing	testing	NOUN
cana-2114	477	14	by	by	ADP
cana-2114	477	15	combining	combine	VERB
cana-2114	477	16	reinforcement	reinforcement	NOUN
cana-2114	477	17	learning	learning	NOUN
cana-2114	477	18	and	and	CCONJ
cana-2114	477	19	anomaly	anomaly	NOUN
cana-2114	477	20	detection	detection	NOUN
cana-2114	477	21	to	to	PART
cana-2114	477	22	dynamically	dynamically	ADV
cana-2114	477	23	prioritize	prioritize	VERB
cana-2114	477	24	test	test	NOUN
cana-2114	477	25	cases	case	NOUN
cana-2114	477	26	.	.	PUNCT
cana-2114	478	1	this	this	DET
cana-2114	478	2	approach	approach	NOUN
cana-2114	478	3	not	not	PART
cana-2114	478	4	only	only	ADV
cana-2114	478	5	improves	improve	VERB
cana-2114	478	6	fault	fault	NOUN
cana-2114	478	7	detection	detection	NOUN
cana-2114	478	8	and	and	CCONJ
cana-2114	478	9	testing	testing	NOUN
cana-2114	478	10	efficiency	efficiency	NOUN
cana-2114	478	11	but	but	CCONJ
cana-2114	478	12	also	also	ADV
cana-2114	478	13	adapts	adapt	VERB
cana-2114	478	14	to	to	ADP
cana-2114	478	15	changing	change	VERB
cana-2114	478	16	conditions	condition	NOUN
cana-2114	478	17	,	,	PUNCT
cana-2114	478	18	making	make	VERB
cana-2114	478	19	it	it	PRON
cana-2114	478	20	a	a	DET
cana-2114	478	21	valuable	valuable	ADJ
cana-2114	478	22	tool	tool	NOUN
cana-2114	478	23	for	for	ADP
cana-2114	478	24	modern	modern	ADJ
cana-2114	478	25	software	software	NOUN
cana-2114	478	26	development	development	NOUN
cana-2114	478	27	environments	environment	NOUN
cana-2114	478	28	.	.	PUNCT
cana-2114	479	1	the	the	DET
cana-2114	479	2	findings	finding	NOUN
cana-2114	479	3	highlight	highlight	VERB
cana-2114	479	4	the	the	DET
cana-2114	479	5	potential	potential	NOUN
cana-2114	479	6	of	of	ADP
cana-2114	479	7	machine	machine	NOUN
cana-2114	479	8	learning	learn	VERB
cana-2114	479	9	to	to	PART
cana-2114	479	10	transform	transform	VERB
cana-2114	479	11	software	software	NOUN
cana-2114	479	12	testing	testing	NOUN
cana-2114	479	13	practices	practice	NOUN
cana-2114	479	14	,	,	PUNCT
cana-2114	479	15	leading	lead	VERB
cana-2114	479	16	to	to	ADP
cana-2114	479	17	more	more	ADV
cana-2114	479	18	reliable	reliable	ADJ
cana-2114	479	19	and	and	CCONJ
cana-2114	479	20	efficient	efficient	ADJ
cana-2114	479	21	software	software	NOUN
cana-2114	479	22	.	.	PUNCT
cana-2114	480	1	declarations	declaration	NOUN
cana-2114	480	2	funding	fund	VERB
cana-2114	480	3	:	:	PUNCT
cana-2114	480	4	this	this	DET
cana-2114	480	5	research	research	NOUN
cana-2114	480	6	received	receive	VERB
cana-2114	480	7	no	no	DET
cana-2114	480	8	external	external	ADJ
cana-2114	480	9	funding	funding	NOUN
cana-2114	480	10	.	.	PUNCT
cana-2114	481	1	all	all	DET
cana-2114	481	2	costs	cost	NOUN
cana-2114	481	3	associated	associate	VERB
cana-2114	481	4	with	with	ADP
cana-2114	481	5	this	this	DET
cana-2114	481	6	study	study	NOUN
cana-2114	481	7	were	be	AUX
cana-2114	481	8	covered	cover	VERB
cana-2114	481	9	by	by	ADP
cana-2114	481	10	the	the	DET
cana-2114	481	11	authors	author	NOUN
cana-2114	481	12	themselves	themselves	PRON
cana-2114	481	13	.	.	PUNCT
cana-2114	482	1	the	the	DET
cana-2114	482	2	lack	lack	NOUN
cana-2114	482	3	of	of	ADP
cana-2114	482	4	financial	financial	ADJ
cana-2114	482	5	support	support	NOUN
cana-2114	482	6	has	have	AUX
cana-2114	482	7	not	not	PART
cana-2114	482	8	influenced	influence	VERB
cana-2114	482	9	the	the	DET
cana-2114	482	10	outcome	outcome	NOUN
cana-2114	482	11	of	of	ADP
cana-2114	482	12	the	the	DET
cana-2114	482	13	research	research	NOUN
cana-2114	482	14	or	or	CCONJ
cana-2114	482	15	the	the	DET
cana-2114	482	16	interpretation	interpretation	NOUN
cana-2114	482	17	of	of	ADP
cana-2114	482	18	results	result	NOUN
cana-2114	482	19	.	.	PUNCT
cana-2114	483	1	conflict	conflict	NOUN
cana-2114	483	2	of	of	ADP
cana-2114	483	3	interest	interest	NOUN
cana-2114	483	4	:	:	PUNCT
cana-2114	483	5	the	the	DET
cana-2114	483	6	authors	author	NOUN
cana-2114	483	7	declare	declare	VERB
cana-2114	483	8	no	no	DET
cana-2114	483	9	potential	potential	ADJ
cana-2114	483	10	conflicts	conflict	NOUN
cana-2114	483	11	of	of	ADP
cana-2114	483	12	interest	interest	NOUN
cana-2114	483	13	with	with	ADP
cana-2114	483	14	respect	respect	NOUN
cana-2114	483	15	to	to	ADP
cana-2114	483	16	the	the	DET
cana-2114	483	17	research	research	NOUN
cana-2114	483	18	,	,	PUNCT
cana-2114	483	19	authorship	authorship	NOUN
cana-2114	483	20	,	,	PUNCT
cana-2114	483	21	and/or	and/or	CCONJ
cana-2114	483	22	publication	publication	NOUN
cana-2114	483	23	of	of	ADP
cana-2114	483	24	this	this	DET
cana-2114	483	25	article	article	NOUN
cana-2114	483	26	.	.	PUNCT
cana-2114	484	1	the	the	DET
cana-2114	484	2	integrity	integrity	NOUN
cana-2114	484	3	of	of	ADP
cana-2114	484	4	the	the	DET
cana-2114	484	5	research	research	NOUN
cana-2114	484	6	process	process	NOUN
cana-2114	484	7	and	and	CCONJ
cana-2114	484	8	findings	finding	NOUN
cana-2114	484	9	remains	remain	VERB
cana-2114	484	10	uncompromised	uncompromised	ADJ
cana-2114	484	11	,	,	PUNCT
cana-2114	484	12	with	with	ADP
cana-2114	484	13	all	all	DET
cana-2114	484	14	conclusions	conclusion	NOUN
cana-2114	484	15	drawn	draw	VERB
cana-2114	484	16	based	base	VERB
cana-2114	484	17	solely	solely	ADV
cana-2114	484	18	on	on	ADP
cana-2114	484	19	the	the	DET
cana-2114	484	20	data	datum	NOUN
cana-2114	484	21	collected	collect	VERB
cana-2114	484	22	and	and	CCONJ
cana-2114	484	23	analyzed	analyze	VERB
cana-2114	484	24	.	.	PUNCT
cana-2114	485	1	ethics	ethic	NOUN
cana-2114	485	2	approval	approval	NOUN
cana-2114	485	3	and	and	CCONJ
cana-2114	485	4	consent	consent	NOUN
cana-2114	485	5	to	to	PART
cana-2114	485	6	participate	participate	VERB
cana-2114	485	7	:	:	PUNCT
cana-2114	485	8	this	this	DET
cana-2114	485	9	study	study	NOUN
cana-2114	485	10	did	do	AUX
cana-2114	485	11	not	not	PART
cana-2114	485	12	involve	involve	VERB
cana-2114	485	13	any	any	DET
cana-2114	485	14	human	human	ADJ
cana-2114	485	15	participants	participant	NOUN
cana-2114	485	16	,	,	PUNCT
cana-2114	485	17	human	human	ADJ
cana-2114	485	18	data	datum	NOUN
cana-2114	485	19	,	,	PUNCT
cana-2114	485	20	or	or	CCONJ
cana-2114	485	21	human	human	ADJ
cana-2114	485	22	tissue	tissue	NOUN
cana-2114	485	23	,	,	PUNCT
cana-2114	485	24	and	and	CCONJ
cana-2114	485	25	therefore	therefore	ADV
cana-2114	485	26	did	do	AUX
cana-2114	485	27	not	not	PART
cana-2114	485	28	require	require	VERB
cana-2114	485	29	ethics	ethic	NOUN
cana-2114	485	30	approval	approval	NOUN
cana-2114	485	31	.	.	PUNCT
cana-2114	486	1	all	all	DET
cana-2114	486	2	procedures	procedure	NOUN
cana-2114	486	3	followed	follow	VERB
cana-2114	486	4	were	be	AUX
cana-2114	486	5	in	in	ADP
cana-2114	486	6	accordance	accordance	NOUN
cana-2114	486	7	with	with	ADP
cana-2114	486	8	the	the	DET
cana-2114	486	9	ethical	ethical	ADJ
cana-2114	486	10	standards	standard	NOUN
cana-2114	486	11	of	of	ADP
cana-2114	486	12	the	the	DET
cana-2114	486	13	responsible	responsible	ADJ
cana-2114	486	14	committee	committee	NOUN
cana-2114	486	15	on	on	ADP
cana-2114	486	16	human	human	ADJ
cana-2114	486	17	experimentation	experimentation	NOUN
cana-2114	486	18	and	and	CCONJ
cana-2114	486	19	with	with	ADP
cana-2114	486	20	the	the	DET
cana-2114	486	21	helsinki	helsinki	PROPN
cana-2114	486	22	declaration	declaration	PROPN
cana-2114	486	23	of	of	ADP
cana-2114	486	24	1975	1975	NUM
cana-2114	486	25	,	,	PUNCT
cana-2114	486	26	as	as	SCONJ
cana-2114	486	27	revised	revise	VERB
cana-2114	486	28	in	in	ADP
cana-2114	486	29	2000	2000	NUM
cana-2114	486	30	.	.	PUNCT
cana-2114	487	1	communications	communication	NOUN
cana-2114	487	2	on	on	ADP
cana-2114	487	3	applied	apply	VERB
cana-2114	487	4	nonlinear	nonlinear	ADJ
cana-2114	487	5	analysis	analysis	NOUN
cana-2114	487	6	issn	issn	NOUN
cana-2114	487	7	:	:	PUNCT
cana-2114	487	8	1074	1074	NUM
cana-2114	487	9	-	-	PUNCT
cana-2114	487	10	133x	133x	NUM
cana-2114	487	11	vol	vol	NOUN
cana-2114	487	12	32	32	NUM
cana-2114	487	13	no	no	NOUN
cana-2114	487	14	.	.	PUNCT
cana-2114	488	1	1s	1s	NUM
cana-2114	488	2	(	(	PUNCT
cana-2114	488	3	2025	2025	NUM
cana-2114	488	4	)	)	PUNCT
cana-2114	488	5	141	141	NUM
cana-2114	488	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2114	488	7	consent	consent	NOUN
cana-2114	488	8	for	for	ADP
cana-2114	488	9	publication	publication	NOUN
cana-2114	488	10	:	:	PUNCT
cana-2114	488	11	not	not	PART
cana-2114	488	12	applicable	applicable	ADJ
cana-2114	488	13	.	.	PUNCT
cana-2114	489	1	this	this	DET
cana-2114	489	2	manuscript	manuscript	NOUN
cana-2114	489	3	does	do	AUX
cana-2114	489	4	not	not	PART
cana-2114	489	5	contain	contain	VERB
cana-2114	489	6	any	any	DET
cana-2114	489	7	individual	individual	ADJ
cana-2114	489	8	person	person	NOUN
cana-2114	489	9	’s	’s	PART
cana-2114	489	10	data	datum	NOUN
cana-2114	489	11	in	in	ADP
cana-2114	489	12	any	any	DET
cana-2114	489	13	form	form	NOUN
cana-2114	489	14	(	(	PUNCT
cana-2114	489	15	including	include	VERB
cana-2114	489	16	any	any	DET
cana-2114	489	17	individual	individual	ADJ
cana-2114	489	18	details	detail	NOUN
cana-2114	489	19	,	,	PUNCT
cana-2114	489	20	images	image	NOUN
cana-2114	489	21	,	,	PUNCT
cana-2114	489	22	or	or	CCONJ
cana-2114	489	23	videos	video	NOUN
cana-2114	489	24	)	)	PUNCT
cana-2114	489	25	.	.	PUNCT
cana-2114	490	1	therefore	therefore	ADV
cana-2114	490	2	,	,	PUNCT
cana-2114	490	3	consent	consent	NOUN
cana-2114	490	4	for	for	ADP
cana-2114	490	5	publication	publication	NOUN
cana-2114	490	6	is	be	AUX
cana-2114	490	7	not	not	PART
cana-2114	490	8	required	require	VERB
cana-2114	490	9	.	.	PUNCT
cana-2114	491	1	data	datum	NOUN
cana-2114	491	2	availability	availability	NOUN
cana-2114	491	3	:	:	PUNCT
cana-2114	491	4	the	the	DET
cana-2114	491	5	dataset	dataset	NOUN
cana-2114	491	6	supporting	support	VERB
cana-2114	491	7	the	the	DET
cana-2114	491	8	conclusions	conclusion	NOUN
cana-2114	491	9	of	of	ADP
cana-2114	491	10	this	this	DET
cana-2114	491	11	article	article	NOUN
cana-2114	491	12	is	be	AUX
cana-2114	491	13	available	available	ADJ
cana-2114	491	14	in	in	ADP
cana-2114	491	15	the	the	DET
cana-2114	491	16	defects4j	defects4j	NOUN
cana-2114	491	17	dataset	dataset	NOUN
cana-2114	491	18	,	,	PUNCT
cana-2114	491	19	a	a	DET
cana-2114	491	20	popular	popular	ADJ
cana-2114	491	21	platform	platform	NOUN
cana-2114	491	22	for	for	ADP
cana-2114	491	23	data	data	NOUN
cana-2114	491	24	scientists	scientist	NOUN
cana-2114	491	25	and	and	CCONJ
cana-2114	491	26	researchers	researcher	NOUN
cana-2114	491	27	to	to	PART
cana-2114	491	28	share	share	VERB
cana-2114	491	29	and	and	CCONJ
cana-2114	491	30	analyze	analyze	VERB
cana-2114	491	31	data	datum	NOUN
cana-2114	491	32	.	.	PUNCT
cana-2114	492	1	interested	interested	ADJ
cana-2114	492	2	readers	reader	NOUN
cana-2114	492	3	and	and	CCONJ
cana-2114	492	4	researchers	researcher	NOUN
cana-2114	492	5	can	can	AUX
cana-2114	492	6	access	access	VERB
cana-2114	492	7	the	the	DET
cana-2114	492	8	dataset	dataset	NOUN
cana-2114	492	9	at	at	ADP
cana-2114	492	10	https://paperswithcode.com/dataset/defects4j	https://paperswithcode.com/dataset/defects4j	PROPN
cana-2114	492	11	.	.	PUNCT
cana-2114	493	1	this	this	PRON
cana-2114	493	2	ensures	ensure	VERB
cana-2114	493	3	transparency	transparency	NOUN
cana-2114	493	4	and	and	CCONJ
cana-2114	493	5	reproducibility	reproducibility	NOUN
cana-2114	493	6	of	of	ADP
cana-2114	493	7	the	the	DET
cana-2114	493	8	research	research	NOUN
cana-2114	493	9	findings	finding	NOUN
cana-2114	493	10	,	,	PUNCT
cana-2114	493	11	allowing	allow	VERB
cana-2114	493	12	for	for	ADP
cana-2114	493	13	further	further	ADJ
cana-2114	493	14	exploration	exploration	NOUN
cana-2114	493	15	and	and	CCONJ
cana-2114	493	16	validation	validation	NOUN
cana-2114	493	17	by	by	ADP
cana-2114	493	18	the	the	DET
cana-2114	493	19	scientific	scientific	ADJ
cana-2114	493	20	community	community	NOUN
cana-2114	493	21	.	.	PUNCT
cana-2114	494	1	materials	material	NOUN
cana-2114	494	2	availability	availability	NOUN
cana-2114	494	3	:	:	PUNCT
cana-2114	494	4	the	the	DET
cana-2114	494	5	materials	material	NOUN
cana-2114	494	6	that	that	PRON
cana-2114	494	7	support	support	VERB
cana-2114	494	8	the	the	DET
cana-2114	494	9	findings	finding	NOUN
cana-2114	494	10	of	of	ADP
cana-2114	494	11	this	this	DET
cana-2114	494	12	study	study	NOUN
cana-2114	494	13	are	be	AUX
cana-2114	494	14	openly	openly	ADV
cana-2114	494	15	available	available	ADJ
cana-2114	494	16	within	within	ADP
cana-2114	494	17	the	the	DET
cana-2114	494	18	article	article	NOUN
cana-2114	494	19	.	.	PUNCT
cana-2114	495	1	any	any	DET
cana-2114	495	2	additional	additional	ADJ
cana-2114	495	3	information	information	NOUN
cana-2114	495	4	required	require	VERB
cana-2114	495	5	to	to	PART
cana-2114	495	6	replicate	replicate	VERB
cana-2114	495	7	the	the	DET
cana-2114	495	8	analysis	analysis	NOUN
cana-2114	495	9	can	can	AUX
cana-2114	495	10	be	be	AUX
cana-2114	495	11	requested	request	VERB
cana-2114	495	12	directly	directly	ADV
cana-2114	495	13	from	from	ADP
cana-2114	495	14	the	the	DET
cana-2114	495	15	corresponding	corresponding	ADJ
cana-2114	495	16	author	author	NOUN
cana-2114	495	17	.	.	PUNCT
cana-2114	496	1	code	code	NOUN
cana-2114	496	2	availability	availability	NOUN
cana-2114	496	3	:	:	PUNCT
cana-2114	496	4	due	due	ADP
cana-2114	496	5	to	to	ADP
cana-2114	496	6	the	the	DET
cana-2114	496	7	proprietary	proprietary	ADJ
cana-2114	496	8	nature	nature	NOUN
cana-2114	496	9	of	of	ADP
cana-2114	496	10	the	the	DET
cana-2114	496	11	code	code	NOUN
cana-2114	496	12	and	and	CCONJ
cana-2114	496	13	institutional	institutional	ADJ
cana-2114	496	14	constraints	constraint	NOUN
cana-2114	496	15	,	,	PUNCT
cana-2114	496	16	the	the	DET
cana-2114	496	17	software	software	NOUN
cana-2114	496	18	code	code	NOUN
cana-2114	496	19	used	use	VERB
cana-2114	496	20	in	in	ADP
cana-2114	496	21	the	the	DET
cana-2114	496	22	current	current	ADJ
cana-2114	496	23	study	study	NOUN
cana-2114	496	24	is	be	AUX
cana-2114	496	25	not	not	PART
cana-2114	496	26	available	available	ADJ
cana-2114	496	27	for	for	ADP
cana-2114	496	28	public	public	ADJ
cana-2114	496	29	access	access	NOUN
cana-2114	496	30	.	.	PUNCT
cana-2114	497	1	however	however	ADV
cana-2114	497	2	,	,	PUNCT
cana-2114	497	3	detailed	detailed	ADJ
cana-2114	497	4	descriptions	description	NOUN
cana-2114	497	5	of	of	ADP
cana-2114	497	6	the	the	DET
cana-2114	497	7	algorithms	algorithm	NOUN
cana-2114	497	8	and	and	CCONJ
cana-2114	497	9	methodologies	methodology	NOUN
cana-2114	497	10	are	be	AUX
cana-2114	497	11	provided	provide	VERB
cana-2114	497	12	to	to	PART
cana-2114	497	13	ensure	ensure	VERB
cana-2114	497	14	that	that	SCONJ
cana-2114	497	15	the	the	DET
cana-2114	497	16	study	study	NOUN
cana-2114	497	17	’s	’s	PART
cana-2114	497	18	findings	finding	NOUN
cana-2114	497	19	can	can	AUX
cana-2114	497	20	be	be	AUX
cana-2114	497	21	understood	understand	VERB
cana-2114	497	22	and	and	CCONJ
cana-2114	497	23	evaluated	evaluate	VERB
cana-2114	497	24	by	by	ADP
cana-2114	497	25	the	the	DET
cana-2114	497	26	research	research	NOUN
cana-2114	497	27	community	community	NOUN
cana-2114	497	28	.	.	PUNCT
cana-2114	498	1	for	for	ADP
cana-2114	498	2	further	further	ADJ
cana-2114	498	3	inquiries	inquiry	NOUN
cana-2114	498	4	about	about	ADP
cana-2114	498	5	the	the	DET
cana-2114	498	6	code	code	NOUN
cana-2114	498	7	,	,	PUNCT
cana-2114	498	8	interested	interested	ADJ
cana-2114	498	9	parties	party	NOUN
cana-2114	498	10	may	may	AUX
cana-2114	498	11	contact	contact	VERB
cana-2114	498	12	the	the	DET
cana-2114	498	13	corresponding	corresponding	ADJ
cana-2114	498	14	author	author	NOUN
cana-2114	498	15	.	.	PUNCT
cana-2114	499	1	author	author	NOUN
cana-2114	499	2	contribution	contribution	PROPN
cana-2114	499	3	:	:	PUNCT
cana-2114	499	4	the	the	DET
cana-2114	499	5	contributions	contribution	NOUN
cana-2114	499	6	of	of	ADP
cana-2114	499	7	the	the	DET
cana-2114	499	8	authors	author	NOUN
cana-2114	499	9	to	to	ADP
cana-2114	499	10	this	this	DET
cana-2114	499	11	study	study	NOUN
cana-2114	499	12	were	be	AUX
cana-2114	499	13	multifaceted	multifaceted	ADJ
cana-2114	499	14	and	and	CCONJ
cana-2114	499	15	significant	significant	ADJ
cana-2114	499	16	,	,	PUNCT
cana-2114	499	17	ensuring	ensure	VERB
cana-2114	499	18	the	the	DET
cana-2114	499	19	project	project	NOUN
cana-2114	499	20	’s	’s	PART
cana-2114	499	21	success	success	NOUN
cana-2114	499	22	from	from	ADP
cana-2114	499	23	inception	inception	NOUN
cana-2114	499	24	to	to	ADP
cana-2114	499	25	publication	publication	NOUN
cana-2114	499	26	.	.	PUNCT
cana-2114	500	1	all	all	DET
cana-2114	500	2	authors	author	NOUN
cana-2114	500	3	were	be	AUX
cana-2114	500	4	equally	equally	ADV
cana-2114	500	5	involved	involve	VERB
cana-2114	500	6	in	in	ADP
cana-2114	500	7	the	the	DET
cana-2114	500	8	conceptualization	conceptualization	NOUN
cana-2114	500	9	and	and	CCONJ
cana-2114	500	10	design	design	NOUN
cana-2114	500	11	of	of	ADP
cana-2114	500	12	the	the	DET
cana-2114	500	13	study	study	NOUN
cana-2114	500	14	,	,	PUNCT
cana-2114	500	15	playing	play	VERB
cana-2114	500	16	crucial	crucial	ADJ
cana-2114	500	17	roles	role	NOUN
cana-2114	500	18	in	in	ADP
cana-2114	500	19	the	the	DET
cana-2114	500	20	development	development	NOUN
cana-2114	500	21	of	of	ADP
cana-2114	500	22	the	the	DET
cana-2114	500	23	methodology	methodology	NOUN
cana-2114	500	24	,	,	PUNCT
cana-2114	500	25	acquisition	acquisition	NOUN
cana-2114	500	26	of	of	ADP
cana-2114	500	27	data	datum	NOUN
cana-2114	500	28	,	,	PUNCT
cana-2114	500	29	and	and	CCONJ
cana-2114	500	30	analysis	analysis	NOUN
cana-2114	500	31	and	and	CCONJ
cana-2114	500	32	interpretation	interpretation	NOUN
cana-2114	500	33	of	of	ADP
cana-2114	500	34	the	the	DET
cana-2114	500	35	results	result	NOUN
cana-2114	500	36	.	.	PUNCT
cana-2114	501	1	each	each	DET
cana-2114	501	2	author	author	NOUN
cana-2114	501	3	contributed	contribute	VERB
cana-2114	501	4	to	to	ADP
cana-2114	501	5	the	the	DET
cana-2114	501	6	drafting	drafting	NOUN
cana-2114	501	7	and	and	CCONJ
cana-2114	501	8	critical	critical	ADJ
cana-2114	501	9	revision	revision	NOUN
cana-2114	501	10	of	of	ADP
cana-2114	501	11	the	the	DET
cana-2114	501	12	manuscript	manuscript	NOUN
cana-2114	501	13	,	,	PUNCT
cana-2114	501	14	approving	approve	VERB
cana-2114	501	15	the	the	DET
cana-2114	501	16	final	final	ADJ
cana-2114	501	17	version	version	NOUN
cana-2114	501	18	to	to	PART
cana-2114	501	19	be	be	AUX
cana-2114	501	20	published	publish	VERB
cana-2114	501	21	.	.	PUNCT
cana-2114	502	1	responsibility	responsibility	NOUN
cana-2114	502	2	for	for	ADP
cana-2114	502	3	all	all	DET
cana-2114	502	4	aspects	aspect	NOUN
cana-2114	502	5	of	of	ADP
cana-2114	502	6	the	the	DET
cana-2114	502	7	work	work	NOUN
cana-2114	502	8	,	,	PUNCT
cana-2114	502	9	including	include	VERB
cana-2114	502	10	the	the	DET
cana-2114	502	11	accuracy	accuracy	NOUN
cana-2114	502	12	and	and	CCONJ
cana-2114	502	13	integrity	integrity	NOUN
cana-2114	502	14	of	of	ADP
cana-2114	502	15	any	any	DET
cana-2114	502	16	part	part	NOUN
cana-2114	502	17	of	of	ADP
cana-2114	502	18	the	the	DET
cana-2114	502	19	work	work	NOUN
cana-2114	502	20	,	,	PUNCT
cana-2114	502	21	is	be	AUX
cana-2114	502	22	equally	equally	ADV
cana-2114	502	23	shared	share	VERB
cana-2114	502	24	among	among	ADP
cana-2114	502	25	the	the	DET
cana-2114	502	26	authors	author	NOUN
cana-2114	502	27	references	reference	NOUN
cana-2114	502	28	[	[	X
cana-2114	502	29	1	1	NUM
cana-2114	502	30	]	]	X
cana-2114	502	31	marijan	marijan	PROPN
cana-2114	502	32	,	,	PUNCT
cana-2114	502	33	dusica	dusica	NOUN
cana-2114	502	34	.	.	PUNCT
cana-2114	503	1	(	(	PUNCT
cana-2114	503	2	2023	2023	NUM
cana-2114	503	3	)	)	PUNCT
cana-2114	503	4	.	.	PUNCT
cana-2114	504	1	"	"	PUNCT
cana-2114	504	2	comparative	comparative	ADJ
cana-2114	504	3	study	study	NOUN
cana-2114	504	4	of	of	ADP
cana-2114	504	5	machine	machine	NOUN
cana-2114	504	6	learning	learn	VERB
cana-2114	504	7	test	test	NOUN
cana-2114	504	8	case	case	NOUN
cana-2114	504	9	prioritization	prioritization	NOUN
cana-2114	504	10	for	for	ADP
cana-2114	504	11	continuous	continuous	ADJ
cana-2114	504	12	integration	integration	NOUN
cana-2114	504	13	testing	testing	NOUN
cana-2114	504	14	.	.	PUNCT
cana-2114	504	15	"	"	PUNCT
cana-2114	504	16	software	software	NOUN
cana-2114	504	17	quality	quality	NOUN
cana-2114	504	18	journal	journal	NOUN
cana-2114	504	19	,	,	PUNCT
cana-2114	504	20	31	31	NUM
cana-2114	504	21	,	,	PUNCT
cana-2114	504	22	no	no	INTJ
cana-2114	504	23	.	.	NOUN
cana-2114	504	24	4	4	NUM
cana-2114	504	25	(	(	PUNCT
cana-2114	504	26	2023	2023	NUM
cana-2114	504	27	):	):	PUNCT
cana-2114	504	28	1415	1415	NUM
cana-2114	504	29	-	-	SYM
cana-2114	504	30	1438	1438	NUM
cana-2114	504	31	.	.	PUNCT
cana-2114	505	1	[	[	X
cana-2114	505	2	2	2	NUM
cana-2114	505	3	]	]	SYM
cana-2114	505	4	tiutin	tiutin	PROPN
cana-2114	505	5	,	,	PUNCT
cana-2114	505	6	cristina	cristina	PROPN
cana-2114	505	7	-	-	PUNCT
cana-2114	505	8	maria	maria	PROPN
cana-2114	505	9	,	,	PUNCT
cana-2114	505	10	and	and	CCONJ
cana-2114	505	11	andreea	andreea	PROPN
cana-2114	505	12	vescan	vescan	PROPN
cana-2114	505	13	.	.	PUNCT
cana-2114	506	1	(	(	PUNCT
cana-2114	506	2	2022)."test	2022)."test	NUM
cana-2114	506	3	case	case	NOUN
cana-2114	506	4	prioritization	prioritization	NOUN
cana-2114	506	5	based	base	VERB
cana-2114	506	6	on	on	ADP
cana-2114	506	7	neural	neural	ADJ
cana-2114	506	8	networks	network	NOUN
cana-2114	506	9	classification	classification	NOUN
cana-2114	506	10	.	.	PUNCT
cana-2114	506	11	"	"	PUNCT
cana-2114	507	1	in	in	ADP
cana-2114	507	2	proceedings	proceeding	NOUN
cana-2114	507	3	of	of	ADP
cana-2114	507	4	the	the	DET
cana-2114	507	5	2nd	2nd	PROPN
cana-2114	507	6	acm	acm	PROPN
cana-2114	507	7	international	international	ADJ
cana-2114	507	8	workshop	workshop	NOUN
cana-2114	507	9	on	on	ADP
cana-2114	507	10	ai	ai	NOUN
cana-2114	507	11	and	and	CCONJ
cana-2114	507	12	software	software	NOUN
cana-2114	507	13	testing	testing	NOUN
cana-2114	507	14	/	/	SYM
cana-2114	507	15	analysis	analysis	NOUN
cana-2114	507	16	,	,	PUNCT
cana-2114	507	17	pp	pp	ADJ
cana-2114	507	18	.	.	PUNCT
cana-2114	507	19	9	9	NUM
cana-2114	507	20	-	-	SYM
cana-2114	507	21	16	16	NUM
cana-2114	507	22	.	.	PUNCT
cana-2114	507	23	2022	2022	NUM
cana-2114	507	24	.	.	PUNCT
cana-2114	508	1	[	[	X
cana-2114	508	2	3	3	NUM
cana-2114	508	3	]	]	X
cana-2114	508	4	omri	omri	PROPN
cana-2114	508	5	,	,	PUNCT
cana-2114	508	6	safa	safa	PROPN
cana-2114	508	7	,	,	PUNCT
cana-2114	508	8	and	and	CCONJ
cana-2114	508	9	carsten	carsten	PROPN
cana-2114	508	10	sinz	sinz	PROPN
cana-2114	508	11	.	.	PUNCT
cana-2114	509	1	(	(	PUNCT
cana-2114	509	2	2022	2022	NUM
cana-2114	509	3	)	)	PUNCT
cana-2114	509	4	.	.	PUNCT
cana-2114	510	1	"	"	PUNCT
cana-2114	510	2	learning	learn	VERB
cana-2114	510	3	to	to	PART
cana-2114	510	4	rank	rank	VERB
cana-2114	510	5	for	for	ADP
cana-2114	510	6	test	test	NOUN
cana-2114	510	7	case	case	NOUN
cana-2114	510	8	prioritization	prioritization	NOUN
cana-2114	510	9	.	.	PUNCT
cana-2114	510	10	"	"	PUNCT
cana-2114	511	1	in	in	ADP
cana-2114	511	2	proceedings	proceeding	NOUN
cana-2114	511	3	of	of	ADP
cana-2114	511	4	the	the	DET
cana-2114	511	5	15th	15th	ADJ
cana-2114	511	6	workshop	workshop	NOUN
cana-2114	511	7	on	on	ADP
cana-2114	511	8	search	search	NOUN
cana-2114	511	9	-	-	PUNCT
cana-2114	511	10	based	base	VERB
cana-2114	511	11	software	software	NOUN
cana-2114	511	12	testing	testing	NOUN
cana-2114	511	13	,	,	PUNCT
cana-2114	511	14	pp	pp	ADJ
cana-2114	511	15	.	.	PUNCT
cana-2114	512	1	16	16	NUM
cana-2114	512	2	-	-	SYM
cana-2114	512	3	24	24	NUM
cana-2114	512	4	.	.	PUNCT
cana-2114	512	5	2022	2022	NUM
cana-2114	512	6	.	.	PUNCT
cana-2114	513	1	[	[	X
cana-2114	513	2	4	4	NUM
cana-2114	513	3	]	]	X
cana-2114	513	4	da	da	PROPN
cana-2114	513	5	roza	roza	PROPN
cana-2114	513	6	,	,	PUNCT
cana-2114	513	7	enrique	enrique	PROPN
cana-2114	513	8	a.	a.	PROPN
cana-2114	513	9	,	,	PUNCT
cana-2114	513	10	jackson	jackson	PROPN
cana-2114	513	11	a.	a.	PROPN
cana-2114	513	12	prado	prado	PROPN
cana-2114	513	13	lima	lima	PROPN
cana-2114	513	14	,	,	PUNCT
cana-2114	513	15	rogério	rogério	PROPN
cana-2114	513	16	c.	c.	PROPN
cana-2114	513	17	silva	silva	PROPN
cana-2114	513	18	,	,	PUNCT
cana-2114	513	19	and	and	CCONJ
cana-2114	513	20	silvia	silvia	PROPN
cana-2114	513	21	regina	regina	PROPN
cana-2114	513	22	vergilio	vergilio	PROPN
cana-2114	513	23	.	.	PUNCT
cana-2114	514	1	(	(	PUNCT
cana-2114	514	2	2022	2022	NUM
cana-2114	514	3	)	)	PUNCT
cana-2114	514	4	.	.	PUNCT
cana-2114	515	1	"	"	PUNCT
cana-2114	515	2	machine	machine	NOUN
cana-2114	515	3	learning	learn	VERB
cana-2114	515	4	regression	regression	NOUN
cana-2114	515	5	techniques	technique	NOUN
cana-2114	515	6	for	for	ADP
cana-2114	515	7	test	test	NOUN
cana-2114	515	8	case	case	NOUN
cana-2114	515	9	prioritization	prioritization	NOUN
cana-2114	515	10	in	in	ADP
cana-2114	515	11	continuous	continuous	ADJ
cana-2114	515	12	integration	integration	NOUN
cana-2114	515	13	environment	environment	NOUN
cana-2114	515	14	.	.	PUNCT
cana-2114	515	15	"	"	PUNCT
cana-2114	516	1	in	in	ADP
cana-2114	516	2	2022	2022	NUM
cana-2114	516	3	ieee	ieee	NOUN
cana-2114	516	4	international	international	ADJ
cana-2114	516	5	conference	conference	NOUN
cana-2114	516	6	on	on	ADP
cana-2114	516	7	software	software	NOUN
cana-2114	516	8	analysis	analysis	NOUN
cana-2114	516	9	,	,	PUNCT
cana-2114	516	10	evolution	evolution	NOUN
cana-2114	516	11	and	and	CCONJ
cana-2114	516	12	reengineering	reengineering	NOUN
cana-2114	516	13	(	(	PUNCT
cana-2114	516	14	saner	sane	ADJ
cana-2114	516	15	)	)	PUNCT
cana-2114	516	16	,	,	PUNCT
cana-2114	516	17	pp	pp	PROPN
cana-2114	516	18	.	.	PUNCT
cana-2114	517	1	196	196	NUM
cana-2114	517	2	-	-	SYM
cana-2114	517	3	206	206	NUM
cana-2114	517	4	.	.	PUNCT
cana-2114	518	1	ieee	ieee	NOUN
cana-2114	518	2	,	,	PUNCT
cana-2114	518	3	2022	2022	NUM
cana-2114	518	4	.	.	PUNCT
cana-2114	519	1	[	[	X
cana-2114	519	2	5	5	NUM
cana-2114	519	3	]	]	X
cana-2114	519	4	lachmann	lachmann	NOUN
cana-2114	519	5	,	,	PUNCT
cana-2114	519	6	remo	remo	NOUN
cana-2114	519	7	,	,	PUNCT
cana-2114	519	8	sandro	sandro	PROPN
cana-2114	519	9	schulze	schulze	PROPN
cana-2114	519	10	,	,	PUNCT
cana-2114	519	11	manuel	manuel	PROPN
cana-2114	519	12	nieke	nieke	PROPN
cana-2114	519	13	,	,	PUNCT
cana-2114	519	14	christoph	christoph	PROPN
cana-2114	519	15	seidl	seidl	PROPN
cana-2114	519	16	,	,	PUNCT
cana-2114	519	17	and	and	CCONJ
cana-2114	519	18	ina	ina	PROPN
cana-2114	519	19	schaefer	schaefer	PROPN
cana-2114	519	20	.	.	PUNCT
cana-2114	520	1	(	(	PUNCT
cana-2114	520	2	2016	2016	NUM
cana-2114	520	3	)	)	PUNCT
cana-2114	520	4	.	.	PUNCT
cana-2114	521	1	"	"	PUNCT
cana-2114	521	2	system	system	NOUN
cana-2114	521	3	-	-	PUNCT
cana-2114	521	4	level	level	NOUN
cana-2114	521	5	test	test	NOUN
cana-2114	521	6	case	case	NOUN
cana-2114	521	7	prioritization	prioritization	NOUN
cana-2114	521	8	using	use	VERB
cana-2114	521	9	machine	machine	NOUN
cana-2114	521	10	learning	learning	NOUN
cana-2114	521	11	.	.	PUNCT
cana-2114	521	12	"	"	PUNCT
cana-2114	522	1	in	in	ADP
cana-2114	522	2	2016	2016	NUM
cana-2114	522	3	15th	15th	ADJ
cana-2114	522	4	ieee	ieee	PROPN
cana-2114	522	5	international	international	ADJ
cana-2114	522	6	conference	conference	NOUN
cana-2114	522	7	on	on	ADP
cana-2114	522	8	machine	machine	NOUN
cana-2114	522	9	learning	learning	NOUN
cana-2114	522	10	and	and	CCONJ
cana-2114	522	11	applications	application	NOUN
cana-2114	522	12	(	(	PUNCT
cana-2114	522	13	icmla	icmla	NOUN
cana-2114	522	14	)	)	PUNCT
cana-2114	522	15	,	,	PUNCT
cana-2114	522	16	pp	pp	ADP
cana-2114	522	17	.	.	PUNCT
cana-2114	522	18	361	361	NUM
cana-2114	522	19	-	-	SYM
cana-2114	522	20	368	368	NUM
cana-2114	522	21	.	.	PUNCT
cana-2114	522	22	ieee	ieee	NOUN
cana-2114	522	23	,	,	PUNCT
cana-2114	522	24	2016	2016	NUM
cana-2114	522	25	.	.	PUNCT
cana-2114	523	1	[	[	X
cana-2114	523	2	6	6	NUM
cana-2114	523	3	]	]	SYM
cana-2114	523	4	bagherzadeh	bagherzadeh	NOUN
cana-2114	523	5	,	,	PUNCT
cana-2114	523	6	mojtaba	mojtaba	PROPN
cana-2114	523	7	,	,	PUNCT
cana-2114	523	8	nafiseh	nafiseh	PROPN
cana-2114	523	9	kahani	kahani	PROPN
cana-2114	523	10	,	,	PUNCT
cana-2114	523	11	and	and	CCONJ
cana-2114	523	12	lionel	lionel	PROPN
cana-2114	523	13	briand	briand	PROPN
cana-2114	523	14	.	.	PUNCT
cana-2114	524	1	(	(	PUNCT
cana-2114	524	2	2021	2021	NUM
cana-2114	524	3	)	)	PUNCT
cana-2114	524	4	.	.	PUNCT
cana-2114	525	1	"	"	PUNCT
cana-2114	525	2	reinforcement	reinforcement	NOUN
cana-2114	525	3	learning	learning	NOUN
cana-2114	525	4	for	for	ADP
cana-2114	525	5	test	test	NOUN
cana-2114	525	6	case	case	NOUN
cana-2114	525	7	prioritization	prioritization	NOUN
cana-2114	525	8	.	.	PUNCT
cana-2114	525	9	"	"	PUNCT
cana-2114	526	1	ieee	ieee	NOUN
cana-2114	526	2	transactions	transaction	NOUN
cana-2114	526	3	on	on	ADP
cana-2114	526	4	software	software	NOUN
cana-2114	526	5	engineering	engineering	NOUN
cana-2114	526	6	,	,	PUNCT
cana-2114	526	7	48	48	NUM
cana-2114	526	8	,	,	PUNCT
cana-2114	526	9	no	no	INTJ
cana-2114	526	10	.	.	NOUN
cana-2114	526	11	8	8	NUM
cana-2114	526	12	(	(	PUNCT
cana-2114	526	13	2021	2021	NUM
cana-2114	526	14	):	):	PUNCT
cana-2114	526	15	2836	2836	NUM
cana-2114	526	16	-	-	SYM
cana-2114	526	17	2856	2856	NUM
cana-2114	526	18	.	.	PUNCT
cana-2114	527	1	[	[	X
cana-2114	527	2	7	7	NUM
cana-2114	527	3	]	]	X
cana-2114	527	4	zhang	zhang	PROPN
cana-2114	527	5	,	,	PUNCT
cana-2114	527	6	long	long	ADV
cana-2114	527	7	,	,	PUNCT
cana-2114	527	8	binyi	binyi	NOUN
cana-2114	527	9	cui	cui	NOUN
cana-2114	527	10	,	,	PUNCT
cana-2114	527	11	and	and	CCONJ
cana-2114	527	12	zhenyu	zhenyu	PROPN
cana-2114	527	13	zhang	zhang	PROPN
cana-2114	527	14	.	.	PUNCT
cana-2114	528	1	(	(	PUNCT
cana-2114	528	2	2023	2023	NUM
cana-2114	528	3	)	)	PUNCT
cana-2114	528	4	.	.	PUNCT
cana-2114	529	1	"	"	PUNCT
cana-2114	529	2	optimizing	optimize	VERB
cana-2114	529	3	continuous	continuous	ADJ
cana-2114	529	4	integration	integration	NOUN
cana-2114	529	5	by	by	ADP
cana-2114	529	6	dynamic	dynamic	ADJ
cana-2114	529	7	test	test	NOUN
cana-2114	529	8	proportion	proportion	NOUN
cana-2114	529	9	selection	selection	NOUN
cana-2114	529	10	.	.	PUNCT
cana-2114	529	11	"	"	PUNCT
cana-2114	530	1	in	in	ADP
cana-2114	530	2	2023	2023	NUM
cana-2114	530	3	ieee	ieee	NOUN
cana-2114	530	4	international	international	ADJ
cana-2114	530	5	conference	conference	NOUN
cana-2114	530	6	on	on	ADP
cana-2114	530	7	software	software	NOUN
cana-2114	530	8	analysis	analysis	NOUN
cana-2114	530	9	,	,	PUNCT
cana-2114	530	10	evolution	evolution	NOUN
cana-2114	530	11	and	and	CCONJ
cana-2114	530	12	reengineering	reengineering	NOUN
cana-2114	530	13	(	(	PUNCT
cana-2114	530	14	saner	sane	ADJ
cana-2114	530	15	)	)	PUNCT
cana-2114	530	16	,	,	PUNCT
cana-2114	530	17	pp	pp	PROPN
cana-2114	530	18	.	.	PUNCT
cana-2114	530	19	438	438	NUM
cana-2114	530	20	-	-	SYM
cana-2114	530	21	449	449	NUM
cana-2114	530	22	.	.	PUNCT
cana-2114	530	23	ieee	ieee	NOUN
cana-2114	530	24	,	,	PUNCT
cana-2114	530	25	2023	2023	NUM
cana-2114	530	26	.	.	PUNCT
cana-2114	531	1	[	[	X
cana-2114	531	2	8	8	NUM
cana-2114	531	3	]	]	PUNCT
cana-2114	531	4	do	do	AUX
cana-2114	531	5	prado	prado	PROPN
cana-2114	531	6	lima	lima	PROPN
cana-2114	531	7	,	,	PUNCT
cana-2114	531	8	jackson	jackson	PROPN
cana-2114	531	9	antonio	antonio	PROPN
cana-2114	531	10	,	,	PUNCT
cana-2114	531	11	and	and	CCONJ
cana-2114	531	12	silvia	silvia	PROPN
cana-2114	531	13	regina	regina	PROPN
cana-2114	531	14	vergilio	vergilio	PROPN
cana-2114	531	15	.	.	PUNCT
cana-2114	532	1	(	(	PUNCT
cana-2114	532	2	2023	2023	NUM
cana-2114	532	3	)	)	PUNCT
cana-2114	532	4	.	.	PUNCT
cana-2114	533	1	"	"	PUNCT
cana-2114	533	2	an	an	DET
cana-2114	533	3	evaluation	evaluation	NOUN
cana-2114	533	4	of	of	ADP
cana-2114	533	5	ranking	ranking	NOUN
cana-2114	533	6	-	-	PUNCT
cana-2114	533	7	to	to	AUX
cana-2114	533	8	-	-	PUNCT
cana-2114	533	9	learn	learn	VERB
cana-2114	533	10	approaches	approach	NOUN
cana-2114	533	11	for	for	ADP
cana-2114	533	12	test	test	NOUN
cana-2114	533	13	case	case	NOUN
cana-2114	533	14	prioritization	prioritization	NOUN
cana-2114	533	15	in	in	ADP
cana-2114	533	16	continuous	continuous	ADJ
cana-2114	533	17	integration	integration	NOUN
cana-2114	533	18	.	.	PUNCT
cana-2114	533	19	"	"	PUNCT
cana-2114	534	1	journal	journal	NOUN
cana-2114	534	2	of	of	ADP
cana-2114	534	3	software	software	NOUN
cana-2114	534	4	engineering	engineering	NOUN
cana-2114	534	5	research	research	NOUN
cana-2114	534	6	and	and	CCONJ
cana-2114	534	7	development	development	NOUN
cana-2114	534	8	,	,	PUNCT
cana-2114	534	9	11	11	NUM
cana-2114	534	10	,	,	PUNCT
cana-2114	534	11	no	no	INTJ
cana-2114	534	12	.	.	NOUN
cana-2114	534	13	1	1	NUM
cana-2114	534	14	(	(	PUNCT
cana-2114	534	15	2023	2023	NUM
cana-2114	534	16	):	):	PUNCT
cana-2114	534	17	4	4	NUM
cana-2114	534	18	-	-	SYM
cana-2114	534	19	1	1	NUM
cana-2114	534	20	.	.	PUNCT
cana-2114	535	1	[	[	X
cana-2114	535	2	9	9	NUM
cana-2114	535	3	]	]	X
cana-2114	535	4	ramírez	ramírez	NOUN
cana-2114	535	5	,	,	PUNCT
cana-2114	535	6	aurora	aurora	PROPN
cana-2114	535	7	,	,	PUNCT
cana-2114	535	8	mario	mario	PROPN
cana-2114	535	9	berrios	berrios	PROPN
cana-2114	535	10	,	,	PUNCT
cana-2114	535	11	josé	josé	PROPN
cana-2114	535	12	raúl	raúl	PROPN
cana-2114	535	13	romero	romero	PROPN
cana-2114	535	14	,	,	PUNCT
cana-2114	535	15	and	and	CCONJ
cana-2114	535	16	robert	robert	PROPN
cana-2114	535	17	feldt	feldt	PROPN
cana-2114	535	18	.	.	PUNCT
cana-2114	536	1	(	(	PUNCT
cana-2114	536	2	2023	2023	NUM
cana-2114	536	3	)	)	PUNCT
cana-2114	536	4	.	.	PUNCT
cana-2114	537	1	"	"	PUNCT
cana-2114	537	2	towards	towards	ADP
cana-2114	537	3	explainable	explainable	ADJ
cana-2114	537	4	test	test	NOUN
cana-2114	537	5	case	case	NOUN
cana-2114	537	6	prioritisation	prioritisation	NOUN
cana-2114	537	7	with	with	ADP
cana-2114	537	8	learning	learn	VERB
cana-2114	537	9	-	-	PUNCT
cana-2114	537	10	to	to	ADP
cana-2114	537	11	-	-	PUNCT
cana-2114	537	12	rank	rank	NOUN
cana-2114	537	13	models	model	NOUN
cana-2114	537	14	.	.	PUNCT
cana-2114	537	15	"	"	PUNCT
cana-2114	538	1	in	in	ADP
cana-2114	538	2	2023	2023	NUM
cana-2114	538	3	ieee	ieee	NOUN
cana-2114	538	4	international	international	ADJ
cana-2114	538	5	conference	conference	NOUN
cana-2114	538	6	on	on	ADP
cana-2114	538	7	software	software	NOUN
cana-2114	538	8	testing	testing	NOUN
cana-2114	538	9	,	,	PUNCT
cana-2114	538	10	verification	verification	NOUN
cana-2114	538	11	and	and	CCONJ
cana-2114	538	12	validation	validation	NOUN
cana-2114	538	13	workshops	workshop	NOUN
cana-2114	538	14	(	(	PUNCT
cana-2114	538	15	icstw	icstw	NOUN
cana-2114	538	16	)	)	PUNCT
cana-2114	538	17	,	,	PUNCT
cana-2114	538	18	pp	pp	PROPN
cana-2114	538	19	.	.	PUNCT
cana-2114	539	1	66	66	NUM
cana-2114	539	2	-	-	SYM
cana-2114	539	3	69	69	NUM
cana-2114	539	4	.	.	PUNCT
cana-2114	540	1	ieee	ieee	NOUN
cana-2114	540	2	,	,	PUNCT
cana-2114	540	3	2023	2023	NUM
cana-2114	540	4	.	.	PUNCT
cana-2114	541	1	[	[	X
cana-2114	541	2	10	10	NUM
cana-2114	541	3	]	]	X
cana-2114	541	4	pan	pan	PROPN
cana-2114	541	5	,	,	PUNCT
cana-2114	541	6	lili	lili	NOUN
cana-2114	541	7	,	,	PUNCT
cana-2114	541	8	tiane	tiane	PROPN
cana-2114	541	9	wang	wang	PROPN
cana-2114	541	10	,	,	PUNCT
cana-2114	541	11	jiaohua	jiaohua	PROPN
cana-2114	541	12	qin	qin	PROPN
cana-2114	541	13	,	,	PUNCT
cana-2114	541	14	and	and	CCONJ
cana-2114	541	15	xuyu	xuyu	PROPN
cana-2114	541	16	xiang	xiang	PROPN
cana-2114	541	17	.	.	PUNCT
cana-2114	542	1	(	(	PUNCT
cana-2114	542	2	2018	2018	NUM
cana-2114	542	3	)	)	PUNCT
cana-2114	542	4	.	.	PUNCT
cana-2114	543	1	"	"	PUNCT
cana-2114	543	2	a	a	DET
cana-2114	543	3	dynamic	dynamic	ADJ
cana-2114	543	4	test	test	NOUN
cana-2114	543	5	prioritisation	prioritisation	NOUN
cana-2114	543	6	based	base	VERB
cana-2114	543	7	on	on	ADP
cana-2114	543	8	du	du	NOUN
cana-2114	543	9	-	-	ADJ
cana-2114	543	10	chain	chain	NOUN
cana-2114	543	11	coverage	coverage	NOUN
cana-2114	543	12	for	for	ADP
cana-2114	543	13	regression	regression	NOUN
cana-2114	543	14	testing	testing	NOUN
cana-2114	543	15	.	.	PUNCT
cana-2114	543	16	"	"	PUNCT
cana-2114	544	1	international	international	ADJ
cana-2114	544	2	journal	journal	NOUN
cana-2114	544	3	of	of	ADP
cana-2114	544	4	embedded	embed	VERB
cana-2114	544	5	systems	system	NOUN
cana-2114	544	6	,	,	PUNCT
cana-2114	544	7	10	10	NUM
cana-2114	544	8	,	,	PUNCT
cana-2114	544	9	no	no	INTJ
cana-2114	544	10	.	.	NOUN
cana-2114	544	11	2	2	NUM
cana-2114	544	12	(	(	PUNCT
cana-2114	544	13	2018	2018	NUM
cana-2114	544	14	):	):	PUNCT
cana-2114	544	15	113	113	NUM
cana-2114	544	16	-	-	SYM
cana-2114	544	17	119	119	NUM
cana-2114	544	18	.	.	PUNCT
cana-2114	545	1	https://paperswithcode.com/dataset/defects4j	https://paperswithcode.com/dataset/defects4j	NOUN
cana-2114	545	2	.	.	PUNCT
cana-2114	545	3	communications	communication	NOUN
cana-2114	545	4	on	on	ADP
cana-2114	545	5	applied	apply	VERB
cana-2114	545	6	nonlinear	nonlinear	ADJ
cana-2114	545	7	analysis	analysis	NOUN
cana-2114	545	8	issn	issn	NOUN
cana-2114	545	9	:	:	PUNCT
cana-2114	545	10	1074	1074	NUM
cana-2114	545	11	-	-	PUNCT
cana-2114	545	12	133x	133x	NUM
cana-2114	545	13	vol	vol	NOUN
cana-2114	545	14	32	32	NUM
cana-2114	545	15	no	no	NOUN
cana-2114	545	16	.	.	PUNCT
cana-2114	546	1	1s	1s	NUM
cana-2114	546	2	(	(	PUNCT
cana-2114	546	3	2025	2025	NUM
cana-2114	546	4	)	)	PUNCT
cana-2114	546	5	142	142	NUM
cana-2114	546	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-2114	547	1	[	[	X
cana-2114	547	2	11	11	NUM
cana-2114	547	3	]	]	SYM
cana-2114	547	4	pan	pan	PROPN
cana-2114	547	5	,	,	PUNCT
cana-2114	547	6	zhonghao	zhonghao	PROPN
cana-2114	547	7	,	,	PUNCT
cana-2114	547	8	shan	shan	PROPN
cana-2114	547	9	zhou	zhou	PROPN
cana-2114	547	10	,	,	PUNCT
cana-2114	547	11	jianmin	jianmin	PROPN
cana-2114	547	12	wang	wang	PROPN
cana-2114	547	13	,	,	PUNCT
cana-2114	547	14	jinbo	jinbo	PROPN
cana-2114	547	15	wang	wang	PROPN
cana-2114	547	16	,	,	PUNCT
cana-2114	547	17	jiao	jiao	PROPN
cana-2114	547	18	jia	jia	PROPN
cana-2114	547	19	,	,	PUNCT
cana-2114	547	20	and	and	CCONJ
cana-2114	547	21	yang	yang	PROPN
cana-2114	547	22	feng	feng	PROPN
cana-2114	547	23	.	.	PUNCT
cana-2114	548	1	(	(	PUNCT
cana-2114	548	2	2022	2022	NUM
cana-2114	548	3	)	)	PUNCT
cana-2114	548	4	.	.	PUNCT
cana-2114	549	1	"	"	PUNCT
cana-2114	549	2	test	test	NOUN
cana-2114	549	3	case	case	NOUN
cana-2114	549	4	prioritization	prioritization	NOUN
cana-2114	549	5	for	for	ADP
cana-2114	549	6	deep	deep	ADJ
cana-2114	549	7	neural	neural	ADJ
cana-2114	549	8	networks	network	NOUN
cana-2114	549	9	.	.	PUNCT
cana-2114	549	10	"	"	PUNCT
cana-2114	550	1	in	in	ADP
cana-2114	550	2	2022	2022	NUM
cana-2114	550	3	9th	9th	ADJ
cana-2114	550	4	international	international	ADJ
cana-2114	550	5	conference	conference	NOUN
cana-2114	550	6	on	on	ADP
cana-2114	550	7	dependable	dependable	ADJ
cana-2114	550	8	systems	system	NOUN
cana-2114	550	9	and	and	CCONJ
cana-2114	550	10	their	their	PRON
cana-2114	550	11	applications	application	NOUN
cana-2114	550	12	(	(	PUNCT
cana-2114	550	13	dsa	dsa	NOUN
cana-2114	550	14	)	)	PUNCT
cana-2114	550	15	,	,	PUNCT
cana-2114	550	16	pp	pp	PROPN
cana-2114	550	17	.	.	PUNCT
cana-2114	550	18	624	624	NUM
cana-2114	550	19	-	-	SYM
cana-2114	550	20	628	628	NUM
cana-2114	550	21	.	.	PUNCT
cana-2114	550	22	ieee	ieee	NOUN
cana-2114	550	23	,	,	PUNCT
cana-2114	550	24	2022	2022	NUM
cana-2114	550	25	.	.	PUNCT
cana-2114	551	1	[	[	X
cana-2114	551	2	12	12	NUM
cana-2114	551	3	]	]	X
cana-2114	551	4	wang	wang	PROPN
cana-2114	551	5	,	,	PUNCT
cana-2114	551	6	xiaolin	xiaolin	PROPN
cana-2114	551	7	,	,	PUNCT
cana-2114	551	8	and	and	CCONJ
cana-2114	551	9	hongwei	hongwei	PROPN
cana-2114	551	10	zeng	zeng	PROPN
cana-2114	551	11	.	.	PUNCT
cana-2114	551	12	(	(	PUNCT
cana-2114	551	13	2014	2014	NUM
cana-2114	551	14	)	)	PUNCT
cana-2114	551	15	.	.	PUNCT
cana-2114	552	1	"	"	PUNCT
cana-2114	552	2	dynamic	dynamic	ADJ
cana-2114	552	3	test	test	NOUN
cana-2114	552	4	case	case	NOUN
cana-2114	552	5	prioritization	prioritization	NOUN
cana-2114	552	6	based	base	VERB
cana-2114	552	7	on	on	ADP
cana-2114	552	8	multi	multi	ADJ
cana-2114	552	9	-	-	ADJ
cana-2114	552	10	objective	objective	ADJ
cana-2114	552	11	.	.	PUNCT
cana-2114	552	12	"	"	PUNCT
cana-2114	553	1	in	in	ADP
cana-2114	553	2	15th	15th	ADJ
cana-2114	553	3	ieee	ieee	NOUN
cana-2114	553	4	/	/	SYM
cana-2114	553	5	acis	acis	PROPN
cana-2114	553	6	international	international	PROPN
cana-2114	553	7	conference	conference	PROPN
cana-2114	553	8	on	on	ADP
cana-2114	553	9	software	software	NOUN
cana-2114	553	10	engineering	engineering	NOUN
cana-2114	553	11	,	,	PUNCT
cana-2114	553	12	artificial	artificial	ADJ
cana-2114	553	13	intelligence	intelligence	NOUN
cana-2114	553	14	,	,	PUNCT
cana-2114	553	15	networking	networking	NOUN
cana-2114	553	16	and	and	CCONJ
cana-2114	553	17	parallel	parallel	ADJ
cana-2114	553	18	/	/	SYM
cana-2114	553	19	distributed	distribute	VERB
cana-2114	553	20	computing	computing	NOUN
cana-2114	553	21	(	(	PUNCT
cana-2114	553	22	snpd	snpd	PROPN
cana-2114	553	23	)	)	PUNCT
cana-2114	553	24	,	,	PUNCT
cana-2114	553	25	pp	pp	ADJ
cana-2114	553	26	.	.	PUNCT
cana-2114	553	27	1	1	NUM
cana-2114	553	28	-	-	SYM
cana-2114	553	29	6	6	NUM
cana-2114	553	30	.	.	PUNCT
cana-2114	553	31	ieee	ieee	NOUN
cana-2114	553	32	,	,	PUNCT
cana-2114	553	33	2014	2014	NUM
cana-2114	553	34	.	.	PUNCT
cana-2114	554	1	[	[	X
cana-2114	554	2	13	13	NUM
cana-2114	554	3	]	]	X
cana-2114	554	4	chi	chi	ADJ
cana-2114	554	5	,	,	PUNCT
cana-2114	554	6	jianlei	jianlei	NOUN
cana-2114	554	7	,	,	PUNCT
cana-2114	554	8	yu	yu	PROPN
cana-2114	554	9	qu	qu	PROPN
cana-2114	554	10	,	,	PUNCT
cana-2114	554	11	qinghua	qinghua	PROPN
cana-2114	554	12	zheng	zheng	PROPN
cana-2114	554	13	,	,	PUNCT
cana-2114	554	14	zijiang	zijiang	PROPN
cana-2114	554	15	yang	yang	PROPN
cana-2114	554	16	,	,	PUNCT
cana-2114	554	17	wuxia	wuxia	ADJ
cana-2114	554	18	jin	jin	PROPN
cana-2114	554	19	,	,	PUNCT
cana-2114	554	20	di	di	NOUN
cana-2114	554	21	cui	cui	NOUN
cana-2114	554	22	,	,	PUNCT
cana-2114	554	23	and	and	CCONJ
cana-2114	554	24	ting	ting	PROPN
cana-2114	554	25	liu	liu	PROPN
cana-2114	554	26	.	.	PUNCT
cana-2114	555	1	(	(	PUNCT
cana-2114	555	2	2018	2018	NUM
cana-2114	555	3	)	)	PUNCT
cana-2114	555	4	.	.	PUNCT
cana-2114	556	1	"	"	PUNCT
cana-2114	556	2	test	test	NOUN
cana-2114	556	3	case	case	NOUN
cana-2114	556	4	prioritization	prioritization	NOUN
cana-2114	556	5	based	base	VERB
cana-2114	556	6	on	on	ADP
cana-2114	556	7	method	method	NOUN
cana-2114	556	8	call	call	NOUN
cana-2114	556	9	sequences	sequence	NOUN
cana-2114	556	10	.	.	PUNCT
cana-2114	556	11	"	"	PUNCT
cana-2114	557	1	in	in	ADP
cana-2114	557	2	2018	2018	NUM
cana-2114	557	3	ieee	ieee	NOUN
cana-2114	557	4	42nd	42nd	ADJ
cana-2114	557	5	annual	annual	ADJ
cana-2114	557	6	computer	computer	NOUN
cana-2114	557	7	software	software	NOUN
cana-2114	557	8	and	and	CCONJ
cana-2114	557	9	applications	application	NOUN
cana-2114	557	10	conference	conference	NOUN
cana-2114	557	11	(	(	PUNCT
cana-2114	557	12	compsac	compsac	NOUN
cana-2114	557	13	)	)	PUNCT
cana-2114	557	14	,	,	PUNCT
cana-2114	557	15	vol	vol	NOUN
cana-2114	557	16	.	.	PROPN
cana-2114	557	17	1	1	NUM
cana-2114	557	18	,	,	PUNCT
cana-2114	557	19	pp	pp	ADJ
cana-2114	557	20	.	.	PUNCT
cana-2114	557	21	251	251	NUM
cana-2114	557	22	-	-	SYM
cana-2114	557	23	256	256	NUM
cana-2114	557	24	.	.	PUNCT
cana-2114	557	25	ieee	ieee	NOUN
cana-2114	557	26	,	,	PUNCT
cana-2114	557	27	2018	2018	NUM
cana-2114	557	28	.	.	PUNCT
cana-2114	558	1	[	[	X
cana-2114	558	2	14	14	NUM
cana-2114	558	3	]	]	X
cana-2114	558	4	mendoza	mendoza	PROPN
cana-2114	558	5	,	,	PUNCT
cana-2114	558	6	jediael	jediael	PROPN
cana-2114	558	7	,	,	PUNCT
cana-2114	558	8	jason	jason	PROPN
cana-2114	558	9	mycroft	mycroft	PROPN
cana-2114	558	10	,	,	PUNCT
cana-2114	558	11	lyam	lyam	NOUN
cana-2114	558	12	milbury	milbury	PROPN
cana-2114	558	13	,	,	PUNCT
cana-2114	558	14	nafiseh	nafiseh	PROPN
cana-2114	558	15	kahani	kahani	PROPN
cana-2114	558	16	,	,	PUNCT
cana-2114	558	17	and	and	CCONJ
cana-2114	558	18	jason	jason	PROPN
cana-2114	558	19	jaskolka	jaskolka	PROPN
cana-2114	558	20	.	.	PUNCT
cana-2114	559	1	(	(	PUNCT
cana-2114	559	2	2022	2022	NUM
cana-2114	559	3	)	)	PUNCT
cana-2114	559	4	.	.	PUNCT
cana-2114	560	1	"	"	PUNCT
cana-2114	560	2	on	on	ADP
cana-2114	560	3	the	the	DET
cana-2114	560	4	effectiveness	effectiveness	NOUN
cana-2114	560	5	of	of	ADP
cana-2114	560	6	data	datum	NOUN
cana-2114	560	7	balancing	balance	VERB
cana-2114	560	8	techniques	technique	NOUN
cana-2114	560	9	in	in	ADP
cana-2114	560	10	the	the	DET
cana-2114	560	11	context	context	NOUN
cana-2114	560	12	of	of	ADP
cana-2114	560	13	ml	ml	NOUN
cana-2114	560	14	-	-	PUNCT
cana-2114	560	15	based	base	VERB
cana-2114	560	16	test	test	NOUN
cana-2114	560	17	case	case	NOUN
cana-2114	560	18	prioritization	prioritization	NOUN
cana-2114	560	19	.	.	PUNCT
cana-2114	560	20	"	"	PUNCT
cana-2114	561	1	in	in	ADP
cana-2114	561	2	proceedings	proceeding	NOUN
cana-2114	561	3	of	of	ADP
cana-2114	561	4	the	the	DET
cana-2114	561	5	18th	18th	ADJ
cana-2114	561	6	international	international	ADJ
cana-2114	561	7	conference	conference	NOUN
cana-2114	561	8	on	on	ADP
cana-2114	561	9	predictive	predictive	ADJ
cana-2114	561	10	models	model	NOUN
cana-2114	561	11	and	and	CCONJ
cana-2114	561	12	data	datum	NOUN
cana-2114	561	13	analytics	analytic	NOUN
cana-2114	561	14	in	in	ADP
cana-2114	561	15	software	software	NOUN
cana-2114	561	16	engineering	engineering	NOUN
cana-2114	561	17	,	,	PUNCT
cana-2114	561	18	pp	pp	ADJ
cana-2114	561	19	.	.	PUNCT
cana-2114	561	20	72	72	NUM
cana-2114	561	21	-	-	SYM
cana-2114	561	22	81	81	NUM
cana-2114	561	23	.	.	PUNCT
cana-2114	561	24	2022	2022	NUM
cana-2114	561	25	.	.	PUNCT
cana-2114	562	1	[	[	X
cana-2114	562	2	15	15	NUM
cana-2114	562	3	]	]	X
cana-2114	562	4	mamata	mamata	PROPN
cana-2114	562	5	,	,	PUNCT
cana-2114	562	6	rezwana	rezwana	PROPN
cana-2114	562	7	,	,	PUNCT
cana-2114	562	8	akramul	akramul	PROPN
cana-2114	562	9	azim	azim	PROPN
cana-2114	562	10	,	,	PUNCT
cana-2114	562	11	ramiro	ramiro	PROPN
cana-2114	562	12	liscano	liscano	PROPN
cana-2114	562	13	,	,	PUNCT
cana-2114	562	14	kevin	kevin	PROPN
cana-2114	562	15	smith	smith	PROPN
cana-2114	562	16	,	,	PUNCT
cana-2114	562	17	yee	yee	PROPN
cana-2114	562	18	-	-	PUNCT
cana-2114	562	19	kang	kang	PROPN
cana-2114	562	20	chang	chang	PROPN
cana-2114	562	21	,	,	PUNCT
cana-2114	562	22	gkerta	gkerta	PROPN
cana-2114	562	23	seferi	seferi	PROPN
cana-2114	562	24	,	,	PUNCT
cana-2114	562	25	and	and	CCONJ
cana-2114	562	26	qasim	qasim	PROPN
cana-2114	562	27	tauseef	tauseef	PROPN
cana-2114	562	28	.	.	PUNCT
cana-2114	563	1	(	(	PUNCT
cana-2114	563	2	2023	2023	NUM
cana-2114	563	3	)	)	PUNCT
cana-2114	563	4	.	.	PUNCT
cana-2114	564	1	"	"	PUNCT
cana-2114	564	2	test	test	NOUN
cana-2114	564	3	case	case	NOUN
cana-2114	564	4	prioritization	prioritization	NOUN
cana-2114	564	5	using	use	VERB
cana-2114	564	6	transfer	transfer	NOUN
cana-2114	564	7	learning	learning	NOUN
cana-2114	564	8	in	in	ADP
cana-2114	564	9	continuous	continuous	ADJ
cana-2114	564	10	integration	integration	NOUN
cana-2114	564	11	environments	environment	NOUN
cana-2114	564	12	.	.	PUNCT
cana-2114	564	13	"	"	PUNCT
cana-2114	565	1	in	in	ADP
cana-2114	565	2	2023	2023	NUM
cana-2114	565	3	ieee	ieee	NOUN
cana-2114	565	4	/	/	SYM
cana-2114	565	5	acm	acm	PROPN
cana-2114	565	6	international	international	ADJ
cana-2114	565	7	conference	conference	NOUN
cana-2114	565	8	on	on	ADP
cana-2114	565	9	automation	automation	NOUN
cana-2114	565	10	of	of	ADP
cana-2114	565	11	software	software	NOUN
cana-2114	565	12	test	test	NOUN
cana-2114	565	13	(	(	PUNCT
cana-2114	565	14	ast	ast	PROPN
cana-2114	565	15	)	)	PUNCT
cana-2114	565	16	,	,	PUNCT
cana-2114	565	17	pp	pp	ADJ
cana-2114	565	18	.	.	PUNCT
cana-2114	566	1	191	191	NUM
cana-2114	566	2	-	-	SYM
cana-2114	566	3	200	200	NUM
cana-2114	566	4	.	.	PUNCT
cana-2114	566	5	ieee	ieee	NOUN
cana-2114	566	6	,	,	PUNCT
cana-2114	566	7	2023	2023	NUM
cana-2114	566	8	.	.	PUNCT
cana-2114	567	1	[	[	X
cana-2114	567	2	16	16	NUM
cana-2114	567	3	]	]	SYM
cana-2114	567	4	pan	pan	PROPN
cana-2114	567	5	,	,	PUNCT
cana-2114	567	6	rongqi	rongqi	NOUN
cana-2114	567	7	,	,	PUNCT
cana-2114	567	8	mojtaba	mojtaba	NOUN
cana-2114	567	9	bagherzadeh	bagherzadeh	NOUN
cana-2114	567	10	,	,	PUNCT
cana-2114	567	11	taher	taher	PROPN
cana-2114	567	12	a.	a.	NOUN
cana-2114	567	13	ghaleb	ghaleb	PROPN
cana-2114	567	14	,	,	PUNCT
cana-2114	567	15	and	and	CCONJ
cana-2114	567	16	lionel	lionel	PROPN
cana-2114	567	17	briand	briand	PROPN
cana-2114	567	18	.	.	PUNCT
cana-2114	568	1	(	(	PUNCT
cana-2114	568	2	2022	2022	NUM
cana-2114	568	3	)	)	PUNCT
cana-2114	568	4	.	.	PUNCT
cana-2114	569	1	"	"	PUNCT
cana-2114	569	2	test	test	NOUN
cana-2114	569	3	case	case	NOUN
cana-2114	569	4	selection	selection	NOUN
cana-2114	569	5	and	and	CCONJ
cana-2114	569	6	prioritization	prioritization	NOUN
cana-2114	569	7	using	use	VERB
cana-2114	569	8	machine	machine	NOUN
cana-2114	569	9	learning	learning	NOUN
cana-2114	569	10	:	:	PUNCT
cana-2114	569	11	a	a	DET
cana-2114	569	12	systematic	systematic	ADJ
cana-2114	569	13	literature	literature	NOUN
cana-2114	569	14	review	review	NOUN
cana-2114	569	15	.	.	PUNCT
cana-2114	569	16	"	"	PUNCT
cana-2114	570	1	empirical	empirical	ADJ
cana-2114	570	2	software	software	NOUN
cana-2114	570	3	engineering	engineering	NOUN
cana-2114	570	4	empirical	empirical	ADJ
cana-2114	570	5	software	software	NOUN
cana-2114	570	6	engineering	engineering	NOUN
cana-2114	570	7	,	,	PUNCT
cana-2114	570	8	27	27	NUM
cana-2114	570	9	,	,	PUNCT
cana-2114	570	10	no	no	INTJ
cana-2114	570	11	.	.	NOUN
cana-2114	570	12	2	2	NUM
cana-2114	570	13	(	(	PUNCT
cana-2114	570	14	2022	2022	NUM
cana-2114	570	15	):	):	PUNCT
cana-2114	570	16	29	29	NUM
cana-2114	570	17	.	.	PUNCT
cana-2114	571	1	[	[	X
cana-2114	571	2	17	17	NUM
cana-2114	571	3	]	]	X
cana-2114	571	4	meçe	meçe	PROPN
cana-2114	571	5	,	,	PUNCT
cana-2114	571	6	elinda	elinda	PROPN
cana-2114	571	7	kajo	kajo	PROPN
cana-2114	571	8	,	,	PUNCT
cana-2114	571	9	hakik	hakik	ADJ
cana-2114	571	10	paci	paci	NOUN
cana-2114	571	11	,	,	PUNCT
cana-2114	571	12	and	and	CCONJ
cana-2114	571	13	kleona	kleona	PROPN
cana-2114	571	14	binjaku	binjaku	PROPN
cana-2114	571	15	.	.	PUNCT
cana-2114	572	1	(	(	PUNCT
cana-2114	572	2	2020	2020	NUM
cana-2114	572	3	)	)	PUNCT
cana-2114	572	4	.	.	PUNCT
cana-2114	573	1	"	"	PUNCT
cana-2114	573	2	the	the	DET
cana-2114	573	3	application	application	NOUN
cana-2114	573	4	of	of	ADP
cana-2114	573	5	machine	machine	NOUN
cana-2114	573	6	learning	learn	VERB
cana-2114	573	7	in	in	ADP
cana-2114	573	8	test	test	NOUN
cana-2114	573	9	case	case	NOUN
cana-2114	573	10	prioritization	prioritization	NOUN
cana-2114	573	11	-	-	PUNCT
cana-2114	573	12	a	a	DET
cana-2114	573	13	review	review	NOUN
cana-2114	573	14	.	.	PUNCT
cana-2114	573	15	"	"	PUNCT
cana-2114	574	1	european	european	ADJ
cana-2114	574	2	journal	journal	PROPN
cana-2114	574	3	of	of	ADP
cana-2114	574	4	electrical	electrical	ADJ
cana-2114	574	5	engineering	engineering	NOUN
cana-2114	574	6	and	and	CCONJ
cana-2114	574	7	computer	computer	NOUN
cana-2114	574	8	science	science	NOUN
cana-2114	574	9	,	,	PUNCT
cana-2114	574	10	4	4	NUM
cana-2114	574	11	,	,	PUNCT
cana-2114	574	12	no	no	INTJ
cana-2114	574	13	.	.	NOUN
cana-2114	574	14	1	1	NUM
cana-2114	574	15	(	(	PUNCT
cana-2114	574	16	2020	2020	NUM
cana-2114	574	17	)	)	PUNCT
cana-2114	574	18	.	.	PUNCT
cana-2114	575	1	[	[	X
cana-2114	575	2	18	18	NUM
cana-2114	575	3	]	]	SYM
cana-2114	575	4	yaraghi	yaraghi	PROPN
cana-2114	575	5	,	,	PUNCT
cana-2114	575	6	ahmadreza	ahmadreza	NOUN
cana-2114	575	7	saboor	saboor	NOUN
cana-2114	575	8	,	,	PUNCT
cana-2114	575	9	mojtaba	mojtaba	NOUN
cana-2114	575	10	bagherzadeh	bagherzadeh	NOUN
cana-2114	575	11	,	,	PUNCT
cana-2114	575	12	nafiseh	nafiseh	PROPN
cana-2114	575	13	kahani	kahani	PROPN
cana-2114	575	14	,	,	PUNCT
cana-2114	575	15	and	and	CCONJ
cana-2114	575	16	lionel	lionel	PROPN
cana-2114	575	17	c.	c.	PROPN
cana-2114	575	18	briand	briand	PROPN
cana-2114	575	19	.	.	PUNCT
cana-2114	576	1	(	(	PUNCT
cana-2114	576	2	2022	2022	NUM
cana-2114	576	3	)	)	PUNCT
cana-2114	576	4	.	.	PUNCT
cana-2114	577	1	"	"	PUNCT
cana-2114	577	2	scalable	scalable	ADJ
cana-2114	577	3	and	and	CCONJ
cana-2114	577	4	accurate	accurate	ADJ
cana-2114	577	5	test	test	NOUN
cana-2114	577	6	case	case	NOUN
cana-2114	577	7	prioritization	prioritization	NOUN
cana-2114	577	8	in	in	ADP
cana-2114	577	9	continuous	continuous	ADJ
cana-2114	577	10	integration	integration	NOUN
cana-2114	577	11	contexts	contexts	NOUN
cana-2114	577	12	.	.	PUNCT
cana-2114	577	13	"	"	PUNCT
cana-2114	578	1	ieee	ieee	NOUN
cana-2114	578	2	transactions	transaction	NOUN
cana-2114	578	3	on	on	ADP
cana-2114	578	4	software	software	NOUN
cana-2114	578	5	engineering	engineering	NOUN
cana-2114	578	6	,	,	PUNCT
cana-2114	578	7	49	49	NUM
cana-2114	578	8	,	,	PUNCT
cana-2114	578	9	no	no	INTJ
cana-2114	578	10	.	.	NOUN
cana-2114	578	11	4	4	NUM
cana-2114	578	12	(	(	PUNCT
cana-2114	578	13	2022	2022	NUM
cana-2114	578	14	):	):	PUNCT
cana-2114	578	15	1615	1615	NUM
cana-2114	578	16	-	-	SYM
cana-2114	578	17	1639	1639	NUM
cana-2114	578	18	.	.	PUNCT
cana-2114	579	1	[	[	X
cana-2114	579	2	19	19	NUM
cana-2114	579	3	]	]	X
cana-2114	579	4	liu	liu	PROPN
cana-2114	579	5	,	,	PUNCT
cana-2114	579	6	wenhong	wenhong	PROPN
cana-2114	579	7	,	,	PUNCT
cana-2114	579	8	xin	xin	PROPN
cana-2114	579	9	wu	wu	PROPN
cana-2114	579	10	,	,	PUNCT
cana-2114	579	11	weixiang	weixiang	PROPN
cana-2114	579	12	zhang	zhang	PROPN
cana-2114	579	13	,	,	PUNCT
cana-2114	579	14	and	and	CCONJ
cana-2114	579	15	yang	yang	PROPN
cana-2114	579	16	xu	xu	PROPN
cana-2114	579	17	.	.	PUNCT
cana-2114	580	1	(	(	PUNCT
cana-2114	580	2	2014	2014	NUM
cana-2114	580	3	)	)	PUNCT
cana-2114	580	4	.	.	PUNCT
cana-2114	581	1	"	"	PUNCT
cana-2114	581	2	the	the	DET
cana-2114	581	3	research	research	NOUN
cana-2114	581	4	of	of	ADP
cana-2114	581	5	the	the	DET
cana-2114	581	6	test	test	NOUN
cana-2114	581	7	case	case	NOUN
cana-2114	581	8	prioritization	prioritization	NOUN
cana-2114	581	9	algorithm	algorithm	NOUN
cana-2114	581	10	for	for	ADP
cana-2114	581	11	black	black	ADJ
cana-2114	581	12	box	box	PROPN
cana-2114	581	13	testing	testing	NOUN
cana-2114	581	14	.	.	PUNCT
cana-2114	581	15	"	"	PUNCT
cana-2114	582	1	in	in	ADP
cana-2114	582	2	2014	2014	NUM
cana-2114	582	3	ieee	ieee	NOUN
cana-2114	582	4	5th	5th	ADJ
cana-2114	582	5	international	international	ADJ
cana-2114	582	6	conference	conference	NOUN
cana-2114	582	7	on	on	ADP
cana-2114	582	8	software	software	NOUN
cana-2114	582	9	engineering	engineering	NOUN
cana-2114	582	10	and	and	CCONJ
cana-2114	582	11	service	service	NOUN
cana-2114	582	12	science	science	NOUN
cana-2114	582	13	,	,	PUNCT
cana-2114	582	14	pp	pp	ADJ
cana-2114	582	15	.	.	PUNCT
cana-2114	582	16	37	37	NUM
cana-2114	582	17	-	-	SYM
cana-2114	582	18	40	40	NUM
cana-2114	582	19	.	.	PUNCT
cana-2114	582	20	ieee	ieee	NOUN
cana-2114	582	21	,	,	PUNCT
cana-2114	582	22	2014	2014	NUM
cana-2114	582	23	.	.	PUNCT
cana-2114	583	1	[	[	X
cana-2114	583	2	20	20	NUM
cana-2114	583	3	]	]	X
cana-2114	583	4	khan	khan	PROPN
cana-2114	583	5	,	,	PUNCT
cana-2114	583	6	sara	sara	PROPN
cana-2114	583	7	,	,	PUNCT
cana-2114	583	8	and	and	CCONJ
cana-2114	583	9	saurabh	saurabh	PROPN
cana-2114	583	10	pal	pal	PROPN
cana-2114	583	11	.	.	PUNCT
cana-2114	584	1	(	(	PUNCT
cana-2114	584	2	2022	2022	NUM
cana-2114	584	3	)	)	PUNCT
cana-2114	584	4	.	.	PUNCT
cana-2114	585	1	"	"	PUNCT
cana-2114	585	2	an	an	DET
cana-2114	585	3	improvement	improvement	NOUN
cana-2114	585	4	to	to	PART
cana-2114	585	5	test	test	VERB
cana-2114	585	6	case	case	NOUN
cana-2114	585	7	prioritization	prioritization	NOUN
cana-2114	585	8	techniques	technique	NOUN
cana-2114	585	9	using	use	VERB
cana-2114	585	10	machine	machine	NOUN
cana-2114	585	11	learning	learning	NOUN
cana-2114	585	12	.	.	PUNCT
cana-2114	585	13	"	"	PUNCT
cana-2114	586	1	in	in	ADP
cana-2114	586	2	proceedings	proceeding	NOUN
cana-2114	586	3	of	of	ADP
cana-2114	586	4	third	third	ADJ
cana-2114	586	5	doctoral	doctoral	ADJ
cana-2114	586	6	symposium	symposium	NOUN
cana-2114	586	7	on	on	ADP
cana-2114	586	8	computational	computational	ADJ
cana-2114	586	9	intelligence	intelligence	NOUN
cana-2114	586	10	:	:	PUNCT
cana-2114	586	11	dosci	dosci	NOUN
cana-2114	586	12	2022	2022	NUM
cana-2114	586	13	,	,	PUNCT
cana-2114	586	14	pp	pp	ADJ
cana-2114	586	15	.	.	PUNCT
cana-2114	587	1	403	403	NUM
cana-2114	587	2	-	-	SYM
cana-2114	587	3	417	417	NUM
cana-2114	587	4	.	.	PUNCT
cana-2114	588	1	singapore	singapore	PROPN
cana-2114	588	2	:	:	PUNCT
cana-2114	588	3	springer	springer	NOUN
cana-2114	588	4	nature	nature	PROPN
cana-2114	588	5	singapore	singapore	PROPN
cana-2114	588	6	,	,	PUNCT
cana-2114	588	7	2022	2022	NUM
cana-2114	588	8	.	.	PUNCT
cana-2114	589	1	[	[	X
cana-2114	589	2	21	21	NUM
cana-2114	589	3	]	]	X
cana-2114	589	4	emam	emam	PROPN
cana-2114	589	5	,	,	PUNCT
cana-2114	589	6	seyedeh	seyedeh	NOUN
cana-2114	589	7	sepideh	sepideh	NOUN
cana-2114	589	8	,	,	PUNCT
cana-2114	589	9	and	and	CCONJ
cana-2114	589	10	james	james	PROPN
cana-2114	589	11	miller	miller	PROPN
cana-2114	589	12	.	.	PUNCT
cana-2114	590	1	(	(	PUNCT
cana-2114	590	2	2015	2015	NUM
cana-2114	590	3	)	)	PUNCT
cana-2114	590	4	.	.	PUNCT
cana-2114	591	1	"	"	PUNCT
cana-2114	591	2	test	test	NOUN
cana-2114	591	3	case	case	NOUN
cana-2114	591	4	prioritization	prioritization	NOUN
cana-2114	591	5	using	use	VERB
cana-2114	591	6	extended	extend	VERB
cana-2114	591	7	digraphs	digraph	NOUN
cana-2114	591	8	.	.	PUNCT
cana-2114	591	9	"	"	PUNCT
cana-2114	592	1	acm	acm	PROPN
cana-2114	592	2	transactions	transaction	NOUN
cana-2114	592	3	on	on	ADP
cana-2114	592	4	software	software	NOUN
cana-2114	592	5	engineering	engineering	NOUN
cana-2114	592	6	and	and	CCONJ
cana-2114	592	7	methodology	methodology	NOUN
cana-2114	592	8	(	(	PUNCT
cana-2114	592	9	tosem	tosem	PROPN
cana-2114	592	10	)	)	PUNCT
cana-2114	592	11	,	,	PUNCT
cana-2114	592	12	25	25	NUM
cana-2114	592	13	,	,	PUNCT
cana-2114	592	14	no	no	INTJ
cana-2114	592	15	.	.	NOUN
cana-2114	592	16	1	1	NUM
cana-2114	592	17	(	(	PUNCT
cana-2114	592	18	2015	2015	NUM
cana-2114	592	19	):	):	PUNCT
cana-2114	592	20	1	1	NUM
cana-2114	592	21	-	-	SYM
cana-2114	592	22	41	41	NUM
cana-2114	592	23	.	.	PUNCT
cana-2114	593	1	[	[	X
cana-2114	593	2	22	22	NUM
cana-2114	593	3	]	]	X
cana-2114	593	4	huang	huang	PROPN
cana-2114	593	5	,	,	PUNCT
cana-2114	593	6	yechao	yechao	PROPN
cana-2114	593	7	,	,	PUNCT
cana-2114	593	8	ting	ting	PROPN
cana-2114	593	9	shu	shu	PROPN
cana-2114	593	10	,	,	PUNCT
cana-2114	593	11	and	and	CCONJ
cana-2114	593	12	zuohua	zuohua	PROPN
cana-2114	593	13	ding	ding	PROPN
cana-2114	593	14	.	.	PUNCT
cana-2114	594	1	(	(	PUNCT
cana-2114	594	2	2021	2021	NUM
cana-2114	594	3	)	)	PUNCT
cana-2114	594	4	.	.	PUNCT
cana-2114	595	1	"	"	PUNCT
cana-2114	595	2	a	a	DET
cana-2114	595	3	learn	learn	VERB
cana-2114	595	4	-	-	PUNCT
cana-2114	595	5	to	to	ADP
cana-2114	595	6	-	-	PUNCT
cana-2114	595	7	rank	rank	NOUN
cana-2114	595	8	method	method	NOUN
cana-2114	595	9	for	for	ADP
cana-2114	595	10	model	model	NOUN
cana-2114	595	11	-	-	PUNCT
cana-2114	595	12	based	base	VERB
cana-2114	595	13	regression	regression	NOUN
cana-2114	595	14	test	test	NOUN
cana-2114	595	15	case	case	NOUN
cana-2114	595	16	prioritization	prioritization	NOUN
cana-2114	595	17	.	.	PUNCT
cana-2114	595	18	"	"	PUNCT
cana-2114	596	1	ieee	ieee	NOUN
cana-2114	596	2	access	access	NOUN
cana-2114	596	3	,	,	PUNCT
cana-2114	596	4	9	9	NUM
cana-2114	596	5	(	(	PUNCT
cana-2114	596	6	2021	2021	NUM
cana-2114	596	7	):	):	PUNCT
cana-2114	596	8	16365	16365	NUM
cana-2114	596	9	-	-	SYM
cana-2114	596	10	16382	16382	NUM
cana-2114	596	11	.	.	PUNCT
cana-2114	597	1	[	[	X
cana-2114	597	2	23	23	NUM
cana-2114	597	3	]	]	X
cana-2114	597	4	zhang	zhang	PROPN
cana-2114	597	5	,	,	PUNCT
cana-2114	597	6	quanjun	quanjun	PROPN
cana-2114	597	7	,	,	PUNCT
cana-2114	597	8	chunrong	chunrong	ADJ
cana-2114	597	9	fang	fang	PROPN
cana-2114	597	10	,	,	PUNCT
cana-2114	597	11	weisong	weisong	NOUN
cana-2114	597	12	sun	sun	PROPN
cana-2114	597	13	,	,	PUNCT
cana-2114	597	14	shengcheng	shengcheng	PROPN
cana-2114	597	15	yu	yu	PROPN
cana-2114	597	16	,	,	PUNCT
cana-2114	597	17	yutao	yutao	PROPN
cana-2114	597	18	xu	xu	PROPN
cana-2114	597	19	,	,	PUNCT
cana-2114	597	20	and	and	CCONJ
cana-2114	597	21	yulei	yulei	PROPN
cana-2114	597	22	liu	liu	PROPN
cana-2114	597	23	.	.	PUNCT
cana-2114	597	24	(	(	PUNCT
cana-2114	597	25	2022	2022	NUM
cana-2114	597	26	)	)	PUNCT
cana-2114	597	27	.	.	PUNCT
cana-2114	598	1	"	"	PUNCT
cana-2114	598	2	test	test	NOUN
cana-2114	598	3	case	case	NOUN
cana-2114	598	4	prioritization	prioritization	NOUN
cana-2114	598	5	using	use	VERB
cana-2114	598	6	partial	partial	ADJ
cana-2114	598	7	attention	attention	NOUN
cana-2114	598	8	.	.	PUNCT
cana-2114	598	9	"	"	PUNCT
cana-2114	599	1	journal	journal	NOUN
cana-2114	599	2	of	of	ADP
cana-2114	599	3	systems	system	NOUN
cana-2114	599	4	and	and	CCONJ
cana-2114	599	5	software	software	NOUN
cana-2114	599	6	,	,	PUNCT
cana-2114	599	7	192	192	NUM
cana-2114	599	8	(	(	PUNCT
cana-2114	599	9	2022	2022	NUM
cana-2114	599	10	):	):	PUNCT
cana-2114	599	11	111419	111419	NUM
cana-2114	599	12	.	.	PUNCT
cana-2114	600	1	[	[	X
cana-2114	600	2	24	24	NUM
cana-2114	600	3	]	]	PUNCT
cana-2114	600	4	r.	r.	NOUN
cana-2114	600	5	just	just	ADV
cana-2114	600	6	,	,	PUNCT
cana-2114	600	7	d.	d.	PROPN
cana-2114	600	8	jalali	jalali	PROPN
cana-2114	600	9	,	,	PUNCT
cana-2114	600	10	and	and	CCONJ
cana-2114	600	11	m.	m.	PROPN
cana-2114	600	12	d.	d.	PROPN
cana-2114	600	13	ernst	ernst	PROPN
cana-2114	600	14	,	,	PUNCT
cana-2114	600	15	(	(	PUNCT
cana-2114	600	16	2014	2014	NUM
cana-2114	600	17	)	)	PUNCT
cana-2114	600	18	.	.	PUNCT
cana-2114	601	1	“	"	PUNCT
cana-2114	601	2	defects4j	defects4j	NOUN
cana-2114	601	3	:	:	PUNCT
cana-2114	601	4	a	a	DET
cana-2114	601	5	database	database	NOUN
cana-2114	601	6	of	of	ADP
cana-2114	601	7	existing	exist	VERB
cana-2114	601	8	faults	fault	NOUN
cana-2114	601	9	to	to	PART
cana-2114	601	10	enable	enable	VERB
cana-2114	601	11	controlled	control	VERB
cana-2114	601	12	testing	testing	NOUN
cana-2114	601	13	studies	study	NOUN
cana-2114	601	14	for	for	ADP
cana-2114	601	15	java	java	NOUN
cana-2114	601	16	programs	program	NOUN
cana-2114	601	17	,	,	PUNCT
cana-2114	601	18	”	"	PUNCT
cana-2114	601	19	in	in	ADP
cana-2114	601	20	proceedings	proceeding	NOUN
cana-2114	601	21	of	of	ADP
cana-2114	601	22	the	the	DET
cana-2114	601	23	2014	2014	NUM
cana-2114	601	24	international	international	ADJ
cana-2114	601	25	symposium	symposium	NOUN
cana-2114	601	26	on	on	ADP
cana-2114	601	27	software	software	NOUN
cana-2114	601	28	testing	testing	NOUN
cana-2114	601	29	and	and	CCONJ
cana-2114	601	30	analysis	analysis	NOUN
cana-2114	601	31	(	(	PUNCT
cana-2114	601	32	issta	issta	NOUN
cana-2114	601	33	’	'	PUNCT
cana-2114	601	34	14	14	NUM
cana-2114	601	35	)	)	PUNCT
cana-2114	601	36	.	.	PUNCT
cana-2114	602	1	new	new	PROPN
cana-2114	602	2	york	york	PROPN
cana-2114	602	3	,	,	PUNCT
cana-2114	602	4	ny	ny	PROPN
cana-2114	602	5	,	,	PUNCT
cana-2114	602	6	usa	usa	PROPN
cana-2114	602	7	:	:	PUNCT
cana-2114	602	8	acm	acm	PROPN
cana-2114	602	9	,	,	PUNCT
cana-2114	602	10	2014	2014	NUM
cana-2114	602	11	,	,	PUNCT
cana-2114	602	12	pp	pp	ADJ
cana-2114	602	13	.	.	PUNCT
cana-2114	603	1	437–440	437–440	NUM
cana-2114	603	2	.	.	PUNCT