id	sid	tid	token	lemma	pos
easat-10037	1	1	edelweiss	edelweiss	PROPN
easat-10037	1	2	applied	apply	VERB
easat-10037	1	3	science	science	NOUN
easat-10037	1	4	and	and	CCONJ
easat-10037	1	5	technology	technology	NOUN
easat-10037	1	6	issn	issn	PROPN
easat-10037	1	7	:	:	PUNCT
easat-10037	1	8	2576	2576	NUM
easat-10037	1	9	-	-	SYM
easat-10037	1	10	8484	8484	NUM
easat-10037	1	11	vol	vol	NOUN
easat-10037	1	12	.	.	PROPN
easat-10037	2	1	9	9	NUM
easat-10037	2	2	,	,	PUNCT
easat-10037	2	3	no	no	INTJ
easat-10037	2	4	.	.	NOUN
easat-10037	2	5	9	9	NUM
easat-10037	2	6	,	,	PUNCT
easat-10037	2	7	1015	1015	NUM
easat-10037	2	8	-	-	SYM
easat-10037	2	9	1024	1024	NUM
easat-10037	2	10	2025	2025	NUM
easat-10037	2	11	publisher	publisher	NOUN
easat-10037	2	12	:	:	PUNCT
easat-10037	2	13	learning	learn	VERB
easat-10037	2	14	gate	gate	NOUN
easat-10037	2	15	doi	doi	PROPN
easat-10037	2	16	:	:	PUNCT
easat-10037	2	17	10.55214/2576	10.55214/2576	NUM
easat-10037	2	18	-	-	SYM
easat-10037	2	19	8484.v9i9.10037	8484.v9i9.10037	NUM
easat-10037	2	20	©	©	ADP
easat-10037	2	21	2025	2025	NUM
easat-10037	2	22	by	by	ADP
easat-10037	2	23	the	the	DET
easat-10037	2	24	authors	author	NOUN
easat-10037	2	25	;	;	PUNCT
easat-10037	2	26	licensee	licensee	PROPN
easat-10037	2	27	learning	learning	NOUN
easat-10037	2	28	gate	gate	NOUN
easat-10037	3	1	©	©	PROPN
easat-10037	3	2	2025	2025	NUM
easat-10037	3	3	by	by	ADP
easat-10037	3	4	the	the	DET
easat-10037	3	5	authors	author	NOUN
easat-10037	3	6	;	;	PUNCT
easat-10037	3	7	licensee	licensee	PROPN
easat-10037	3	8	learning	learning	NOUN
easat-10037	3	9	gate	gate	NOUN
easat-10037	3	10	history	history	NOUN
easat-10037	3	11	:	:	PUNCT
easat-10037	3	12	received	receive	VERB
easat-10037	3	13	:	:	PUNCT
easat-10037	3	14	9	9	NUM
easat-10037	3	15	july	july	NOUN
easat-10037	3	16	2025	2025	NUM
easat-10037	3	17	;	;	PUNCT
easat-10037	3	18	revised	revise	VERB
easat-10037	3	19	:	:	PUNCT
easat-10037	3	20	25	25	NUM
easat-10037	3	21	august	august	PROPN
easat-10037	3	22	2025	2025	NUM
easat-10037	3	23	;	;	PUNCT
easat-10037	3	24	accepted	accept	VERB
easat-10037	3	25	:	:	PUNCT
easat-10037	3	26	28	28	NUM
easat-10037	3	27	august	august	PROPN
easat-10037	3	28	2025	2025	NUM
easat-10037	3	29	;	;	PUNCT
easat-10037	3	30	published	publish	VERB
easat-10037	3	31	:	:	PUNCT
easat-10037	4	1	16	16	NUM
easat-10037	4	2	september	september	PROPN
easat-10037	4	3	2025	2025	NUM
easat-10037	4	4	*	*	PUNCT
easat-10037	4	5	correspondence	correspondence	NOUN
easat-10037	4	6	:	:	PUNCT
easat-10037	5	1	arthit.i@psu.ac.th	arthit.i@psu.ac.th	AUX
easat-10037	5	2	predictive	predictive	ADJ
easat-10037	5	3	modeling	modeling	NOUN
easat-10037	5	4	of	of	ADP
easat-10037	5	5	unrest	unrest	ADJ
easat-10037	5	6	situation	situation	NOUN
easat-10037	5	7	in	in	ADP
easat-10037	5	8	a	a	DET
easat-10037	5	9	southern	southern	ADJ
easat-10037	5	10	province	province	NOUN
easat-10037	5	11	of	of	ADP
easat-10037	5	12	thailand	thailand	PROPN
easat-10037	5	13	using	use	VERB
easat-10037	5	14	machine	machine	NOUN
easat-10037	5	15	learning	learning	NOUN
easat-10037	5	16	models	model	NOUN
easat-10037	5	17	salwa	salwa	PROPN
easat-10037	5	18	waeto1	waeto1	PROPN
easat-10037	5	19	,	,	PUNCT
easat-10037	5	20	khanchit	khanchit	VERB
easat-10037	5	21	chuarkham2	chuarkham2	PROPN
easat-10037	5	22	,	,	PUNCT
easat-10037	5	23	pakwan	pakwan	PROPN
easat-10037	5	24	riyapan1	riyapan1	NOUN
easat-10037	5	25	,	,	PUNCT
easat-10037	5	26	arthit	arthit	ADJ
easat-10037	5	27	intarasit1	intarasit1	NOUN
easat-10037	5	28	*	*	PROPN
easat-10037	5	29	1department	1department	NUM
easat-10037	5	30	of	of	ADP
easat-10037	5	31	mathematics	mathematic	NOUN
easat-10037	5	32	and	and	CCONJ
easat-10037	5	33	computer	computer	NOUN
easat-10037	5	34	science	science	NOUN
easat-10037	5	35	,	,	PUNCT
easat-10037	5	36	faculty	faculty	NOUN
easat-10037	5	37	of	of	ADP
easat-10037	5	38	science	science	NOUN
easat-10037	5	39	and	and	CCONJ
easat-10037	5	40	technology	technology	NOUN
easat-10037	5	41	,	,	PUNCT
easat-10037	5	42	prince	prince	NOUN
easat-10037	5	43	of	of	ADP
easat-10037	5	44	songkla	songkla	PROPN
easat-10037	5	45	university	university	PROPN
easat-10037	5	46	,	,	PUNCT
easat-10037	5	47	pattani	pattani	NOUN
easat-10037	5	48	campus	campus	PROPN
easat-10037	5	49	,	,	PUNCT
easat-10037	5	50	pattani	pattani	NOUN
easat-10037	5	51	94000	94000	NUM
easat-10037	5	52	,	,	PUNCT
easat-10037	5	53	thailand	thailand	PROPN
easat-10037	5	54	;	;	PUNCT
easat-10037	5	55	arthit.i@psu.ac.th	arthit.i@psu.ac.th	PROPN
easat-10037	5	56	(	(	PUNCT
easat-10037	5	57	a.i	a.i	PROPN
easat-10037	5	58	.	.	PROPN
easat-10037	5	59	)	)	PUNCT
easat-10037	5	60	.	.	PUNCT
easat-10037	6	1	2faculty	2faculty	NUM
easat-10037	6	2	of	of	ADP
easat-10037	6	3	commerce	commerce	NOUN
easat-10037	6	4	and	and	CCONJ
easat-10037	6	5	management	management	NOUN
easat-10037	6	6	,	,	PUNCT
easat-10037	6	7	prince	prince	NOUN
easat-10037	6	8	of	of	ADP
easat-10037	6	9	songkla	songkla	PROPN
easat-10037	6	10	university	university	PROPN
easat-10037	6	11	,	,	PUNCT
easat-10037	6	12	trang	trang	PROPN
easat-10037	6	13	campus	campus	PROPN
easat-10037	6	14	,	,	PUNCT
easat-10037	6	15	trang	trang	PROPN
easat-10037	6	16	92000	92000	NUM
easat-10037	6	17	,	,	PUNCT
easat-10037	6	18	thailand	thailand	PROPN
easat-10037	6	19	.	.	PUNCT
easat-10037	7	1	abstract	abstract	PROPN
easat-10037	7	2	:	:	PUNCT
easat-10037	7	3	the	the	DET
easat-10037	7	4	southern	southern	ADJ
easat-10037	7	5	provinces	province	NOUN
easat-10037	7	6	of	of	ADP
easat-10037	7	7	thailand	thailand	PROPN
easat-10037	7	8	continue	continue	VERB
easat-10037	7	9	to	to	PART
easat-10037	7	10	experience	experience	VERB
easat-10037	7	11	persistent	persistent	ADJ
easat-10037	7	12	unrest	unrest	NOUN
easat-10037	7	13	and	and	CCONJ
easat-10037	7	14	insurgency	insurgency	NOUN
easat-10037	7	15	,	,	PUNCT
easat-10037	7	16	creating	create	VERB
easat-10037	7	17	an	an	DET
easat-10037	7	18	urgent	urgent	ADJ
easat-10037	7	19	need	need	NOUN
easat-10037	7	20	for	for	ADP
easat-10037	7	21	reliable	reliable	ADJ
easat-10037	7	22	forecasting	forecasting	NOUN
easat-10037	7	23	methods	method	NOUN
easat-10037	7	24	to	to	PART
easat-10037	7	25	support	support	VERB
easat-10037	7	26	decision	decision	NOUN
easat-10037	7	27	-	-	PUNCT
easat-10037	7	28	making	making	NOUN
easat-10037	7	29	.	.	PUNCT
easat-10037	8	1	this	this	DET
easat-10037	8	2	study	study	NOUN
easat-10037	8	3	aims	aim	VERB
easat-10037	8	4	to	to	PART
easat-10037	8	5	improve	improve	VERB
easat-10037	8	6	the	the	DET
easat-10037	8	7	forecasting	forecasting	NOUN
easat-10037	8	8	of	of	ADP
easat-10037	8	9	unrest	unrest	NOUN
easat-10037	8	10	and	and	CCONJ
easat-10037	8	11	insurgency	insurgency	NOUN
easat-10037	8	12	cases	case	NOUN
easat-10037	8	13	by	by	ADP
easat-10037	8	14	evaluating	evaluate	VERB
easat-10037	8	15	alternative	alternative	ADJ
easat-10037	8	16	model	model	NOUN
easat-10037	8	17	selection	selection	NOUN
easat-10037	8	18	approaches	approach	NOUN
easat-10037	8	19	using	use	VERB
easat-10037	8	20	unrest	unrest	NOUN
easat-10037	8	21	databases	database	NOUN
easat-10037	8	22	.	.	PUNCT
easat-10037	9	1	we	we	PRON
easat-10037	9	2	analyzed	analyze	VERB
easat-10037	9	3	records	record	NOUN
easat-10037	9	4	of	of	ADP
easat-10037	9	5	deaths	death	NOUN
easat-10037	9	6	,	,	PUNCT
easat-10037	9	7	incidents	incident	NOUN
easat-10037	9	8	,	,	PUNCT
easat-10037	9	9	and	and	CCONJ
easat-10037	9	10	injuries	injury	NOUN
easat-10037	9	11	from	from	ADP
easat-10037	9	12	2004	2004	NUM
easat-10037	9	13	to	to	ADP
easat-10037	9	14	2019	2019	NUM
easat-10037	9	15	across	across	ADP
easat-10037	9	16	all	all	DET
easat-10037	9	17	12	12	NUM
easat-10037	9	18	districts	district	NOUN
easat-10037	9	19	of	of	ADP
easat-10037	9	20	pattani	pattani	ADJ
easat-10037	9	21	province	province	NOUN
easat-10037	9	22	,	,	PUNCT
easat-10037	9	23	employing	employ	VERB
easat-10037	9	24	artificial	artificial	ADJ
easat-10037	9	25	neural	neural	ADJ
easat-10037	9	26	networks	network	NOUN
easat-10037	9	27	(	(	PUNCT
easat-10037	9	28	ann	ann	PROPN
easat-10037	9	29	)	)	PUNCT
easat-10037	9	30	,	,	PUNCT
easat-10037	9	31	support	support	VERB
easat-10037	9	32	vector	vector	NOUN
easat-10037	9	33	regression	regression	NOUN
easat-10037	9	34	(	(	PUNCT
easat-10037	9	35	svr	svr	PROPN
easat-10037	9	36	)	)	PUNCT
easat-10037	9	37	,	,	PUNCT
easat-10037	9	38	and	and	CCONJ
easat-10037	9	39	autoregressive	autoregressive	ADJ
easat-10037	9	40	integrated	integrated	ADJ
easat-10037	9	41	moving	move	VERB
easat-10037	9	42	average	average	ADJ
easat-10037	9	43	(	(	PUNCT
easat-10037	9	44	arima	arima	NOUN
easat-10037	9	45	)	)	PUNCT
easat-10037	9	46	models	model	NOUN
easat-10037	9	47	.	.	PUNCT
easat-10037	10	1	forecasting	forecasting	NOUN
easat-10037	10	2	accuracy	accuracy	NOUN
easat-10037	10	3	was	be	AUX
easat-10037	10	4	assessed	assess	VERB
easat-10037	10	5	using	use	VERB
easat-10037	10	6	the	the	DET
easat-10037	10	7	mean	mean	ADJ
easat-10037	10	8	square	square	ADJ
easat-10037	10	9	error	error	NOUN
easat-10037	10	10	criterion	criterion	NOUN
easat-10037	10	11	.	.	PUNCT
easat-10037	11	1	the	the	DET
easat-10037	11	2	findings	finding	NOUN
easat-10037	11	3	indicate	indicate	VERB
easat-10037	11	4	substantial	substantial	ADJ
easat-10037	11	5	variation	variation	NOUN
easat-10037	11	6	in	in	ADP
easat-10037	11	7	the	the	DET
easat-10037	11	8	monthly	monthly	ADJ
easat-10037	11	9	time	time	NOUN
easat-10037	11	10	series	series	NOUN
easat-10037	11	11	of	of	ADP
easat-10037	11	12	deaths	death	NOUN
easat-10037	11	13	,	,	PUNCT
easat-10037	11	14	incidents	incident	NOUN
easat-10037	11	15	,	,	PUNCT
easat-10037	11	16	and	and	CCONJ
easat-10037	11	17	injuries	injury	NOUN
easat-10037	11	18	,	,	PUNCT
easat-10037	11	19	with	with	ADP
easat-10037	11	20	the	the	DET
easat-10037	11	21	arima	arima	PROPN
easat-10037	11	22	model	model	NOUN
easat-10037	11	23	consistently	consistently	ADV
easat-10037	11	24	producing	produce	VERB
easat-10037	11	25	the	the	DET
easat-10037	11	26	most	most	ADV
easat-10037	11	27	accurate	accurate	ADJ
easat-10037	11	28	forecasts	forecast	NOUN
easat-10037	11	29	for	for	ADP
easat-10037	11	30	injuries	injury	NOUN
easat-10037	11	31	across	across	ADP
easat-10037	11	32	districts	district	NOUN
easat-10037	11	33	.	.	PUNCT
easat-10037	12	1	these	these	DET
easat-10037	12	2	results	result	NOUN
easat-10037	12	3	underscore	underscore	VERB
easat-10037	12	4	the	the	DET
easat-10037	12	5	importance	importance	NOUN
easat-10037	12	6	of	of	ADP
easat-10037	12	7	model	model	NOUN
easat-10037	12	8	choice	choice	NOUN
easat-10037	12	9	when	when	SCONJ
easat-10037	12	10	applying	apply	VERB
easat-10037	12	11	forecasting	forecasting	NOUN
easat-10037	12	12	techniques	technique	NOUN
easat-10037	12	13	to	to	ADP
easat-10037	12	14	conflict	conflict	NOUN
easat-10037	12	15	-	-	PUNCT
easat-10037	12	16	related	relate	VERB
easat-10037	12	17	datasets	dataset	NOUN
easat-10037	12	18	.	.	PUNCT
easat-10037	13	1	in	in	ADP
easat-10037	13	2	conclusion	conclusion	NOUN
easat-10037	13	3	,	,	PUNCT
easat-10037	13	4	arima	arima	PROPN
easat-10037	13	5	offers	offer	VERB
easat-10037	13	6	a	a	DET
easat-10037	13	7	robust	robust	ADJ
easat-10037	13	8	and	and	CCONJ
easat-10037	13	9	practical	practical	ADJ
easat-10037	13	10	approach	approach	NOUN
easat-10037	13	11	for	for	ADP
easat-10037	13	12	anticipating	anticipate	VERB
easat-10037	13	13	short	short	ADJ
easat-10037	13	14	-	-	PUNCT
easat-10037	13	15	term	term	NOUN
easat-10037	13	16	unrest	unrest	NOUN
easat-10037	13	17	trends	trend	NOUN
easat-10037	13	18	.	.	PUNCT
easat-10037	14	1	the	the	DET
easat-10037	14	2	study	study	NOUN
easat-10037	14	3	has	have	VERB
easat-10037	14	4	practical	practical	ADJ
easat-10037	14	5	implications	implication	NOUN
easat-10037	14	6	for	for	ADP
easat-10037	14	7	policymakers	policymaker	NOUN
easat-10037	14	8	,	,	PUNCT
easat-10037	14	9	security	security	NOUN
easat-10037	14	10	agencies	agency	NOUN
easat-10037	14	11	,	,	PUNCT
easat-10037	14	12	and	and	CCONJ
easat-10037	14	13	researchers	researcher	NOUN
easat-10037	14	14	seeking	seek	VERB
easat-10037	14	15	evidence	evidence	NOUN
easat-10037	14	16	-	-	PUNCT
easat-10037	14	17	based	base	VERB
easat-10037	14	18	strategies	strategy	NOUN
easat-10037	14	19	to	to	PART
easat-10037	14	20	anticipate	anticipate	VERB
easat-10037	14	21	and	and	CCONJ
easat-10037	14	22	mitigate	mitigate	VERB
easat-10037	14	23	the	the	DET
easat-10037	14	24	effects	effect	NOUN
easat-10037	14	25	of	of	ADP
easat-10037	14	26	insurgency	insurgency	NOUN
easat-10037	14	27	in	in	ADP
easat-10037	14	28	southern	southern	PROPN
easat-10037	14	29	thailand	thailand	PROPN
easat-10037	14	30	.	.	PUNCT
easat-10037	15	1	keywords	keyword	NOUN
easat-10037	15	2	:	:	PUNCT
easat-10037	15	3	insurgency	insurgency	NOUN
easat-10037	15	4	,	,	PUNCT
easat-10037	15	5	machine	machine	NOUN
easat-10037	15	6	learning	learning	NOUN
easat-10037	15	7	model	model	NOUN
easat-10037	15	8	,	,	PUNCT
easat-10037	15	9	southern	southern	ADJ
easat-10037	15	10	border	border	NOUN
easat-10037	15	11	provinces	province	NOUN
easat-10037	15	12	,	,	PUNCT
easat-10037	15	13	thailand	thailand	PROPN
easat-10037	15	14	,	,	PUNCT
easat-10037	15	15	unrest	unrest	NOUN
easat-10037	15	16	situation	situation	NOUN
easat-10037	15	17	.	.	PUNCT
easat-10037	16	1	1	1	X
easat-10037	16	2	.	.	X
easat-10037	16	3	introduction	introduction	NOUN
easat-10037	16	4	over	over	ADP
easat-10037	16	5	the	the	DET
easat-10037	16	6	past	past	ADJ
easat-10037	16	7	decade	decade	NOUN
easat-10037	16	8	,	,	PUNCT
easat-10037	16	9	insurgent	insurgent	NOUN
easat-10037	16	10	issues	issue	NOUN
easat-10037	16	11	have	have	AUX
easat-10037	16	12	escalated	escalate	VERB
easat-10037	16	13	across	across	ADP
easat-10037	16	14	various	various	ADJ
easat-10037	16	15	countries	country	NOUN
easat-10037	16	16	and	and	CCONJ
easat-10037	16	17	regions	region	NOUN
easat-10037	16	18	worldwide	worldwide	ADV
easat-10037	16	19	.	.	PUNCT
easat-10037	17	1	recent	recent	ADJ
easat-10037	17	2	areas	area	NOUN
easat-10037	17	3	experiencing	experience	VERB
easat-10037	17	4	ongoing	ongoing	ADJ
easat-10037	17	5	unrest	unrest	NOUN
easat-10037	17	6	and	and	CCONJ
easat-10037	17	7	insurgency	insurgency	NOUN
easat-10037	17	8	crises	crisis	NOUN
easat-10037	17	9	include	include	VERB
easat-10037	17	10	africa	africa	PROPN
easat-10037	17	11	(	(	PUNCT
easat-10037	17	12	algeria	algeria	PROPN
easat-10037	17	13	,	,	PUNCT
easat-10037	17	14	burkina	burkina	PROPN
easat-10037	17	15	faso	faso	PROPN
easat-10037	17	16	,	,	PUNCT
easat-10037	17	17	burundi	burundi	PROPN
easat-10037	17	18	,	,	PUNCT
easat-10037	17	19	cameroon	cameroon	PROPN
easat-10037	17	20	,	,	PUNCT
easat-10037	17	21	the	the	DET
easat-10037	17	22	democratic	democratic	PROPN
easat-10037	17	23	republic	republic	PROPN
easat-10037	17	24	of	of	ADP
easat-10037	17	25	congo	congo	PROPN
easat-10037	17	26	,	,	PUNCT
easat-10037	17	27	libya	libya	PROPN
easat-10037	17	28	,	,	PUNCT
easat-10037	17	29	mali	mali	PROPN
easat-10037	17	30	,	,	PUNCT
easat-10037	17	31	mozambique	mozambique	ADJ
easat-10037	17	32	,	,	PUNCT
easat-10037	17	33	niger	niger	PROPN
easat-10037	17	34	,	,	PUNCT
easat-10037	17	35	nigeria	nigeria	PROPN
easat-10037	17	36	,	,	PUNCT
easat-10037	17	37	uganda	uganda	PROPN
easat-10037	17	38	,	,	PUNCT
easat-10037	17	39	chad	chad	PROPN
easat-10037	17	40	,	,	PUNCT
easat-10037	17	41	tanzania	tanzania	PROPN
easat-10037	17	42	,	,	PUNCT
easat-10037	17	43	and	and	CCONJ
easat-10037	17	44	tunisia	tunisia	NOUN
easat-10037	17	45	)	)	PUNCT
easat-10037	17	46	,	,	PUNCT
easat-10037	17	47	asia	asia	PROPN
easat-10037	17	48	(	(	PUNCT
easat-10037	17	49	afghanistan	afghanistan	PROPN
easat-10037	17	50	,	,	PUNCT
easat-10037	17	51	bangladesh	bangladesh	PROPN
easat-10037	17	52	,	,	PUNCT
easat-10037	17	53	indonesia	indonesia	PROPN
easat-10037	17	54	,	,	PUNCT
easat-10037	17	55	iraq	iraq	PROPN
easat-10037	17	56	,	,	PUNCT
easat-10037	17	57	nepal	nepal	ADJ
easat-10037	17	58	,	,	PUNCT
easat-10037	17	59	turkey	turkey	PROPN
easat-10037	17	60	,	,	PUNCT
easat-10037	17	61	thailand	thailand	PROPN
easat-10037	17	62	,	,	PUNCT
easat-10037	17	63	and	and	CCONJ
easat-10037	17	64	the	the	DET
easat-10037	17	65	philippines	philippine	NOUN
easat-10037	17	66	)	)	PUNCT
easat-10037	17	67	,	,	PUNCT
easat-10037	17	68	south	south	PROPN
easat-10037	17	69	america	america	PROPN
easat-10037	17	70	(	(	PUNCT
easat-10037	17	71	colombia	colombia	PROPN
easat-10037	17	72	)	)	PUNCT
easat-10037	17	73	,	,	PUNCT
easat-10037	17	74	and	and	CCONJ
easat-10037	17	75	europe	europe	PROPN
easat-10037	17	76	(	(	PUNCT
easat-10037	17	77	chechnya	chechnya	PROPN
easat-10037	17	78	)	)	PUNCT
easat-10037	17	79	.	.	PUNCT
easat-10037	18	1	in	in	ADP
easat-10037	18	2	thailand	thailand	PROPN
easat-10037	18	3	,	,	PUNCT
easat-10037	18	4	the	the	DET
easat-10037	18	5	southernmost	southernmost	NOUN
easat-10037	18	6	region	region	NOUN
easat-10037	18	7	has	have	AUX
easat-10037	18	8	been	be	AUX
easat-10037	18	9	grappling	grapple	VERB
easat-10037	18	10	with	with	ADP
easat-10037	18	11	one	one	NUM
easat-10037	18	12	of	of	ADP
easat-10037	18	13	asia	asia	PROPN
easat-10037	18	14	’s	’s	PART
easat-10037	18	15	longest	long	ADV
easat-10037	18	16	-	-	PUNCT
easat-10037	18	17	running	run	VERB
easat-10037	18	18	conflicts	conflict	NOUN
easat-10037	18	19	.	.	PUNCT
easat-10037	19	1	in	in	ADP
easat-10037	19	2	the	the	DET
easat-10037	19	3	1960s	1960	NOUN
easat-10037	19	4	,	,	PUNCT
easat-10037	19	5	a	a	DET
easat-10037	19	6	separatist	separatist	ADJ
easat-10037	19	7	movement	movement	NOUN
easat-10037	19	8	emerged	emerge	VERB
easat-10037	19	9	to	to	PART
easat-10037	19	10	establish	establish	VERB
easat-10037	19	11	the	the	DET
easat-10037	19	12	region	region	NOUN
easat-10037	19	13	,	,	PUNCT
easat-10037	19	14	whose	whose	DET
easat-10037	19	15	inhabitants	inhabitant	NOUN
easat-10037	19	16	are	be	AUX
easat-10037	19	17	predominantly	predominantly	ADV
easat-10037	19	18	muslim	muslim	ADJ
easat-10037	19	19	,	,	PUNCT
easat-10037	19	20	as	as	ADP
easat-10037	19	21	an	an	DET
easat-10037	19	22	independent	independent	ADJ
easat-10037	19	23	state	state	NOUN
easat-10037	19	24	.	.	PUNCT
easat-10037	20	1	since	since	SCONJ
easat-10037	20	2	the	the	DET
easat-10037	20	3	conflict	conflict	NOUN
easat-10037	20	4	began	begin	VERB
easat-10037	20	5	,	,	PUNCT
easat-10037	20	6	levels	level	NOUN
easat-10037	20	7	of	of	ADP
easat-10037	20	8	violence	violence	NOUN
easat-10037	20	9	have	have	AUX
easat-10037	20	10	increased	increase	VERB
easat-10037	20	11	,	,	PUNCT
easat-10037	20	12	with	with	ADP
easat-10037	20	13	multiple	multiple	ADJ
easat-10037	20	14	insurgency	insurgency	NOUN
easat-10037	20	15	waves	wave	NOUN
easat-10037	20	16	occurring	occur	VERB
easat-10037	20	17	from	from	ADP
easat-10037	20	18	the	the	DET
easat-10037	20	19	early	early	ADJ
easat-10037	20	20	2000s	2000s	NUM
easat-10037	20	21	to	to	ADP
easat-10037	20	22	the	the	DET
easat-10037	20	23	present	present	NOUN
easat-10037	20	24	.	.	PUNCT
easat-10037	21	1	this	this	DET
easat-10037	21	2	persistent	persistent	ADJ
easat-10037	21	3	unrest	unrest	NOUN
easat-10037	21	4	in	in	ADP
easat-10037	21	5	southern	southern	ADJ
easat-10037	21	6	thailand	thailand	PROPN
easat-10037	21	7	has	have	AUX
easat-10037	21	8	prompted	prompt	VERB
easat-10037	21	9	various	various	ADJ
easat-10037	21	10	organizations	organization	NOUN
easat-10037	21	11	and	and	CCONJ
easat-10037	21	12	agencies	agency	NOUN
easat-10037	21	13	to	to	PART
easat-10037	21	14	investigate	investigate	VERB
easat-10037	21	15	the	the	DET
easat-10037	21	16	origins	origin	NOUN
easat-10037	21	17	of	of	ADP
easat-10037	21	18	insurgency	insurgency	NOUN
easat-10037	21	19	,	,	PUNCT
easat-10037	21	20	the	the	DET
easat-10037	21	21	societal	societal	ADJ
easat-10037	21	22	factors	factor	NOUN
easat-10037	21	23	driving	drive	VERB
easat-10037	21	24	it	it	PRON
easat-10037	21	25	,	,	PUNCT
easat-10037	21	26	and	and	CCONJ
easat-10037	21	27	practical	practical	ADJ
easat-10037	21	28	strategies	strategy	NOUN
easat-10037	21	29	to	to	PART
easat-10037	21	30	counter	counter	VERB
easat-10037	21	31	it	it	PRON
easat-10037	21	32	.	.	PUNCT
easat-10037	22	1	preventing	prevent	VERB
easat-10037	22	2	the	the	DET
easat-10037	22	3	emergence	emergence	NOUN
easat-10037	22	4	of	of	ADP
easat-10037	22	5	unrest	unrest	NOUN
easat-10037	22	6	or	or	CCONJ
easat-10037	22	7	insurgency	insurgency	NOUN
easat-10037	22	8	in	in	ADP
easat-10037	22	9	a	a	DET
easat-10037	22	10	region	region	NOUN
easat-10037	22	11	or	or	CCONJ
easat-10037	22	12	country	country	NOUN
easat-10037	22	13	is	be	AUX
easat-10037	22	14	a	a	DET
easat-10037	22	15	highly	highly	ADV
easat-10037	22	16	complex	complex	ADJ
easat-10037	22	17	process	process	NOUN
easat-10037	22	18	requiring	require	VERB
easat-10037	22	19	a	a	DET
easat-10037	22	20	deep	deep	ADJ
easat-10037	22	21	understanding	understanding	NOUN
easat-10037	22	22	of	of	ADP
easat-10037	22	23	its	its	PRON
easat-10037	22	24	underlying	underlie	VERB
easat-10037	22	25	causes	cause	NOUN
easat-10037	22	26	[	[	X
easat-10037	22	27	1	1	NUM
easat-10037	22	28	]	]	PUNCT
easat-10037	22	29	.	.	PUNCT
easat-10037	23	1	in	in	ADP
easat-10037	23	2	the	the	DET
easat-10037	23	3	past	past	ADJ
easat-10037	23	4	two	two	NUM
easat-10037	23	5	decades	decade	NOUN
easat-10037	23	6	,	,	PUNCT
easat-10037	23	7	several	several	ADJ
easat-10037	23	8	studies	study	NOUN
easat-10037	23	9	have	have	AUX
easat-10037	23	10	employed	employ	VERB
easat-10037	23	11	hybrid	hybrid	ADJ
easat-10037	23	12	methodologies	methodology	NOUN
easat-10037	23	13	to	to	PART
easat-10037	23	14	gain	gain	VERB
easat-10037	23	15	a	a	DET
easat-10037	23	16	deeper	deep	ADJ
easat-10037	23	17	understanding	understanding	NOUN
easat-10037	23	18	of	of	ADP
easat-10037	23	19	the	the	DET
easat-10037	23	20	emergence	emergence	NOUN
easat-10037	23	21	and	and	CCONJ
easat-10037	23	22	escalation	escalation	NOUN
easat-10037	23	23	of	of	ADP
easat-10037	23	24	unrest	unrest	NOUN
easat-10037	23	25	and	and	CCONJ
easat-10037	23	26	insurgency	insurgency	NOUN
easat-10037	23	27	.	.	PUNCT
easat-10037	24	1	for	for	ADP
easat-10037	24	2	example	example	NOUN
easat-10037	24	3	,	,	PUNCT
easat-10037	24	4	waeto	waeto	PROPN
easat-10037	24	5	,	,	PUNCT
easat-10037	24	6	et	et	PROPN
easat-10037	24	7	al	al	PROPN
easat-10037	24	8	.	.	PUNCT
easat-10037	25	1	[	[	X
easat-10037	25	2	2	2	X
easat-10037	25	3	]	]	PUNCT
easat-10037	25	4	combined	combined	ADJ
easat-10037	25	5	support	support	NOUN
easat-10037	25	6	vector	vector	NOUN
easat-10037	25	7	regression	regression	NOUN
easat-10037	25	8	(	(	PUNCT
easat-10037	25	9	svr	svr	PROPN
easat-10037	25	10	)	)	PUNCT
easat-10037	25	11	and	and	CCONJ
easat-10037	25	12	autoregressive	autoregressive	ADJ
easat-10037	25	13	integrated	integrated	ADJ
easat-10037	25	14	moving	move	VERB
easat-10037	25	15	average	average	ADJ
easat-10037	25	16	(	(	PUNCT
easat-10037	25	17	arima	arima	NOUN
easat-10037	25	18	)	)	PUNCT
easat-10037	25	19	models	model	NOUN
easat-10037	25	20	to	to	PART
easat-10037	25	21	forecast	forecast	VERB
easat-10037	25	22	insurgency	insurgency	NOUN
easat-10037	25	23	trends	trend	NOUN
easat-10037	25	24	in	in	ADP
easat-10037	25	25	southern	southern	ADJ
easat-10037	25	26	thailand	thailand	PROPN
easat-10037	25	27	,	,	PUNCT
easat-10037	25	28	while	while	SCONJ
easat-10037	25	29	domrongphol	domrongphol	NOUN
easat-10037	25	30	and	and	CCONJ
easat-10037	25	31	yared	yare	VERB
easat-10037	26	1	[	[	X
easat-10037	26	2	3	3	NUM
easat-10037	26	3	]	]	PUNCT
easat-10037	26	4	applied	apply	VERB
easat-10037	26	5	the	the	DET
easat-10037	26	6	variable	variable	ADJ
easat-10037	26	7	relation	relation	NOUN
easat-10037	26	8	model	model	NOUN
easat-10037	26	9	(	(	PUNCT
easat-10037	26	10	vrm	vrm	PROPN
easat-10037	26	11	)	)	PUNCT
easat-10037	26	12	to	to	PART
easat-10037	26	13	analyze	analyze	VERB
easat-10037	26	14	violence	violence	NOUN
easat-10037	26	15	levels	level	NOUN
easat-10037	26	16	in	in	ADP
easat-10037	26	17	the	the	DET
easat-10037	26	18	pattani	pattani	NOUN
easat-10037	26	19	,	,	PUNCT
easat-10037	26	20	yala	yala	PROPN
easat-10037	26	21	,	,	PUNCT
easat-10037	26	22	and	and	CCONJ
easat-10037	26	23	narathiwat	narathiwat	ADJ
easat-10037	26	24	provinces	province	NOUN
easat-10037	26	25	from	from	ADP
easat-10037	26	26	2010	2010	NUM
easat-10037	26	27	to	to	ADP
easat-10037	26	28	2018	2018	NUM
easat-10037	26	29	.	.	PUNCT
easat-10037	27	1	1016	1016	NUM
easat-10037	27	2	edelweiss	edelweiss	PROPN
easat-10037	27	3	applied	apply	VERB
easat-10037	27	4	science	science	NOUN
easat-10037	27	5	and	and	CCONJ
easat-10037	27	6	technology	technology	NOUN
easat-10037	27	7	issn	issn	PROPN
easat-10037	27	8	:	:	PUNCT
easat-10037	27	9	2576	2576	NUM
easat-10037	27	10	-	-	SYM
easat-10037	27	11	8484	8484	NUM
easat-10037	27	12	vol	vol	NOUN
easat-10037	27	13	.	.	PROPN
easat-10037	28	1	9	9	NUM
easat-10037	28	2	,	,	PUNCT
easat-10037	28	3	no	no	INTJ
easat-10037	28	4	.	.	NOUN
easat-10037	28	5	9	9	NUM
easat-10037	28	6	:	:	SYM
easat-10037	28	7	1015	1015	NUM
easat-10037	28	8	-	-	SYM
easat-10037	28	9	1024	1024	NUM
easat-10037	28	10	,	,	PUNCT
easat-10037	28	11	2025	2025	NUM
easat-10037	28	12	doi	doi	NOUN
easat-10037	28	13	:	:	PUNCT
easat-10037	28	14	10.55214/2576	10.55214/2576	NUM
easat-10037	28	15	-	-	SYM
easat-10037	28	16	8484.v9i9.10037	8484.v9i9.10037	NUM
easat-10037	28	17	©	©	ADP
easat-10037	28	18	2025	2025	NUM
easat-10037	28	19	by	by	ADP
easat-10037	28	20	the	the	DET
easat-10037	28	21	authors	author	NOUN
easat-10037	28	22	;	;	PUNCT
easat-10037	28	23	licensee	licensee	PROPN
easat-10037	28	24	learning	learning	NOUN
easat-10037	28	25	gate	gate	NOUN
easat-10037	28	26	in	in	ADP
easat-10037	28	27	computational	computational	ADJ
easat-10037	28	28	studies	study	NOUN
easat-10037	28	29	,	,	PUNCT
easat-10037	28	30	chaturvedi	chaturvedi	PROPN
easat-10037	28	31	,	,	PUNCT
easat-10037	28	32	et	et	PROPN
easat-10037	28	33	al	al	PROPN
easat-10037	28	34	.	.	PUNCT
easat-10037	29	1	[	[	X
easat-10037	29	2	4	4	NUM
easat-10037	29	3	]	]	PUNCT
easat-10037	29	4	employed	employ	VERB
easat-10037	29	5	agent	agent	NOUN
easat-10037	29	6	-	-	PUNCT
easat-10037	29	7	based	base	VERB
easat-10037	29	8	modeling	modeling	NOUN
easat-10037	29	9	(	(	PUNCT
easat-10037	29	10	abm	abm	PROPN
easat-10037	29	11	)	)	PUNCT
easat-10037	29	12	to	to	PART
easat-10037	29	13	examine	examine	VERB
easat-10037	29	14	the	the	DET
easat-10037	29	15	interactions	interaction	NOUN
easat-10037	29	16	among	among	ADP
easat-10037	29	17	government	government	NOUN
easat-10037	29	18	agencies	agency	NOUN
easat-10037	29	19	,	,	PUNCT
easat-10037	29	20	firms	firm	NOUN
easat-10037	29	21	,	,	PUNCT
easat-10037	29	22	and	and	CCONJ
easat-10037	29	23	adversaries	adversary	NOUN
easat-10037	29	24	in	in	ADP
easat-10037	29	25	scenarios	scenario	NOUN
easat-10037	29	26	of	of	ADP
easat-10037	29	27	unrest	unrest	NOUN
easat-10037	29	28	and	and	CCONJ
easat-10037	29	29	insurgency	insurgency	NOUN
easat-10037	29	30	.	.	PUNCT
easat-10037	30	1	giabbanelli	giabbanelli	PROPN
easat-10037	31	1	[	[	X
easat-10037	31	2	5	5	NUM
easat-10037	31	3	]	]	PUNCT
easat-10037	31	4	developed	develop	VERB
easat-10037	31	5	a	a	DET
easat-10037	31	6	computational	computational	ADJ
easat-10037	31	7	framework	framework	NOUN
easat-10037	31	8	to	to	PART
easat-10037	31	9	address	address	VERB
easat-10037	31	10	the	the	DET
easat-10037	31	11	numerous	numerous	ADJ
easat-10037	31	12	relevant	relevant	ADJ
easat-10037	31	13	interactions	interaction	NOUN
easat-10037	31	14	and	and	CCONJ
easat-10037	31	15	approaches	approach	NOUN
easat-10037	31	16	for	for	ADP
easat-10037	31	17	modeling	model	VERB
easat-10037	31	18	the	the	DET
easat-10037	31	19	spatial	spatial	ADJ
easat-10037	31	20	and	and	CCONJ
easat-10037	31	21	social	social	ADJ
easat-10037	31	22	dynamics	dynamic	NOUN
easat-10037	31	23	of	of	ADP
easat-10037	31	24	insurgency	insurgency	NOUN
easat-10037	31	25	.	.	PUNCT
easat-10037	32	1	davis	davis	PROPN
easat-10037	32	2	,	,	PUNCT
easat-10037	32	3	et	et	PROPN
easat-10037	32	4	al	al	PROPN
easat-10037	32	5	.	.	PUNCT
easat-10037	33	1	[	[	X
easat-10037	33	2	6	6	NUM
easat-10037	33	3	]	]	PUNCT
easat-10037	33	4	demonstrated	demonstrate	VERB
easat-10037	33	5	that	that	SCONJ
easat-10037	33	6	incorporating	incorporate	VERB
easat-10037	33	7	computational	computational	ADJ
easat-10037	33	8	models	model	NOUN
easat-10037	33	9	into	into	ADP
easat-10037	33	10	unrest	unrest	NOUN
easat-10037	33	11	and	and	CCONJ
easat-10037	33	12	insurgency	insurgency	NOUN
easat-10037	33	13	analysis	analysis	NOUN
easat-10037	33	14	enables	enable	VERB
easat-10037	33	15	flexible	flexible	ADJ
easat-10037	33	16	scenario	scenario	NOUN
easat-10037	33	17	and	and	CCONJ
easat-10037	33	18	behavioral	behavioral	ADJ
easat-10037	33	19	analysis	analysis	NOUN
easat-10037	33	20	across	across	ADP
easat-10037	33	21	various	various	ADJ
easat-10037	33	22	contexts	contexts	NOUN
easat-10037	33	23	.	.	PUNCT
easat-10037	34	1	although	although	SCONJ
easat-10037	34	2	data	datum	NOUN
easat-10037	34	3	on	on	ADP
easat-10037	34	4	insurgency	insurgency	NOUN
easat-10037	34	5	and	and	CCONJ
easat-10037	34	6	predictive	predictive	ADJ
easat-10037	34	7	modeling	modeling	NOUN
easat-10037	34	8	techniques	technique	NOUN
easat-10037	34	9	have	have	AUX
easat-10037	34	10	rapidly	rapidly	ADV
easat-10037	34	11	expanded	expand	VERB
easat-10037	34	12	,	,	PUNCT
easat-10037	34	13	their	their	PRON
easat-10037	34	14	application	application	NOUN
easat-10037	34	15	has	have	AUX
easat-10037	34	16	not	not	PART
easat-10037	34	17	yet	yet	ADV
easat-10037	34	18	yielded	yield	VERB
easat-10037	34	19	fully	fully	ADV
easat-10037	34	20	effective	effective	ADJ
easat-10037	34	21	early	early	ADJ
easat-10037	34	22	warning	warning	NOUN
easat-10037	34	23	systems	system	NOUN
easat-10037	34	24	.	.	PUNCT
easat-10037	35	1	this	this	DET
easat-10037	35	2	study	study	NOUN
easat-10037	35	3	addresses	address	VERB
easat-10037	35	4	this	this	DET
easat-10037	35	5	gap	gap	NOUN
easat-10037	35	6	by	by	ADP
easat-10037	35	7	analyzing	analyze	VERB
easat-10037	35	8	and	and	CCONJ
easat-10037	35	9	forecasting	forecasting	NOUN
easat-10037	35	10	unrest	unrest	NOUN
easat-10037	35	11	data	datum	NOUN
easat-10037	35	12	,	,	PUNCT
easat-10037	35	13	including	include	VERB
easat-10037	35	14	deaths	death	NOUN
easat-10037	35	15	,	,	PUNCT
easat-10037	35	16	incidents	incident	NOUN
easat-10037	35	17	,	,	PUNCT
easat-10037	35	18	and	and	CCONJ
easat-10037	35	19	injuries	injury	NOUN
easat-10037	35	20	,	,	PUNCT
easat-10037	35	21	from	from	ADP
easat-10037	35	22	12	12	NUM
easat-10037	35	23	districts	district	NOUN
easat-10037	35	24	in	in	ADP
easat-10037	35	25	pattani	pattani	PROPN
easat-10037	35	26	province	province	PROPN
easat-10037	35	27	,	,	PUNCT
easat-10037	35	28	southern	southern	PROPN
easat-10037	35	29	thailand	thailand	PROPN
easat-10037	35	30	.	.	PUNCT
easat-10037	36	1	forecasting	forecasting	NOUN
easat-10037	36	2	is	be	AUX
easat-10037	36	3	conducted	conduct	VERB
easat-10037	36	4	using	use	VERB
easat-10037	36	5	svr	svr	PROPN
easat-10037	36	6	,	,	PUNCT
easat-10037	36	7	ana	ana	PROPN
easat-10037	36	8	,	,	PUNCT
easat-10037	36	9	and	and	CCONJ
easat-10037	36	10	arima	arima	PROPN
easat-10037	36	11	models	model	NOUN
easat-10037	36	12	.	.	PUNCT
easat-10037	37	1	for	for	ADP
easat-10037	37	2	each	each	DET
easat-10037	37	3	dataset	dataset	NOUN
easat-10037	37	4	,	,	PUNCT
easat-10037	37	5	the	the	DET
easat-10037	37	6	mean	mean	ADJ
easat-10037	37	7	squared	square	VERB
easat-10037	37	8	error	error	NOUN
easat-10037	37	9	is	be	AUX
easat-10037	37	10	used	use	VERB
easat-10037	37	11	as	as	ADP
easat-10037	37	12	a	a	DET
easat-10037	37	13	criterion	criterion	NOUN
easat-10037	37	14	for	for	ADP
easat-10037	37	15	forecasting	forecasting	NOUN
easat-10037	37	16	accuracy	accuracy	NOUN
easat-10037	37	17	,	,	PUNCT
easat-10037	37	18	incorporating	incorporate	VERB
easat-10037	37	19	different	different	ADJ
easat-10037	37	20	characteristics	characteristic	NOUN
easat-10037	37	21	levels	level	NOUN
easat-10037	37	22	,	,	PUNCT
easat-10037	37	23	slopes	slope	NOUN
easat-10037	37	24	,	,	PUNCT
easat-10037	37	25	and	and	CCONJ
easat-10037	37	26	epsilon	epsilon	PROPN
easat-10037	37	27	derived	derive	VERB
easat-10037	37	28	from	from	ADP
easat-10037	37	29	a	a	DET
easat-10037	37	30	structural	structural	ADJ
easat-10037	37	31	time	time	NOUN
easat-10037	37	32	series	series	PROPN
easat-10037	37	33	model	model	PROPN
easat-10037	37	34	.	.	PUNCT
easat-10037	38	1	2	2	X
easat-10037	38	2	.	.	X
easat-10037	38	3	literature	literature	PROPN
easat-10037	38	4	review	review	PROPN
easat-10037	38	5	mathematical	mathematical	ADJ
easat-10037	38	6	modeling	modeling	NOUN
easat-10037	38	7	plays	play	VERB
easat-10037	38	8	a	a	DET
easat-10037	38	9	crucial	crucial	ADJ
easat-10037	38	10	role	role	NOUN
easat-10037	38	11	in	in	ADP
easat-10037	38	12	understanding	understand	VERB
easat-10037	38	13	the	the	DET
easat-10037	38	14	dynamics	dynamic	NOUN
easat-10037	38	15	of	of	ADP
easat-10037	38	16	insurgency	insurgency	NOUN
easat-10037	38	17	,	,	PUNCT
easat-10037	38	18	with	with	ADP
easat-10037	38	19	researchers	researcher	NOUN
easat-10037	38	20	developing	develop	VERB
easat-10037	38	21	models	model	NOUN
easat-10037	38	22	for	for	ADP
easat-10037	38	23	various	various	ADJ
easat-10037	38	24	applications	application	NOUN
easat-10037	38	25	[	[	X
easat-10037	38	26	7	7	NUM
easat-10037	38	27	,	,	PUNCT
easat-10037	38	28	8	8	NUM
easat-10037	38	29	]	]	PUNCT
easat-10037	38	30	.	.	PUNCT
easat-10037	39	1	traditional	traditional	ADJ
easat-10037	39	2	warfare	warfare	NOUN
easat-10037	39	3	models	model	NOUN
easat-10037	39	4	used	use	VERB
easat-10037	39	5	for	for	ADP
easat-10037	39	6	insurgency	insurgency	NOUN
easat-10037	39	7	,	,	PUNCT
easat-10037	39	8	such	such	ADJ
easat-10037	39	9	as	as	ADP
easat-10037	39	10	the	the	DET
easat-10037	39	11	guerrilla	guerrilla	NOUN
easat-10037	39	12	warfare	warfare	NOUN
easat-10037	39	13	model	model	NOUN
easat-10037	39	14	and	and	CCONJ
easat-10037	39	15	the	the	DET
easat-10037	39	16	mccormick	mccormick	PROPN
easat-10037	39	17	and	and	CCONJ
easat-10037	39	18	giordano	giordano	PROPN
easat-10037	39	19	model	model	PROPN
easat-10037	39	20	,	,	PUNCT
easat-10037	39	21	are	be	AUX
easat-10037	39	22	based	base	VERB
easat-10037	39	23	on	on	ADP
easat-10037	39	24	the	the	DET
easat-10037	39	25	lanchester	lanchester	ADJ
easat-10037	39	26	equations	equation	NOUN
easat-10037	39	27	misra	misra	VERB
easat-10037	40	1	[	[	X
easat-10037	40	2	9	9	NUM
easat-10037	40	3	]	]	PUNCT
easat-10037	40	4	and	and	CCONJ
easat-10037	40	5	bettencourt	bettencourt	PROPN
easat-10037	40	6	,	,	PUNCT
easat-10037	40	7	et	et	PROPN
easat-10037	40	8	al	al	PROPN
easat-10037	40	9	.	.	PUNCT
easat-10037	41	1	[	[	X
easat-10037	41	2	10	10	NUM
easat-10037	41	3	]	]	PUNCT
easat-10037	41	4	.	.	PUNCT
easat-10037	42	1	atangana	atangana	PROPN
easat-10037	42	2	and	and	CCONJ
easat-10037	42	3	gómez	gómez	NOUN
easat-10037	42	4	-	-	PUNCT
easat-10037	42	5	aguilar	aguilar	PROPN
easat-10037	43	1	[	[	X
easat-10037	43	2	11	11	NUM
easat-10037	43	3	]	]	PUNCT
easat-10037	43	4	employed	employ	VERB
easat-10037	43	5	a	a	DET
easat-10037	43	6	nonlinear	nonlinear	ADJ
easat-10037	43	7	mathematical	mathematical	ADJ
easat-10037	43	8	model	model	NOUN
easat-10037	43	9	to	to	PART
easat-10037	43	10	study	study	VERB
easat-10037	43	11	the	the	DET
easat-10037	43	12	effect	effect	NOUN
easat-10037	43	13	of	of	ADP
easat-10037	43	14	police	police	NOUN
easat-10037	43	15	force	force	NOUN
easat-10037	43	16	on	on	ADP
easat-10037	43	17	crime	crime	NOUN
easat-10037	43	18	,	,	PUNCT
easat-10037	43	19	deriving	derive	VERB
easat-10037	43	20	an	an	DET
easat-10037	43	21	explicit	explicit	ADJ
easat-10037	43	22	expression	expression	NOUN
easat-10037	43	23	for	for	ADP
easat-10037	43	24	the	the	DET
easat-10037	43	25	critical	critical	ADJ
easat-10037	43	26	baseline	baseline	NOUN
easat-10037	43	27	police	police	NOUN
easat-10037	43	28	force	force	NOUN
easat-10037	43	29	needed	need	VERB
easat-10037	43	30	to	to	PART
easat-10037	43	31	combat	combat	NOUN
easat-10037	43	32	crime	crime	NOUN
easat-10037	43	33	.	.	PUNCT
easat-10037	44	1	misra	misra	PROPN
easat-10037	44	2	and	and	CCONJ
easat-10037	44	3	singh	singh	PROPN
easat-10037	45	1	[	[	X
easat-10037	45	2	12	12	NUM
easat-10037	45	3	]	]	PUNCT
easat-10037	45	4	developed	develop	VERB
easat-10037	45	5	a	a	DET
easat-10037	45	6	simple	simple	ADJ
easat-10037	45	7	yet	yet	CCONJ
easat-10037	45	8	realistic	realistic	ADJ
easat-10037	45	9	mathematical	mathematical	ADJ
easat-10037	45	10	model	model	NOUN
easat-10037	45	11	for	for	ADP
easat-10037	45	12	unemployment	unemployment	NOUN
easat-10037	45	13	based	base	VERB
easat-10037	45	14	on	on	ADP
easat-10037	45	15	real	real	ADJ
easat-10037	45	16	data	datum	NOUN
easat-10037	45	17	from	from	ADP
easat-10037	45	18	portugal	portugal	PROPN
easat-10037	45	19	,	,	PUNCT
easat-10037	45	20	reaching	reach	VERB
easat-10037	45	21	significant	significant	ADJ
easat-10037	45	22	conclusions	conclusion	NOUN
easat-10037	45	23	.	.	PUNCT
easat-10037	46	1	these	these	DET
easat-10037	46	2	practical	practical	ADJ
easat-10037	46	3	applications	application	NOUN
easat-10037	46	4	of	of	ADP
easat-10037	46	5	mathematical	mathematical	ADJ
easat-10037	46	6	modeling	modeling	NOUN
easat-10037	46	7	enhance	enhance	VERB
easat-10037	46	8	both	both	PRON
easat-10037	46	9	understanding	understanding	NOUN
easat-10037	46	10	and	and	CCONJ
easat-10037	46	11	real	real	ADJ
easat-10037	46	12	-	-	PUNCT
easat-10037	46	13	world	world	NOUN
easat-10037	46	14	implications	implication	NOUN
easat-10037	46	15	.	.	PUNCT
easat-10037	47	1	more	more	ADV
easat-10037	47	2	recently	recently	ADV
easat-10037	47	3	,	,	PUNCT
easat-10037	47	4	galindro	galindro	NOUN
easat-10037	47	5	and	and	CCONJ
easat-10037	47	6	torres	torre	VERB
easat-10037	47	7	[	[	X
easat-10037	47	8	13	13	NUM
easat-10037	47	9	]	]	PUNCT
easat-10037	47	10	employed	employ	VERB
easat-10037	47	11	a	a	DET
easat-10037	47	12	compartmental	compartmental	ADJ
easat-10037	47	13	modeling	modeling	NOUN
easat-10037	47	14	approach	approach	NOUN
easat-10037	47	15	to	to	PART
easat-10037	47	16	examine	examine	VERB
easat-10037	47	17	the	the	DET
easat-10037	47	18	radicalization	radicalization	NOUN
easat-10037	47	19	of	of	ADP
easat-10037	47	20	terrorism	terrorism	NOUN
easat-10037	47	21	,	,	PUNCT
easat-10037	47	22	demonstrating	demonstrate	VERB
easat-10037	47	23	how	how	SCONJ
easat-10037	47	24	multiple	multiple	ADJ
easat-10037	47	25	ideologies	ideology	NOUN
easat-10037	47	26	interact	interact	VERB
easat-10037	47	27	to	to	PART
easat-10037	47	28	influence	influence	VERB
easat-10037	47	29	the	the	DET
easat-10037	47	30	recruitment	recruitment	NOUN
easat-10037	47	31	and	and	CCONJ
easat-10037	47	32	persistence	persistence	NOUN
easat-10037	47	33	of	of	ADP
easat-10037	47	34	extremist	extremist	ADJ
easat-10037	47	35	groups	group	NOUN
easat-10037	47	36	.	.	PUNCT
easat-10037	48	1	similarly	similarly	ADV
easat-10037	48	2	,	,	PUNCT
easat-10037	48	3	wang	wang	PROPN
easat-10037	48	4	and	and	CCONJ
easat-10037	48	5	bu	bu	VERB
easat-10037	49	1	[	[	X
easat-10037	49	2	14	14	NUM
easat-10037	49	3	]	]	PUNCT
easat-10037	49	4	employed	employ	VERB
easat-10037	49	5	time	time	NOUN
easat-10037	49	6	-	-	PUNCT
easat-10037	49	7	series	series	NOUN
easat-10037	49	8	forecasting	forecasting	NOUN
easat-10037	49	9	and	and	CCONJ
easat-10037	49	10	control	control	VERB
easat-10037	49	11	chart	chart	NOUN
easat-10037	49	12	methods	method	NOUN
easat-10037	49	13	to	to	PART
easat-10037	49	14	analyze	analyze	VERB
easat-10037	49	15	the	the	DET
easat-10037	49	16	boko	boko	PROPN
easat-10037	49	17	haram	haram	PROPN
easat-10037	49	18	insurgency	insurgency	PROPN
easat-10037	49	19	in	in	ADP
easat-10037	49	20	nigeria	nigeria	PROPN
easat-10037	49	21	,	,	PUNCT
easat-10037	49	22	demonstrating	demonstrate	VERB
easat-10037	49	23	the	the	DET
easat-10037	49	24	value	value	NOUN
easat-10037	49	25	of	of	ADP
easat-10037	49	26	arima	arima	PROPN
easat-10037	49	27	and	and	CCONJ
easat-10037	49	28	sarima	sarima	NOUN
easat-10037	49	29	models	model	NOUN
easat-10037	49	30	in	in	ADP
easat-10037	49	31	anticipating	anticipate	VERB
easat-10037	49	32	trends	trend	NOUN
easat-10037	49	33	in	in	ADP
easat-10037	49	34	violent	violent	ADJ
easat-10037	49	35	conflict	conflict	NOUN
easat-10037	49	36	.	.	PUNCT
easat-10037	50	1	braimah	braimah	PROPN
easat-10037	50	2	,	,	PUNCT
easat-10037	50	3	et	et	PROPN
easat-10037	50	4	al	al	PROPN
easat-10037	50	5	.	.	PUNCT
easat-10037	51	1	[	[	X
easat-10037	51	2	15	15	NUM
easat-10037	51	3	]	]	PUNCT
easat-10037	51	4	and	and	CCONJ
easat-10037	51	5	johnson	johnson	PROPN
easat-10037	51	6	,	,	PUNCT
easat-10037	51	7	et	et	PROPN
easat-10037	51	8	al	al	PROPN
easat-10037	51	9	.	.	PUNCT
easat-10037	52	1	[	[	X
easat-10037	52	2	16	16	NUM
easat-10037	52	3	]	]	PUNCT
easat-10037	52	4	statistically	statistically	ADV
easat-10037	52	5	analyzed	analyze	VERB
easat-10037	52	6	incidents	incident	NOUN
easat-10037	52	7	within	within	ADP
easat-10037	52	8	insurgent	insurgent	NOUN
easat-10037	52	9	conflicts	conflict	NOUN
easat-10037	52	10	,	,	PUNCT
easat-10037	52	11	revealing	reveal	VERB
easat-10037	52	12	power	power	NOUN
easat-10037	52	13	law	law	NOUN
easat-10037	52	14	scaling	scale	VERB
easat-10037	52	15	indicative	indicative	ADJ
easat-10037	52	16	of	of	ADP
easat-10037	52	17	scale	scale	NOUN
easat-10037	52	18	invariance	invariance	NOUN
easat-10037	52	19	.	.	PUNCT
easat-10037	53	1	this	this	PRON
easat-10037	53	2	suggests	suggest	VERB
easat-10037	53	3	insurgent	insurgent	NOUN
easat-10037	53	4	conflicts	conflict	NOUN
easat-10037	53	5	may	may	AUX
easat-10037	53	6	share	share	VERB
easat-10037	53	7	common	common	ADJ
easat-10037	53	8	characteristics	characteristic	NOUN
easat-10037	53	9	.	.	PUNCT
easat-10037	54	1	clauset	clauset	NOUN
easat-10037	54	2	,	,	PUNCT
easat-10037	54	3	et	et	PROPN
easat-10037	54	4	al	al	PROPN
easat-10037	54	5	.	.	PUNCT
easat-10037	55	1	[	[	X
easat-10037	55	2	17	17	NUM
easat-10037	55	3	]	]	PUNCT
easat-10037	55	4	presented	present	VERB
easat-10037	55	5	an	an	DET
easat-10037	55	6	analytical	analytical	ADJ
easat-10037	55	7	particle	particle	NOUN
easat-10037	55	8	model	model	NOUN
easat-10037	55	9	for	for	ADP
easat-10037	55	10	the	the	DET
easat-10037	55	11	dynamic	dynamic	ADJ
easat-10037	55	12	evolution	evolution	NOUN
easat-10037	55	13	of	of	ADP
easat-10037	55	14	insurgent	insurgent	NOUN
easat-10037	55	15	populations	population	NOUN
easat-10037	55	16	,	,	PUNCT
easat-10037	55	17	emphasizing	emphasize	VERB
easat-10037	55	18	group	group	NOUN
easat-10037	55	19	dynamics	dynamic	NOUN
easat-10037	55	20	of	of	ADP
easat-10037	55	21	fragmentation	fragmentation	NOUN
easat-10037	55	22	and	and	CCONJ
easat-10037	55	23	coalescence	coalescence	NOUN
easat-10037	55	24	.	.	PUNCT
easat-10037	56	1	their	their	PRON
easat-10037	56	2	model	model	NOUN
easat-10037	56	3	suggests	suggest	VERB
easat-10037	56	4	counterinsurgency	counterinsurgency	NOUN
easat-10037	56	5	(	(	PUNCT
easat-10037	56	6	coin	coin	NOUN
easat-10037	56	7	)	)	PUNCT
easat-10037	56	8	efforts	effort	NOUN
easat-10037	56	9	should	should	AUX
easat-10037	56	10	prioritize	prioritize	VERB
easat-10037	56	11	breaking	break	VERB
easat-10037	56	12	insurgent	insurgent	NOUN
easat-10037	56	13	movements	movement	NOUN
easat-10037	56	14	into	into	ADP
easat-10037	56	15	smaller	small	ADJ
easat-10037	56	16	groups	group	NOUN
easat-10037	56	17	.	.	PUNCT
easat-10037	57	1	conversely	conversely	ADV
easat-10037	57	2	,	,	PUNCT
easat-10037	57	3	bohorquez	bohorquez	NOUN
easat-10037	57	4	,	,	PUNCT
easat-10037	57	5	et	et	PROPN
easat-10037	57	6	al	al	PROPN
easat-10037	57	7	.	.	PUNCT
easat-10037	58	1	[	[	X
easat-10037	58	2	18	18	NUM
easat-10037	58	3	]	]	PUNCT
easat-10037	58	4	proposed	propose	VERB
easat-10037	58	5	that	that	SCONJ
easat-10037	58	6	larger	large	ADJ
easat-10037	58	7	,	,	PUNCT
easat-10037	58	8	more	more	ADV
easat-10037	58	9	experienced	experienced	ADJ
easat-10037	58	10	insurgent	insurgent	NOUN
easat-10037	58	11	organizations	organization	NOUN
easat-10037	58	12	conduct	conduct	VERB
easat-10037	58	13	more	more	ADV
easat-10037	58	14	frequent	frequent	ADJ
easat-10037	58	15	and	and	CCONJ
easat-10037	58	16	deadlier	deadly	ADJ
easat-10037	58	17	attacks	attack	NOUN
easat-10037	58	18	.	.	PUNCT
easat-10037	59	1	their	their	PRON
easat-10037	59	2	mathematical	mathematical	ADJ
easat-10037	59	3	model	model	NOUN
easat-10037	59	4	describes	describe	VERB
easat-10037	59	5	feedback	feedback	NOUN
easat-10037	59	6	mechanisms	mechanism	NOUN
easat-10037	59	7	between	between	ADP
easat-10037	59	8	attacks	attack	NOUN
easat-10037	59	9	,	,	PUNCT
easat-10037	59	10	recruitment	recruitment	NOUN
easat-10037	59	11	,	,	PUNCT
easat-10037	59	12	and	and	CCONJ
easat-10037	59	13	experience	experience	NOUN
easat-10037	59	14	,	,	PUNCT
easat-10037	59	15	indicating	indicate	VERB
easat-10037	59	16	that	that	SCONJ
easat-10037	59	17	limiting	limit	VERB
easat-10037	59	18	the	the	DET
easat-10037	59	19	growth	growth	NOUN
easat-10037	59	20	of	of	ADP
easat-10037	59	21	insurgent	insurgent	NOUN
easat-10037	59	22	groups	group	NOUN
easat-10037	59	23	is	be	AUX
easat-10037	59	24	most	most	ADV
easat-10037	59	25	effective	effective	ADJ
easat-10037	59	26	early	early	ADV
easat-10037	59	27	in	in	ADP
easat-10037	59	28	conflicts	conflict	NOUN
easat-10037	59	29	.	.	PUNCT
easat-10037	60	1	while	while	SCONJ
easat-10037	60	2	these	these	DET
easat-10037	60	3	analytical	analytical	ADJ
easat-10037	60	4	models	model	NOUN
easat-10037	60	5	provide	provide	VERB
easat-10037	60	6	valuable	valuable	ADJ
easat-10037	60	7	insights	insight	NOUN
easat-10037	60	8	,	,	PUNCT
easat-10037	60	9	their	their	PRON
easat-10037	60	10	operational	operational	ADJ
easat-10037	60	11	validity	validity	NOUN
easat-10037	60	12	is	be	AUX
easat-10037	60	13	limited	limit	VERB
easat-10037	60	14	by	by	ADP
easat-10037	60	15	challenges	challenge	NOUN
easat-10037	60	16	in	in	ADP
easat-10037	60	17	assessing	assess	VERB
easat-10037	60	18	the	the	DET
easat-10037	60	19	actual	actual	ADJ
easat-10037	60	20	impact	impact	NOUN
easat-10037	60	21	of	of	ADP
easat-10037	60	22	coin	coin	NOUN
easat-10037	60	23	efforts	effort	NOUN
easat-10037	60	24	on	on	ADP
easat-10037	60	25	insurgent	insurgent	NOUN
easat-10037	60	26	group	group	NOUN
easat-10037	60	27	behavior	behavior	NOUN
easat-10037	60	28	.	.	PUNCT
easat-10037	61	1	clauset	clauset	NOUN
easat-10037	61	2	and	and	CCONJ
easat-10037	61	3	gleditsch	gleditsch	PRON
easat-10037	62	1	[	[	X
easat-10037	62	2	19	19	NUM
easat-10037	62	3	]	]	PUNCT
easat-10037	62	4	explored	explore	VERB
easat-10037	62	5	the	the	DET
easat-10037	62	6	spatial	spatial	ADJ
easat-10037	62	7	-	-	PUNCT
easat-10037	62	8	temporal	temporal	ADJ
easat-10037	62	9	analysis	analysis	NOUN
easat-10037	62	10	of	of	ADP
easat-10037	62	11	insurgent	insurgent	NOUN
easat-10037	62	12	conflicts	conflict	NOUN
easat-10037	62	13	,	,	PUNCT
easat-10037	62	14	addressing	address	VERB
easat-10037	62	15	the	the	DET
easat-10037	62	16	tactical	tactical	ADJ
easat-10037	62	17	decisions	decision	NOUN
easat-10037	62	18	made	make	VERB
easat-10037	62	19	by	by	ADP
easat-10037	62	20	insurgent	insurgent	NOUN
easat-10037	62	21	groups	group	NOUN
easat-10037	62	22	.	.	PUNCT
easat-10037	63	1	they	they	PRON
easat-10037	63	2	suggest	suggest	VERB
easat-10037	63	3	attacks	attack	NOUN
easat-10037	63	4	with	with	ADP
easat-10037	63	5	improvised	improvise	VERB
easat-10037	63	6	explosive	explosive	ADJ
easat-10037	63	7	devices	device	NOUN
easat-10037	63	8	cluster	cluster	NOUN
easat-10037	63	9	in	in	ADP
easat-10037	63	10	time	time	NOUN
easat-10037	63	11	and	and	CCONJ
easat-10037	63	12	space	space	NOUN
easat-10037	63	13	due	due	ADP
easat-10037	63	14	to	to	ADP
easat-10037	63	15	dynamics	dynamic	NOUN
easat-10037	63	16	such	such	ADJ
easat-10037	63	17	as	as	ADP
easat-10037	63	18	competition	competition	NOUN
easat-10037	63	19	for	for	ADP
easat-10037	63	20	popular	popular	ADJ
easat-10037	63	21	support	support	NOUN
easat-10037	63	22	,	,	PUNCT
easat-10037	63	23	rather	rather	ADV
easat-10037	63	24	than	than	ADP
easat-10037	63	25	solely	solely	ADV
easat-10037	63	26	coin	coin	NOUN
easat-10037	63	27	provocations	provocation	NOUN
easat-10037	63	28	.	.	PUNCT
easat-10037	64	1	however	however	ADV
easat-10037	64	2	,	,	PUNCT
easat-10037	64	3	these	these	DET
easat-10037	64	4	approaches	approach	NOUN
easat-10037	64	5	are	be	AUX
easat-10037	64	6	limited	limit	VERB
easat-10037	64	7	in	in	ADP
easat-10037	64	8	their	their	PRON
easat-10037	64	9	ability	ability	NOUN
easat-10037	64	10	to	to	PART
easat-10037	64	11	analyze	analyze	VERB
easat-10037	64	12	adaptive	adaptive	ADJ
easat-10037	64	13	reactions	reaction	NOUN
easat-10037	64	14	,	,	PUNCT
easat-10037	64	15	focusing	focus	VERB
easat-10037	64	16	mainly	mainly	ADV
easat-10037	64	17	on	on	ADP
easat-10037	64	18	attack	attack	NOUN
easat-10037	64	19	tactic	tactic	NOUN
easat-10037	64	20	patterns	pattern	NOUN
easat-10037	64	21	.	.	PUNCT
easat-10037	65	1	network	network	NOUN
easat-10037	65	2	analysis	analysis	NOUN
easat-10037	65	3	in	in	ADP
easat-10037	65	4	conflict	conflict	NOUN
easat-10037	65	5	studies	study	NOUN
easat-10037	65	6	examines	examine	VERB
easat-10037	65	7	the	the	DET
easat-10037	65	8	structural	structural	ADJ
easat-10037	65	9	properties	property	NOUN
easat-10037	65	10	and	and	CCONJ
easat-10037	65	11	internal	internal	ADJ
easat-10037	65	12	dynamics	dynamic	NOUN
easat-10037	65	13	of	of	ADP
easat-10037	65	14	insurgent	insurgent	NOUN
easat-10037	65	15	groups	group	NOUN
easat-10037	65	16	.	.	PUNCT
easat-10037	66	1	dynamic	dynamic	ADJ
easat-10037	66	2	network	network	NOUN
easat-10037	66	3	models	model	NOUN
easat-10037	66	4	aim	aim	VERB
easat-10037	66	5	to	to	PART
easat-10037	66	6	unravel	unravel	VERB
easat-10037	66	7	internal	internal	ADJ
easat-10037	66	8	dynamics	dynamic	NOUN
easat-10037	66	9	and	and	CCONJ
easat-10037	66	10	identify	identify	VERB
easat-10037	66	11	coin	coin	NOUN
easat-10037	66	12	tactics	tactic	NOUN
easat-10037	66	13	to	to	PART
easat-10037	66	14	disrupt	disrupt	VERB
easat-10037	66	15	these	these	DET
easat-10037	66	16	groups	group	NOUN
easat-10037	66	17	.	.	PUNCT
easat-10037	67	1	braithwaite	braithwaite	PROPN
easat-10037	67	2	and	and	CCONJ
easat-10037	67	3	johnson	johnson	PROPN
easat-10037	68	1	[	[	X
easat-10037	68	2	20	20	NUM
easat-10037	68	3	]	]	PUNCT
easat-10037	68	4	provided	provide	VERB
easat-10037	68	5	dynamic	dynamic	ADJ
easat-10037	68	6	network	network	NOUN
easat-10037	68	7	analysis	analysis	NOUN
easat-10037	68	8	models	model	NOUN
easat-10037	68	9	for	for	ADP
easat-10037	68	10	insurgent	insurgent	NOUN
easat-10037	68	11	networks	network	NOUN
easat-10037	68	12	adapting	adapt	VERB
easat-10037	68	13	to	to	ADP
easat-10037	68	14	coin	coin	NOUN
easat-10037	68	15	efforts	effort	NOUN
easat-10037	68	16	.	.	PUNCT
easat-10037	69	1	despite	despite	SCONJ
easat-10037	69	2	their	their	PRON
easat-10037	69	3	potential	potential	ADJ
easat-10037	69	4	,	,	PUNCT
easat-10037	69	5	operational	operational	ADJ
easat-10037	69	6	validation	validation	NOUN
easat-10037	69	7	remains	remain	VERB
easat-10037	69	8	limited	limited	ADJ
easat-10037	69	9	due	due	ADP
easat-10037	69	10	to	to	ADP
easat-10037	69	11	a	a	DET
easat-10037	69	12	lack	lack	NOUN
easat-10037	69	13	of	of	ADP
easat-10037	69	14	calibration	calibration	NOUN
easat-10037	69	15	and	and	CCONJ
easat-10037	69	16	testing	testing	NOUN
easat-10037	69	17	with	with	ADP
easat-10037	69	18	actual	actual	ADJ
easat-10037	69	19	data	datum	NOUN
easat-10037	69	20	.	.	PUNCT
easat-10037	70	1	ilachinski	ilachinski	PROPN
easat-10037	71	1	[	[	X
easat-10037	71	2	21	21	NUM
easat-10037	71	3	]	]	PUNCT
easat-10037	71	4	proposed	propose	VERB
easat-10037	71	5	one	one	NUM
easat-10037	71	6	of	of	ADP
easat-10037	71	7	the	the	DET
easat-10037	71	8	initial	initial	ADJ
easat-10037	71	9	system	system	NOUN
easat-10037	71	10	dynamics	dynamic	NOUN
easat-10037	71	11	models	model	NOUN
easat-10037	71	12	(	(	PUNCT
easat-10037	71	13	sdm	sdm	PROPN
easat-10037	71	14	)	)	PUNCT
easat-10037	71	15	to	to	PART
easat-10037	71	16	help	help	VERB
easat-10037	71	17	1017	1017	NUM
easat-10037	71	18	edelweiss	edelweiss	PROPN
easat-10037	71	19	applied	apply	VERB
easat-10037	71	20	science	science	NOUN
easat-10037	71	21	and	and	CCONJ
easat-10037	71	22	technology	technology	NOUN
easat-10037	71	23	issn	issn	PROPN
easat-10037	71	24	:	:	PUNCT
easat-10037	71	25	2576	2576	NUM
easat-10037	71	26	-	-	SYM
easat-10037	71	27	8484	8484	NUM
easat-10037	71	28	vol	vol	NOUN
easat-10037	71	29	.	.	PROPN
easat-10037	72	1	9	9	NUM
easat-10037	72	2	,	,	PUNCT
easat-10037	72	3	no	no	INTJ
easat-10037	72	4	.	.	NOUN
easat-10037	72	5	9	9	NUM
easat-10037	72	6	:	:	SYM
easat-10037	72	7	1015	1015	NUM
easat-10037	72	8	-	-	SYM
easat-10037	72	9	1024	1024	NUM
easat-10037	72	10	,	,	PUNCT
easat-10037	72	11	2025	2025	NUM
easat-10037	72	12	doi	doi	NOUN
easat-10037	72	13	:	:	PUNCT
easat-10037	72	14	10.55214/2576	10.55214/2576	NUM
easat-10037	72	15	-	-	SYM
easat-10037	72	16	8484.v9i9.10037	8484.v9i9.10037	NUM
easat-10037	72	17	©	©	ADP
easat-10037	72	18	2025	2025	NUM
easat-10037	72	19	by	by	ADP
easat-10037	72	20	the	the	DET
easat-10037	72	21	authors	author	NOUN
easat-10037	72	22	;	;	PUNCT
easat-10037	72	23	licensee	licensee	PROPN
easat-10037	72	24	learning	learn	VERB
easat-10037	72	25	gate	gate	NOUN
easat-10037	72	26	researchers	researcher	NOUN
easat-10037	72	27	understand	understand	VERB
easat-10037	72	28	emergent	emergent	ADJ
easat-10037	72	29	patterns	pattern	NOUN
easat-10037	72	30	in	in	ADP
easat-10037	72	31	insurgent	insurgent	NOUN
easat-10037	72	32	conflicts	conflict	NOUN
easat-10037	72	33	.	.	PUNCT
easat-10037	73	1	their	their	PRON
easat-10037	73	2	model	model	NOUN
easat-10037	73	3	examines	examine	VERB
easat-10037	73	4	the	the	DET
easat-10037	73	5	emergence	emergence	NOUN
easat-10037	73	6	of	of	ADP
easat-10037	73	7	insurgent	insurgent	NOUN
easat-10037	73	8	movements	movement	NOUN
easat-10037	73	9	,	,	PUNCT
easat-10037	73	10	the	the	DET
easat-10037	73	11	development	development	NOUN
easat-10037	73	12	of	of	ADP
easat-10037	73	13	regime	regime	NOUN
easat-10037	73	14	resilience	resilience	NOUN
easat-10037	73	15	,	,	PUNCT
easat-10037	73	16	and	and	CCONJ
easat-10037	73	17	the	the	DET
easat-10037	73	18	dynamic	dynamic	ADJ
easat-10037	73	19	interaction	interaction	NOUN
easat-10037	73	20	between	between	ADP
easat-10037	73	21	insurgent	insurgent	NOUN
easat-10037	73	22	pressures	pressure	NOUN
easat-10037	73	23	(	(	PUNCT
easat-10037	73	24	load	load	NOUN
easat-10037	73	25	)	)	PUNCT
easat-10037	73	26	and	and	CCONJ
easat-10037	73	27	regime	regime	NOUN
easat-10037	73	28	capabilities	capability	NOUN
easat-10037	73	29	(	(	PUNCT
easat-10037	73	30	resilience	resilience	NOUN
easat-10037	73	31	)	)	PUNCT
easat-10037	73	32	.	.	PUNCT
easat-10037	74	1	a	a	DET
easat-10037	74	2	review	review	NOUN
easat-10037	74	3	of	of	ADP
easat-10037	74	4	the	the	DET
easat-10037	74	5	literature	literature	NOUN
easat-10037	74	6	reveals	reveal	VERB
easat-10037	74	7	various	various	ADJ
easat-10037	74	8	methods	method	NOUN
easat-10037	74	9	proposed	propose	VERB
easat-10037	74	10	to	to	PART
easat-10037	74	11	solve	solve	VERB
easat-10037	74	12	insurgency	insurgency	NOUN
easat-10037	74	13	problems	problem	NOUN
easat-10037	74	14	.	.	PUNCT
easat-10037	75	1	however	however	ADV
easat-10037	75	2	,	,	PUNCT
easat-10037	75	3	because	because	SCONJ
easat-10037	75	4	insurgency	insurgency	NOUN
easat-10037	75	5	features	feature	NOUN
easat-10037	75	6	vary	vary	VERB
easat-10037	75	7	by	by	ADP
easat-10037	75	8	region	region	NOUN
easat-10037	75	9	,	,	PUNCT
easat-10037	75	10	none	none	NOUN
easat-10037	75	11	of	of	ADP
easat-10037	75	12	these	these	DET
easat-10037	75	13	methods	method	NOUN
easat-10037	75	14	has	have	AUX
easat-10037	75	15	proven	prove	VERB
easat-10037	75	16	effective	effective	ADJ
easat-10037	75	17	universally	universally	ADV
easat-10037	75	18	.	.	PUNCT
easat-10037	76	1	according	accord	VERB
easat-10037	76	2	to	to	ADP
easat-10037	76	3	choucri	choucri	PROPN
easat-10037	76	4	,	,	PUNCT
easat-10037	76	5	et	et	PROPN
easat-10037	76	6	al	al	PROPN
easat-10037	76	7	.	.	PUNCT
easat-10037	77	1	[	[	X
easat-10037	77	2	22	22	NUM
easat-10037	77	3	]	]	X
easat-10037	77	4	different	different	ADJ
easat-10037	77	5	algorithms	algorithm	NOUN
easat-10037	77	6	applied	apply	VERB
easat-10037	77	7	to	to	PART
easat-10037	77	8	solve	solve	VERB
easat-10037	77	9	a	a	DET
easat-10037	77	10	problem	problem	NOUN
easat-10037	77	11	can	can	AUX
easat-10037	77	12	yield	yield	VERB
easat-10037	77	13	different	different	ADJ
easat-10037	77	14	outcomes	outcome	NOUN
easat-10037	77	15	,	,	PUNCT
easat-10037	77	16	with	with	ADP
easat-10037	77	17	one	one	NUM
easat-10037	77	18	method	method	NOUN
easat-10037	77	19	performing	perform	VERB
easat-10037	77	20	better	well	ADV
easat-10037	77	21	than	than	ADP
easat-10037	77	22	another	another	PRON
easat-10037	77	23	depending	depend	VERB
easat-10037	77	24	on	on	ADP
easat-10037	77	25	context	context	NOUN
easat-10037	77	26	.	.	PUNCT
easat-10037	78	1	wolpert	wolpert	PROPN
easat-10037	79	1	[	[	X
easat-10037	79	2	23	23	NUM
easat-10037	79	3	]	]	PUNCT
easat-10037	79	4	applied	apply	VERB
easat-10037	79	5	this	this	DET
easat-10037	79	6	concept	concept	NOUN
easat-10037	79	7	to	to	ADP
easat-10037	79	8	tourism	tourism	NOUN
easat-10037	79	9	data	datum	NOUN
easat-10037	79	10	,	,	PUNCT
easat-10037	79	11	which	which	PRON
easat-10037	79	12	shares	share	VERB
easat-10037	79	13	behavioral	behavioral	ADJ
easat-10037	79	14	characteristics	characteristic	NOUN
easat-10037	79	15	with	with	ADP
easat-10037	79	16	data	datum	NOUN
easat-10037	79	17	on	on	ADP
easat-10037	79	18	violence	violence	NOUN
easat-10037	79	19	.	.	PUNCT
easat-10037	80	1	multiple	multiple	ADJ
easat-10037	80	2	factors	factor	NOUN
easat-10037	80	3	affect	affect	VERB
easat-10037	80	4	the	the	DET
easat-10037	80	5	performance	performance	NOUN
easat-10037	80	6	of	of	ADP
easat-10037	80	7	different	different	ADJ
easat-10037	80	8	methods	method	NOUN
easat-10037	80	9	;	;	PUNCT
easat-10037	80	10	therefore	therefore	ADV
easat-10037	80	11	,	,	PUNCT
easat-10037	80	12	identifying	identify	VERB
easat-10037	80	13	such	such	ADJ
easat-10037	80	14	factors	factor	NOUN
easat-10037	80	15	is	be	AUX
easat-10037	80	16	crucial	crucial	ADJ
easat-10037	80	17	for	for	ADP
easat-10037	80	18	selecting	select	VERB
easat-10037	80	19	accurate	accurate	ADJ
easat-10037	80	20	methods	method	NOUN
easat-10037	80	21	applicable	applicable	ADJ
easat-10037	80	22	to	to	ADP
easat-10037	80	23	various	various	ADJ
easat-10037	80	24	problems	problem	NOUN
easat-10037	80	25	.	.	PUNCT
easat-10037	81	1	3	3	X
easat-10037	81	2	.	.	X
easat-10037	81	3	materials	material	NOUN
easat-10037	81	4	and	and	CCONJ
easat-10037	81	5	methods	method	NOUN
easat-10037	81	6	3.1	3.1	NUM
easat-10037	81	7	.	.	PUNCT
easat-10037	82	1	data	datum	NOUN
easat-10037	82	2	description	description	NOUN
easat-10037	82	3	in	in	ADP
easat-10037	82	4	this	this	DET
easat-10037	82	5	study	study	NOUN
easat-10037	82	6	,	,	PUNCT
easat-10037	82	7	we	we	PRON
easat-10037	82	8	utilized	utilize	VERB
easat-10037	82	9	monthly	monthly	ADJ
easat-10037	82	10	incident	incident	NOUN
easat-10037	82	11	,	,	PUNCT
easat-10037	82	12	injury	injury	NOUN
easat-10037	82	13	,	,	PUNCT
easat-10037	82	14	and	and	CCONJ
easat-10037	82	15	death	death	NOUN
easat-10037	82	16	data	datum	NOUN
easat-10037	82	17	from	from	ADP
easat-10037	82	18	pattani	pattani	PROPN
easat-10037	82	19	province	province	NOUN
easat-10037	82	20	,	,	PUNCT
easat-10037	82	21	covering	cover	VERB
easat-10037	82	22	the	the	DET
easat-10037	82	23	period	period	NOUN
easat-10037	82	24	from	from	ADP
easat-10037	82	25	2004	2004	NUM
easat-10037	82	26	to	to	ADP
easat-10037	82	27	2019	2019	NUM
easat-10037	82	28	.	.	PUNCT
easat-10037	83	1	these	these	DET
easat-10037	83	2	datasets	dataset	NOUN
easat-10037	83	3	were	be	AUX
easat-10037	83	4	utilized	utilize	VERB
easat-10037	83	5	for	for	ADP
easat-10037	83	6	data	datum	NOUN
easat-10037	83	7	validation	validation	NOUN
easat-10037	83	8	,	,	PUNCT
easat-10037	83	9	with	with	ADP
easat-10037	83	10	detailed	detailed	ADJ
easat-10037	83	11	information	information	NOUN
easat-10037	83	12	collected	collect	VERB
easat-10037	83	13	daily	daily	ADV
easat-10037	83	14	,	,	PUNCT
easat-10037	83	15	including	include	VERB
easat-10037	83	16	the	the	DET
easat-10037	83	17	nature	nature	NOUN
easat-10037	83	18	of	of	ADP
easat-10037	83	19	the	the	DET
easat-10037	83	20	event	event	NOUN
easat-10037	83	21	and	and	CCONJ
easat-10037	83	22	specific	specific	ADJ
easat-10037	83	23	information	information	NOUN
easat-10037	83	24	about	about	ADP
easat-10037	83	25	the	the	DET
easat-10037	83	26	individuals	individual	NOUN
easat-10037	83	27	affected	affect	VERB
easat-10037	83	28	by	by	ADP
easat-10037	83	29	the	the	DET
easat-10037	83	30	incident	incident	NOUN
easat-10037	83	31	.	.	PUNCT
easat-10037	84	1	3.2	3.2	NUM
easat-10037	84	2	.	.	PUNCT
easat-10037	85	1	statistical	statistical	ADJ
easat-10037	85	2	analysis	analysis	NOUN
easat-10037	85	3	the	the	DET
easat-10037	85	4	data	datum	NOUN
easat-10037	85	5	used	use	VERB
easat-10037	85	6	in	in	ADP
easat-10037	85	7	this	this	DET
easat-10037	85	8	study	study	NOUN
easat-10037	85	9	include	include	VERB
easat-10037	85	10	monthly	monthly	ADJ
easat-10037	85	11	incident	incident	NOUN
easat-10037	85	12	,	,	PUNCT
easat-10037	85	13	injury	injury	NOUN
easat-10037	85	14	,	,	PUNCT
easat-10037	85	15	and	and	CCONJ
easat-10037	85	16	death	death	NOUN
easat-10037	85	17	data	datum	NOUN
easat-10037	85	18	for	for	ADP
easat-10037	85	19	each	each	PRON
easat-10037	85	20	of	of	ADP
easat-10037	85	21	the	the	DET
easat-10037	85	22	12	12	NUM
easat-10037	85	23	districts	district	NOUN
easat-10037	85	24	in	in	ADP
easat-10037	85	25	pattani	pattani	PROPN
easat-10037	85	26	province	province	NOUN
easat-10037	85	27	,	,	PUNCT
easat-10037	85	28	providing	provide	VERB
easat-10037	85	29	valuable	valuable	ADJ
easat-10037	85	30	insights	insight	NOUN
easat-10037	85	31	into	into	ADP
easat-10037	85	32	the	the	DET
easat-10037	85	33	dynamics	dynamic	NOUN
easat-10037	85	34	of	of	ADP
easat-10037	85	35	civil	civil	ADJ
easat-10037	85	36	unrest	unrest	NOUN
easat-10037	85	37	during	during	ADP
easat-10037	85	38	the	the	DET
easat-10037	85	39	study	study	NOUN
easat-10037	85	40	period	period	NOUN
easat-10037	85	41	.	.	PUNCT
easat-10037	86	1	the	the	DET
easat-10037	86	2	districts	district	NOUN
easat-10037	86	3	were	be	AUX
easat-10037	86	4	the	the	DET
easat-10037	86	5	same	same	ADJ
easat-10037	86	6	three	three	NUM
easat-10037	86	7	datasets	dataset	NOUN
easat-10037	86	8	.	.	PUNCT
easat-10037	87	1	for	for	ADP
easat-10037	87	2	this	this	DET
easat-10037	87	3	study	study	NOUN
easat-10037	87	4	,	,	PUNCT
easat-10037	87	5	we	we	PRON
easat-10037	87	6	will	will	AUX
easat-10037	87	7	analyze	analyze	VERB
easat-10037	87	8	the	the	DET
easat-10037	87	9	data	datum	NOUN
easat-10037	87	10	for	for	ADP
easat-10037	87	11	all	all	DET
easat-10037	87	12	12	12	NUM
easat-10037	87	13	districts	district	NOUN
easat-10037	87	14	simultaneously	simultaneously	ADV
easat-10037	87	15	across	across	ADP
easat-10037	87	16	the	the	DET
easat-10037	87	17	three	three	NUM
easat-10037	87	18	datasets	dataset	NOUN
easat-10037	87	19	of	of	ADP
easat-10037	87	20	monthly	monthly	ADJ
easat-10037	87	21	incidents	incident	NOUN
easat-10037	87	22	,	,	PUNCT
easat-10037	87	23	injuries	injury	NOUN
easat-10037	87	24	,	,	PUNCT
easat-10037	87	25	and	and	CCONJ
easat-10037	87	26	deaths	death	NOUN
easat-10037	87	27	—	—	PUNCT
easat-10037	87	28	research	research	NOUN
easat-10037	87	29	steps	step	NOUN
easat-10037	87	30	designed	design	VERB
easat-10037	87	31	to	to	PART
easat-10037	87	32	compare	compare	VERB
easat-10037	87	33	different	different	ADJ
easat-10037	87	34	forecasting	forecasting	NOUN
easat-10037	87	35	methods	method	NOUN
easat-10037	87	36	.	.	PUNCT
easat-10037	88	1	1	1	X
easat-10037	88	2	.	.	X
easat-10037	88	3	data	datum	NOUN
easat-10037	88	4	management	management	NOUN
easat-10037	88	5	includes	include	VERB
easat-10037	88	6	the	the	DET
easat-10037	88	7	monthly	monthly	ADJ
easat-10037	88	8	number	number	NOUN
easat-10037	88	9	of	of	ADP
easat-10037	88	10	incidents	incident	NOUN
easat-10037	88	11	,	,	PUNCT
easat-10037	88	12	deaths	death	NOUN
easat-10037	88	13	,	,	PUNCT
easat-10037	88	14	and	and	CCONJ
easat-10037	88	15	injuries	injury	NOUN
easat-10037	88	16	,	,	PUNCT
easat-10037	88	17	classified	classify	VERB
easat-10037	88	18	by	by	ADP
easat-10037	88	19	district	district	NOUN
easat-10037	88	20	,	,	PUNCT
easat-10037	88	21	including	include	VERB
easat-10037	88	22	12	12	NUM
easat-10037	88	23	districts	district	NOUN
easat-10037	88	24	in	in	ADP
easat-10037	88	25	pattani	pattani	ADJ
easat-10037	88	26	province	province	NOUN
easat-10037	89	1	2	2	NUM
easat-10037	89	2	.	.	PUNCT
easat-10037	89	3	preliminary	preliminary	ADJ
easat-10037	89	4	statistical	statistical	ADJ
easat-10037	89	5	analysis	analysis	NOUN
easat-10037	89	6	of	of	ADP
easat-10037	89	7	data	datum	NOUN
easat-10037	89	8	and	and	CCONJ
easat-10037	89	9	checking	checking	NOUN
easat-10037	89	10	of	of	ADP
easat-10037	89	11	model	model	NOUN
easat-10037	89	12	construction	construction	NOUN
easat-10037	89	13	conditions	condition	NOUN
easat-10037	89	14	for	for	ADP
easat-10037	89	15	data	datum	NOUN
easat-10037	89	16	in	in	ADP
easat-10037	89	17	step	step	NOUN
easat-10037	89	18	1	1	NUM
easat-10037	89	19	3	3	NUM
easat-10037	89	20	.	.	PUNCT
easat-10037	90	1	creating	create	VERB
easat-10037	90	2	a	a	DET
easat-10037	90	3	model	model	NOUN
easat-10037	90	4	from	from	ADP
easat-10037	90	5	compacting	compact	VERB
easat-10037	90	6	the	the	DET
easat-10037	90	7	data	datum	NOUN
easat-10037	90	8	in	in	ADP
easat-10037	90	9	step	step	NOUN
easat-10037	90	10	1	1	NUM
easat-10037	90	11	to	to	PART
easat-10037	90	12	find	find	VERB
easat-10037	90	13	model	model	NOUN
easat-10037	90	14	parameters	parameter	NOUN
easat-10037	90	15	,	,	PUNCT
easat-10037	90	16	analyzing	analyze	VERB
easat-10037	90	17	and	and	CCONJ
easat-10037	90	18	comparing	compare	VERB
easat-10037	90	19	forecast	forecast	NOUN
easat-10037	90	20	results	result	NOUN
easat-10037	90	21	with	with	ADP
easat-10037	90	22	the	the	DET
easat-10037	90	23	structural	structural	ADJ
easat-10037	90	24	model	model	NOUN
easat-10037	90	25	,	,	PUNCT
easat-10037	90	26	the	the	DET
easat-10037	90	27	arima	arima	PROPN
easat-10037	90	28	model	model	NOUN
easat-10037	90	29	,	,	PUNCT
easat-10037	90	30	the	the	DET
easat-10037	90	31	ann	ann	PROPN
easat-10037	90	32	models	model	NOUN
easat-10037	90	33	,	,	PUNCT
easat-10037	90	34	and	and	CCONJ
easat-10037	90	35	the	the	DET
easat-10037	90	36	svm	svm	NOUN
easat-10037	90	37	.	.	PROPN
easat-10037	90	38	4	4	NUM
easat-10037	90	39	.	.	NOUN
easat-10037	90	40	analysis	analysis	NOUN
easat-10037	90	41	and	and	CCONJ
easat-10037	90	42	comparison	comparison	NOUN
easat-10037	90	43	of	of	ADP
easat-10037	90	44	the	the	DET
easat-10037	90	45	prediction	prediction	NOUN
easat-10037	90	46	results	result	VERB
easat-10037	90	47	from	from	ADP
easat-10037	90	48	the	the	DET
easat-10037	90	49	model	model	NOUN
easat-10037	90	50	created	create	VERB
easat-10037	90	51	in	in	ADP
easat-10037	90	52	the	the	DET
easat-10037	90	53	third	third	ADJ
easat-10037	90	54	step	step	NOUN
easat-10037	90	55	by	by	ADP
easat-10037	90	56	dividing	divide	VERB
easat-10037	90	57	the	the	DET
easat-10037	90	58	training	training	NOUN
easat-10037	90	59	data	datum	NOUN
easat-10037	90	60	and	and	CCONJ
easat-10037	90	61	the	the	DET
easat-10037	90	62	prediction	prediction	NOUN
easat-10037	90	63	data	datum	NOUN
easat-10037	90	64	in	in	ADP
easat-10037	90	65	the	the	DET
easat-10037	90	66	proportion	proportion	NOUN
easat-10037	90	67	of	of	ADP
easat-10037	90	68	70:30	70:30	NUM
easat-10037	90	69	5	5	NUM
easat-10037	90	70	.	.	PUNCT
easat-10037	90	71	creating	create	VERB
easat-10037	90	72	modeling	modeling	NOUN
easat-10037	90	73	rules	rule	NOUN
easat-10037	90	74	based	base	VERB
easat-10037	90	75	on	on	ADP
easat-10037	90	76	epsilon	epsilon	PROPN
easat-10037	90	77	,	,	PUNCT
easat-10037	90	78	level	level	NOUN
easat-10037	90	79	,	,	PUNCT
easat-10037	90	80	and	and	CCONJ
easat-10037	90	81	slope	slope	NOUN
easat-10037	90	82	,	,	PUNCT
easat-10037	90	83	selected	select	VERB
easat-10037	90	84	as	as	ADP
easat-10037	90	85	3	3	NUM
easat-10037	90	86	features	feature	NOUN
easat-10037	90	87	used	use	VERB
easat-10037	90	88	to	to	PART
easat-10037	90	89	create	create	VERB
easat-10037	90	90	rules	rule	NOUN
easat-10037	90	91	and	and	CCONJ
easat-10037	90	92	tolerances	tolerance	NOUN
easat-10037	90	93	for	for	ADP
easat-10037	90	94	forecasting	forecasting	NOUN
easat-10037	90	95	.	.	PUNCT
easat-10037	91	1	training	training	NOUN
easat-10037	91	2	machine	machine	NOUN
easat-10037	91	3	learning	learning	NOUN
easat-10037	91	4	models	model	NOUN
easat-10037	91	5	,	,	PUNCT
easat-10037	91	6	including	include	VERB
easat-10037	91	7	support	support	NOUN
easat-10037	91	8	vector	vector	NOUN
easat-10037	91	9	machines	machine	NOUN
easat-10037	91	10	.	.	PUNCT
easat-10037	92	1	it	it	PRON
easat-10037	92	2	offers	offer	VERB
easat-10037	92	3	various	various	ADJ
easat-10037	92	4	preprocessing	preprocessing	NOUN
easat-10037	92	5	functions	function	NOUN
easat-10037	92	6	and	and	CCONJ
easat-10037	92	7	evaluation	evaluation	NOUN
easat-10037	92	8	metrics	metric	NOUN
easat-10037	92	9	that	that	PRON
easat-10037	92	10	aid	aid	VERB
easat-10037	92	11	model	model	NOUN
easat-10037	92	12	selection	selection	NOUN
easat-10037	92	13	and	and	CCONJ
easat-10037	92	14	optimization	optimization	NOUN
easat-10037	92	15	.	.	PUNCT
easat-10037	93	1	the	the	DET
easat-10037	93	2	svm	svm	PROPN
easat-10037	93	3	command	command	NOUN
easat-10037	93	4	in	in	ADP
easat-10037	93	5	the	the	DET
easat-10037	93	6	caret	caret	PROPN
easat-10037	93	7	library	library	NOUN
easat-10037	93	8	was	be	AUX
easat-10037	93	9	used	use	VERB
easat-10037	93	10	to	to	PART
easat-10037	93	11	divide	divide	VERB
easat-10037	93	12	the	the	DET
easat-10037	93	13	train	train	NOUN
easat-10037	93	14	-	-	PUNCT
easat-10037	93	15	to	to	ADP
easat-10037	93	16	-	-	PUNCT
easat-10037	93	17	test	test	NOUN
easat-10037	93	18	dataset	dataset	NOUN
easat-10037	93	19	at	at	ADP
easat-10037	93	20	a	a	DET
easat-10037	93	21	ratio	ratio	NOUN
easat-10037	93	22	of	of	ADP
easat-10037	93	23	75:25	75:25	NUM
easat-10037	93	24	and	and	CCONJ
easat-10037	93	25	to	to	PART
easat-10037	93	26	fit	fit	VERB
easat-10037	93	27	a	a	DET
easat-10037	93	28	support	support	NOUN
easat-10037	93	29	vector	vector	NOUN
easat-10037	93	30	machine	machine	NOUN
easat-10037	93	31	model	model	NOUN
easat-10037	93	32	to	to	ADP
easat-10037	93	33	the	the	DET
easat-10037	93	34	data	datum	NOUN
easat-10037	93	35	.	.	PUNCT
easat-10037	94	1	these	these	DET
easat-10037	94	2	programs	program	NOUN
easat-10037	94	3	and	and	CCONJ
easat-10037	94	4	packages	package	NOUN
easat-10037	94	5	were	be	AUX
easat-10037	94	6	selected	select	VERB
easat-10037	94	7	based	base	VERB
easat-10037	94	8	on	on	ADP
easat-10037	94	9	their	their	PRON
easat-10037	94	10	effectiveness	effectiveness	NOUN
easat-10037	94	11	in	in	ADP
easat-10037	94	12	managing	manage	VERB
easat-10037	94	13	the	the	DET
easat-10037	94	14	data	datum	NOUN
easat-10037	94	15	analysis	analysis	NOUN
easat-10037	94	16	required	require	VERB
easat-10037	94	17	for	for	ADP
easat-10037	94	18	the	the	DET
easat-10037	94	19	study	study	NOUN
easat-10037	94	20	.	.	PUNCT
easat-10037	95	1	the	the	DET
easat-10037	95	2	choices	choice	NOUN
easat-10037	95	3	were	be	AUX
easat-10037	95	4	based	base	VERB
easat-10037	95	5	on	on	ADP
easat-10037	95	6	the	the	DET
easat-10037	95	7	study	study	NOUN
easat-10037	95	8	’s	’s	PART
easat-10037	95	9	requirements	requirement	NOUN
easat-10037	95	10	and	and	CCONJ
easat-10037	95	11	the	the	DET
easat-10037	95	12	compatibility	compatibility	NOUN
easat-10037	95	13	of	of	ADP
easat-10037	95	14	the	the	DET
easat-10037	95	15	packages	package	NOUN
easat-10037	95	16	with	with	ADP
easat-10037	95	17	r.	r.	PROPN
easat-10037	95	18	overall	overall	NOUN
easat-10037	95	19	,	,	PUNCT
easat-10037	95	20	these	these	DET
easat-10037	95	21	programs	program	NOUN
easat-10037	95	22	and	and	CCONJ
easat-10037	95	23	packages	package	NOUN
easat-10037	95	24	were	be	AUX
easat-10037	95	25	utilized	utilize	VERB
easat-10037	95	26	to	to	PART
easat-10037	95	27	ensure	ensure	VERB
easat-10037	95	28	accurate	accurate	ADJ
easat-10037	95	29	data	datum	NOUN
easat-10037	95	30	analysis	analysis	NOUN
easat-10037	95	31	and	and	CCONJ
easat-10037	95	32	effective	effective	ADJ
easat-10037	95	33	presentation	presentation	NOUN
easat-10037	95	34	of	of	ADP
easat-10037	95	35	the	the	DET
easat-10037	95	36	findings	finding	NOUN
easat-10037	95	37	.	.	PUNCT
easat-10037	96	1	3.3	3.3	NUM
easat-10037	96	2	.	.	PUNCT
easat-10037	97	1	autoregressive	autoregressive	ADJ
easat-10037	97	2	integrated	integrated	ADJ
easat-10037	97	3	moving	move	VERB
easat-10037	97	4	average	average	ADJ
easat-10037	97	5	(	(	PUNCT
easat-10037	97	6	arima	arima	NOUN
easat-10037	97	7	)	)	PUNCT
easat-10037	97	8	in	in	ADP
easat-10037	97	9	1970	1970	NUM
easat-10037	97	10	,	,	PUNCT
easat-10037	97	11	george	george	PROPN
easat-10037	97	12	box	box	PROPN
easat-10037	97	13	and	and	CCONJ
easat-10037	97	14	gwilym	gwilym	PROPN
easat-10037	97	15	jenkins	jenkins	PROPN
easat-10037	97	16	introduced	introduce	VERB
easat-10037	97	17	a	a	DET
easat-10037	97	18	methodology	methodology	NOUN
easat-10037	97	19	to	to	PART
easat-10037	97	20	analyze	analyze	VERB
easat-10037	97	21	the	the	DET
easat-10037	97	22	probabilistic	probabilistic	ADJ
easat-10037	97	23	,	,	PUNCT
easat-10037	97	24	or	or	CCONJ
easat-10037	97	25	stochastic	stochastic	NOUN
easat-10037	97	26	,	,	PUNCT
easat-10037	97	27	properties	property	NOUN
easat-10037	97	28	of	of	ADP
easat-10037	97	29	time	time	NOUN
easat-10037	97	30	-	-	PUNCT
easat-10037	97	31	series	series	NOUN
easat-10037	97	32	data	datum	NOUN
easat-10037	97	33	under	under	ADP
easat-10037	97	34	the	the	DET
easat-10037	97	35	philosophy	philosophy	NOUN
easat-10037	97	36	"	"	PUNCT
easat-10037	97	37	let	let	VERB
easat-10037	97	38	the	the	DET
easat-10037	97	39	data	datum	NOUN
easat-10037	97	40	speak	speak	VERB
easat-10037	97	41	for	for	ADP
easat-10037	97	42	themselves	themselves	PRON
easat-10037	97	43	,	,	PUNCT
easat-10037	97	44	"	"	PUNCT
easat-10037	97	45	which	which	PRON
easat-10037	97	46	later	later	ADV
easat-10037	97	47	became	became	AUX
easat-10037	97	48	popularly	popularly	ADV
easat-10037	97	49	known	know	VERB
easat-10037	97	50	as	as	ADP
easat-10037	97	51	the	the	DET
easat-10037	97	52	box	box	NOUN
easat-10037	97	53	–	–	PUNCT
easat-10037	97	54	jenkins	jenkins	PROPN
easat-10037	97	55	(	(	PUNCT
easat-10037	97	56	bj	bj	NOUN
easat-10037	97	57	)	)	PUNCT
easat-10037	97	58	methodology	methodology	NOUN
easat-10037	97	59	based	base	VERB
easat-10037	97	60	on	on	ADP
easat-10037	97	61	autoregressive	autoregressive	ADJ
easat-10037	97	62	(	(	PUNCT
easat-10037	97	63	ar	ar	NOUN
easat-10037	97	64	)	)	PUNCT
easat-10037	97	65	and	and	CCONJ
easat-10037	97	66	moving	move	VERB
easat-10037	97	67	average	average	ADJ
easat-10037	97	68	(	(	PUNCT
easat-10037	97	69	ma	ma	PROPN
easat-10037	97	70	)	)	PUNCT
easat-10037	97	71	models	model	NOUN
easat-10037	97	72	[	[	X
easat-10037	97	73	24	24	NUM
easat-10037	97	74	]	]	PUNCT
easat-10037	97	75	.	.	PUNCT
easat-10037	98	1	the	the	DET
easat-10037	98	2	arima	arima	PROPN
easat-10037	98	3	model	model	NOUN
easat-10037	98	4	is	be	AUX
easat-10037	98	5	widely	widely	ADV
easat-10037	98	6	used	use	VERB
easat-10037	98	7	for	for	ADP
easat-10037	98	8	time	time	NOUN
easat-10037	98	9	series	series	PROPN
easat-10037	98	10	forecasting	forecasting	NOUN
easat-10037	98	11	due	due	ADP
easat-10037	98	12	to	to	ADP
easat-10037	98	13	its	its	PRON
easat-10037	98	14	ability	ability	NOUN
easat-10037	98	15	to	to	PART
easat-10037	98	16	handle	handle	VERB
easat-10037	98	17	non	non	ADJ
easat-10037	98	18	-	-	ADJ
easat-10037	98	19	stationary	stationary	ADJ
easat-10037	98	20	data	datum	NOUN
easat-10037	98	21	by	by	ADP
easat-10037	98	22	differencing	difference	VERB
easat-10037	98	23	and	and	CCONJ
easat-10037	98	24	combining	combine	VERB
easat-10037	98	25	autoregressive	autoregressive	ADJ
easat-10037	98	26	and	and	CCONJ
easat-10037	98	27	moving	move	VERB
easat-10037	98	28	average	average	ADJ
easat-10037	98	29	components	component	NOUN
easat-10037	98	30	[	[	X
easat-10037	98	31	25	25	NUM
easat-10037	98	32	]	]	PUNCT
easat-10037	98	33	.	.	PUNCT
easat-10037	99	1	1018	1018	NUM
easat-10037	99	2	edelweiss	edelweiss	PROPN
easat-10037	99	3	applied	apply	VERB
easat-10037	99	4	science	science	NOUN
easat-10037	99	5	and	and	CCONJ
easat-10037	99	6	technology	technology	NOUN
easat-10037	99	7	issn	issn	PROPN
easat-10037	99	8	:	:	PUNCT
easat-10037	99	9	2576	2576	NUM
easat-10037	99	10	-	-	SYM
easat-10037	99	11	8484	8484	NUM
easat-10037	99	12	vol	vol	NOUN
easat-10037	99	13	.	.	PROPN
easat-10037	100	1	9	9	NUM
easat-10037	100	2	,	,	PUNCT
easat-10037	100	3	no	no	INTJ
easat-10037	100	4	.	.	NOUN
easat-10037	100	5	9	9	NUM
easat-10037	100	6	:	:	SYM
easat-10037	100	7	1015	1015	NUM
easat-10037	100	8	-	-	SYM
easat-10037	100	9	1024	1024	NUM
easat-10037	100	10	,	,	PUNCT
easat-10037	100	11	2025	2025	NUM
easat-10037	100	12	doi	doi	NOUN
easat-10037	100	13	:	:	PUNCT
easat-10037	100	14	10.55214/2576	10.55214/2576	NUM
easat-10037	100	15	-	-	SYM
easat-10037	100	16	8484.v9i9.10037	8484.v9i9.10037	NUM
easat-10037	100	17	©	©	ADP
easat-10037	100	18	2025	2025	NUM
easat-10037	100	19	by	by	ADP
easat-10037	100	20	the	the	DET
easat-10037	100	21	authors	author	NOUN
easat-10037	100	22	;	;	PUNCT
easat-10037	100	23	licensee	licensee	PROPN
easat-10037	100	24	learning	learning	NOUN
easat-10037	100	25	gate	gate	VERB
easat-10037	100	26	an	an	DET
easat-10037	100	27	ar(p	ar(p	NOUN
easat-10037	100	28	)	)	PUNCT
easat-10037	100	29	model	model	NOUN
easat-10037	100	30	assumes	assume	VERB
easat-10037	100	31	that	that	SCONJ
easat-10037	100	32	the	the	DET
easat-10037	100	33	output	output	NOUN
easat-10037	100	34	variable	variable	NOUN
easat-10037	100	35	depends	depend	VERB
easat-10037	100	36	linearly	linearly	ADV
easat-10037	100	37	on	on	ADP
easat-10037	100	38	its	its	PRON
easat-10037	100	39	p	p	NOUN
easat-10037	100	40	-	-	PUNCT
easat-10037	100	41	lagged	lag	VERB
easat-10037	100	42	values	value	NOUN
easat-10037	100	43	.	.	PUNCT
easat-10037	101	1	in	in	ADP
easat-10037	101	2	contrast	contrast	NOUN
easat-10037	101	3	,	,	PUNCT
easat-10037	101	4	an	an	DET
easat-10037	101	5	ma(q	ma(q	NOUN
easat-10037	101	6	)	)	PUNCT
easat-10037	101	7	model	model	NOUN
easat-10037	101	8	expresses	express	VERB
easat-10037	101	9	the	the	DET
easat-10037	101	10	output	output	NOUN
easat-10037	101	11	variable	variable	NOUN
easat-10037	101	12	as	as	ADP
easat-10037	101	13	a	a	DET
easat-10037	101	14	linear	linear	ADJ
easat-10037	101	15	combination	combination	NOUN
easat-10037	101	16	of	of	ADP
easat-10037	101	17	q	q	NOUN
easat-10037	101	18	-	-	PUNCT
easat-10037	101	19	lagged	lag	VERB
easat-10037	101	20	disturbance	disturbance	NOUN
easat-10037	101	21	or	or	CCONJ
easat-10037	101	22	error	error	NOUN
easat-10037	101	23	terms	term	NOUN
easat-10037	101	24	.	.	PUNCT
easat-10037	102	1	it	it	PRON
easat-10037	102	2	is	be	AUX
easat-10037	102	3	also	also	ADV
easat-10037	102	4	possible	possible	ADJ
easat-10037	102	5	that	that	SCONJ
easat-10037	102	6	a	a	DET
easat-10037	102	7	time	time	NOUN
easat-10037	102	8	series	series	NOUN
easat-10037	102	9	is	be	AUX
easat-10037	102	10	best	well	ADV
easat-10037	102	11	described	describe	VERB
easat-10037	102	12	by	by	ADP
easat-10037	102	13	a	a	DET
easat-10037	102	14	combination	combination	NOUN
easat-10037	102	15	of	of	ADP
easat-10037	102	16	both	both	DET
easat-10037	102	17	ar(p	ar(p	NUM
easat-10037	102	18	)	)	PUNCT
easat-10037	102	19	and	and	CCONJ
easat-10037	102	20	ma(q	ma(q	NOUN
easat-10037	102	21	)	)	PUNCT
easat-10037	102	22	components	component	NOUN
easat-10037	102	23	,	,	PUNCT
easat-10037	102	24	leading	lead	VERB
easat-10037	102	25	to	to	ADP
easat-10037	102	26	the	the	DET
easat-10037	102	27	arma(p	arma(p	PROPN
easat-10037	102	28	,	,	PUNCT
easat-10037	102	29	q	q	NOUN
easat-10037	102	30	)	)	PUNCT
easat-10037	102	31	model	model	NOUN
easat-10037	102	32	.	.	PUNCT
easat-10037	103	1	the	the	DET
easat-10037	103	2	flexibility	flexibility	NOUN
easat-10037	103	3	of	of	ADP
easat-10037	103	4	this	this	DET
easat-10037	103	5	methodology	methodology	NOUN
easat-10037	103	6	allows	allow	VERB
easat-10037	103	7	explicit	explicit	ADJ
easat-10037	103	8	identification	identification	NOUN
easat-10037	103	9	of	of	ADP
easat-10037	103	10	whether	whether	SCONJ
easat-10037	103	11	a	a	DET
easat-10037	103	12	time	time	NOUN
easat-10037	103	13	series	series	NOUN
easat-10037	103	14	follows	follow	VERB
easat-10037	103	15	an	an	DET
easat-10037	103	16	ar	ar	PROPN
easat-10037	103	17	,	,	PUNCT
easat-10037	103	18	ma	ma	PROPN
easat-10037	103	19	,	,	PUNCT
easat-10037	103	20	or	or	CCONJ
easat-10037	103	21	arma	arma	NOUN
easat-10037	103	22	process	process	NOUN
easat-10037	103	23	.	.	PUNCT
easat-10037	104	1	for	for	ADP
easat-10037	104	2	a	a	DET
easat-10037	104	3	time	time	NOUN
easat-10037	104	4	series	series	NOUN
easat-10037	104	5	(	(	PUNCT
easat-10037	104	6	𝑌𝑡	𝑌𝑡	PROPN
easat-10037	104	7	)	)	PUNCT
easat-10037	104	8	,	,	PUNCT
easat-10037	104	9	the	the	DET
easat-10037	104	10	functional	functional	ADJ
easat-10037	104	11	form	form	NOUN
easat-10037	104	12	of	of	ADP
easat-10037	104	13	an	an	DET
easat-10037	104	14	arma(p	arma(p	PROPN
easat-10037	104	15	,	,	PUNCT
easat-10037	104	16	q	q	ADJ
easat-10037	104	17	)	)	PUNCT
easat-10037	104	18	model	model	NOUN
easat-10037	104	19	is	be	AUX
easat-10037	104	20	:	:	PUNCT
easat-10037	104	21	𝑦𝑡	𝑦𝑡	VERB
easat-10037	104	22	=	=	PRON
easat-10037	104	23	∅1𝑦𝑡−1	∅1𝑦𝑡−1	VERB
easat-10037	104	24	+	+	CCONJ
easat-10037	104	25	∅2𝑦𝑡−2	∅2𝑦𝑡−2	X
easat-10037	104	26	+	+	CCONJ
easat-10037	104	27	⋯	⋯	PROPN
easat-10037	104	28	+	+	CCONJ
easat-10037	104	29	∅𝑝𝑦𝑡−𝑝	∅𝑝𝑦𝑡−𝑝	NOUN
easat-10037	105	1	+	+	CCONJ
easat-10037	105	2	𝑤𝑡	𝑤𝑡	ADJ
easat-10037	105	3	=	=	PUNCT
easat-10037	105	4	∑	∑	PUNCT
easat-10037	105	5	∅𝑖𝑦𝑡−𝑖	∅𝑖𝑦𝑡−𝑖	ADJ
easat-10037	105	6	+	+	CCONJ
easat-10037	105	7	𝑤𝑡	𝑤𝑡	PRON
easat-10037	105	8	𝑝	𝑝	PROPN
easat-10037	105	9	𝑖=1	𝑖=1	PROPN
easat-10037	105	10	where	where	SCONJ
easat-10037	105	11	𝑦𝑡	𝑦𝑡	PROPN
easat-10037	105	12	is	be	AUX
easat-10037	105	13	stationary	stationary	ADJ
easat-10037	105	14	,	,	PUNCT
easat-10037	105	15	∅1	∅1	VERB
easat-10037	105	16	,	,	PUNCT
easat-10037	105	17	…	…	PUNCT
easat-10037	105	18	,	,	PUNCT
easat-10037	105	19	𝜃𝑝	𝜃𝑝	PRON
easat-10037	105	20	are	be	AUX
easat-10037	105	21	constants	constant	NOUN
easat-10037	105	22	(	(	PUNCT
easat-10037	105	23	𝑝	𝑝	NOUN
easat-10037	105	24	≠	≠	PROPN
easat-10037	105	25	0	0	NUM
easat-10037	105	26	)	)	PUNCT
easat-10037	105	27	,	,	PUNCT
easat-10037	105	28	and	and	CCONJ
easat-10037	105	29	𝑤𝑡	𝑤𝑡	PRON
easat-10037	105	30	is	be	AUX
easat-10037	105	31	gaussian	gaussian	ADJ
easat-10037	105	32	white	white	ADJ
easat-10037	105	33	noise	noise	PROPN
easat-10037	105	34	series	series	NOUN
easat-10037	105	35	with	with	ADP
easat-10037	105	36	mean	mean	PROPN
easat-10037	105	37	zero	zero	NUM
easat-10037	105	38	.	.	PUNCT
easat-10037	106	1	the	the	DET
easat-10037	106	2	auto	auto	NOUN
easat-10037	106	3	-	-	PUNCT
easat-10037	106	4	regressive	regressive	ADJ
easat-10037	106	5	moving	move	VERB
easat-10037	106	6	average	average	ADJ
easat-10037	106	7	(	(	PUNCT
easat-10037	106	8	arma	arma	NOUN
easat-10037	106	9	)	)	PUNCT
easat-10037	106	10	model	model	NOUN
easat-10037	106	11	,	,	PUNCT
easat-10037	106	12	abbreviated	abbreviate	VERB
easat-10037	106	13	as	as	ADP
easat-10037	106	14	arma	arma	PROPN
easat-10037	106	15	(	(	PUNCT
easat-10037	106	16	p	p	X
easat-10037	106	17	,	,	PUNCT
easat-10037	106	18	q	q	NOUN
easat-10037	106	19	)	)	PUNCT
easat-10037	106	20	,	,	PUNCT
easat-10037	106	21	combines	combine	VERB
easat-10037	106	22	the	the	DET
easat-10037	106	23	autoregressive	autoregressive	ADJ
easat-10037	106	24	and	and	CCONJ
easat-10037	106	25	moving	move	VERB
easat-10037	106	26	average	average	ADJ
easat-10037	106	27	models	model	NOUN
easat-10037	106	28	and	and	CCONJ
easat-10037	106	29	is	be	AUX
easat-10037	106	30	in	in	ADP
easat-10037	106	31	the	the	DET
easat-10037	106	32	form	form	NOUN
easat-10037	106	33	:	:	PUNCT
easat-10037	106	34	𝑦𝑡	𝑦𝑡	NOUN
easat-10037	106	35	=	=	SYM
easat-10037	106	36	𝜃1𝑤𝑡−1	𝜃1𝑤𝑡−1	X
easat-10037	106	37	+	+	NUM
easat-10037	106	38	𝜃2𝑤𝑡−2	𝜃2𝑤𝑡−2	NUM
easat-10037	106	39	+	+	X
easat-10037	106	40	+	+	PROPN
easat-10037	106	41	⋯	⋯	VERB
easat-10037	106	42	+	+	NOUN
easat-10037	106	43	𝜃𝑞𝑤𝑡−𝑞+	𝜃𝑞𝑤𝑡−𝑞+	X
easat-10037	107	1	+	+	PUNCT
easat-10037	107	2	𝑤𝑡	𝑤𝑡	ADJ
easat-10037	107	3	=	=	PUNCT
easat-10037	107	4	∑	∑	PUNCT
easat-10037	107	5	𝜃𝑗𝑤𝑡−𝑗	𝜃𝑗𝑤𝑡−𝑗	NOUN
easat-10037	107	6	+	+	CCONJ
easat-10037	107	7	𝑤𝑡	𝑤𝑡	VERB
easat-10037	107	8	𝑞	𝑞	X
easat-10037	107	9	𝑗=1	𝑗=1	PROPN
easat-10037	107	10	where	where	SCONJ
easat-10037	107	11	𝑦𝑡	𝑦𝑡	PROPN
easat-10037	107	12	is	be	AUX
easat-10037	107	13	stationary	stationary	ADJ
easat-10037	107	14	𝜃1	𝜃1	NOUN
easat-10037	107	15	,	,	PUNCT
easat-10037	107	16	…	…	PUNCT
easat-10037	107	17	,	,	PUNCT
easat-10037	107	18	𝜃𝑗	𝜃𝑗	NOUN
easat-10037	107	19	𝜃𝑝	𝜃𝑝	NOUN
easat-10037	107	20	are	be	AUX
easat-10037	107	21	constants	constant	NOUN
easat-10037	107	22	(	(	PUNCT
easat-10037	107	23	𝑞	𝑞	X
easat-10037	107	24	≠	≠	PROPN
easat-10037	107	25	0	0	NUM
easat-10037	107	26	)	)	PUNCT
easat-10037	107	27	,	,	PUNCT
easat-10037	107	28	and	and	CCONJ
easat-10037	107	29	𝑤𝑡	𝑤𝑡	PRON
easat-10037	107	30	is	be	AUX
easat-10037	107	31	gaussian	gaussian	ADJ
easat-10037	107	32	white	white	ADJ
easat-10037	107	33	noise	noise	PROPN
easat-10037	107	34	series	series	NOUN
easat-10037	107	35	with	with	ADP
easat-10037	107	36	mean	mean	PROPN
easat-10037	107	37	zero	zero	NUM
easat-10037	107	38	.	.	PUNCT
easat-10037	108	1	the	the	DET
easat-10037	108	2	auto	auto	NOUN
easat-10037	108	3	-	-	PUNCT
easat-10037	108	4	regressive	regressive	ADJ
easat-10037	108	5	moving	move	VERB
easat-10037	108	6	average	average	ADJ
easat-10037	108	7	(	(	PUNCT
easat-10037	108	8	arma	arma	NOUN
easat-10037	108	9	)	)	PUNCT
easat-10037	108	10	model	model	NOUN
easat-10037	108	11	,	,	PUNCT
easat-10037	108	12	abbreviated	abbreviate	VERB
easat-10037	108	13	as	as	ADP
easat-10037	108	14	arma	arma	PROPN
easat-10037	108	15	(	(	PUNCT
easat-10037	108	16	p	p	X
easat-10037	108	17	,	,	PUNCT
easat-10037	108	18	q	q	NOUN
easat-10037	108	19	)	)	PUNCT
easat-10037	108	20	,	,	PUNCT
easat-10037	108	21	combines	combine	VERB
easat-10037	108	22	the	the	DET
easat-10037	108	23	autoregressive	autoregressive	ADJ
easat-10037	108	24	and	and	CCONJ
easat-10037	108	25	moving	move	VERB
easat-10037	108	26	average	average	ADJ
easat-10037	108	27	models	model	NOUN
easat-10037	108	28	and	and	CCONJ
easat-10037	108	29	is	be	AUX
easat-10037	108	30	in	in	ADP
easat-10037	108	31	the	the	DET
easat-10037	108	32	form	form	NOUN
easat-10037	108	33	:	:	PUNCT
easat-10037	108	34	𝑦𝑡	𝑦𝑡	PROPN
easat-10037	108	35	=	=	PUNCT
easat-10037	108	36	𝛿	𝛿	PROPN
easat-10037	108	37	+	+	X
easat-10037	108	38	∑	∑	PROPN
easat-10037	108	39	∅𝑖𝑦𝑡−𝑖	∅𝑖𝑦𝑡−𝑖	PROPN
easat-10037	108	40	𝑝	𝑝	NOUN
easat-10037	108	41	𝑖=1	𝑖=1	PUNCT
easat-10037	109	1	+	+	CCONJ
easat-10037	109	2	∑	∑	ADP
easat-10037	109	3	𝜃𝑗𝑤𝑡−𝑗	𝜃𝑗𝑤𝑡−𝑗	PRON
easat-10037	109	4	+	+	CCONJ
easat-10037	109	5	𝑤𝑡	𝑤𝑡	VERB
easat-10037	109	6	𝑞	𝑞	X
easat-10037	109	7	𝑗=1	𝑗=1	PROPN
easat-10037	109	8	3.4	3.4	NUM
easat-10037	109	9	.	.	PUNCT
easat-10037	110	1	artificial	artificial	ADJ
easat-10037	110	2	neural	neural	ADJ
easat-10037	110	3	network	network	NOUN
easat-10037	110	4	models	model	VERB
easat-10037	110	5	artificial	artificial	ADJ
easat-10037	110	6	neural	neural	ADJ
easat-10037	110	7	networks	network	NOUN
easat-10037	110	8	(	(	PUNCT
easat-10037	110	9	anns	anns	PROPN
easat-10037	110	10	)	)	PUNCT
easat-10037	110	11	,	,	PUNCT
easat-10037	110	12	inspired	inspire	VERB
easat-10037	110	13	by	by	ADP
easat-10037	110	14	neurobiology	neurobiology	NOUN
easat-10037	110	15	,	,	PUNCT
easat-10037	110	16	have	have	AUX
easat-10037	110	17	become	become	VERB
easat-10037	110	18	prominent	prominent	ADJ
easat-10037	110	19	tools	tool	NOUN
easat-10037	110	20	in	in	ADP
easat-10037	110	21	machine	machine	NOUN
easat-10037	110	22	learning	learning	NOUN
easat-10037	110	23	and	and	CCONJ
easat-10037	110	24	artificial	artificial	ADJ
easat-10037	110	25	intelligence	intelligence	NOUN
easat-10037	111	1	[	[	X
easat-10037	111	2	26	26	NUM
easat-10037	111	3	]	]	PUNCT
easat-10037	111	4	.	.	PUNCT
easat-10037	112	1	nns	nns	PROPN
easat-10037	112	2	require	require	VERB
easat-10037	112	3	carefully	carefully	ADV
easat-10037	112	4	structured	structure	VERB
easat-10037	112	5	input	input	NOUN
easat-10037	112	6	;	;	PUNCT
easat-10037	112	7	missing	miss	VERB
easat-10037	112	8	values	value	NOUN
easat-10037	112	9	in	in	ADP
easat-10037	112	10	the	the	DET
easat-10037	112	11	test	test	NOUN
easat-10037	112	12	data	datum	NOUN
easat-10037	112	13	must	must	AUX
easat-10037	112	14	be	be	AUX
easat-10037	112	15	handled	handle	VERB
easat-10037	112	16	,	,	PUNCT
easat-10037	112	17	commonly	commonly	ADV
easat-10037	112	18	by	by	ADP
easat-10037	112	19	imputation	imputation	NOUN
easat-10037	112	20	with	with	ADP
easat-10037	112	21	default	default	NOUN
easat-10037	112	22	or	or	CCONJ
easat-10037	112	23	average	average	ADJ
easat-10037	112	24	values	value	NOUN
easat-10037	112	25	,	,	PUNCT
easat-10037	112	26	as	as	SCONJ
easat-10037	112	27	the	the	DET
easat-10037	112	28	network	network	NOUN
easat-10037	112	29	can	can	AUX
easat-10037	112	30	not	not	PART
easat-10037	112	31	function	function	VERB
easat-10037	112	32	properly	properly	ADV
easat-10037	112	33	otherwise	otherwise	ADV
easat-10037	112	34	.	.	PUNCT
easat-10037	113	1	in	in	ADP
easat-10037	113	2	this	this	DET
easat-10037	113	3	study	study	NOUN
easat-10037	113	4	,	,	PUNCT
easat-10037	113	5	12	12	NUM
easat-10037	113	6	lagged	lag	VERB
easat-10037	113	7	inputs	input	NOUN
easat-10037	113	8	,	,	PUNCT
easat-10037	113	9	selected	select	VERB
easat-10037	113	10	based	base	VERB
easat-10037	113	11	on	on	ADP
easat-10037	113	12	the	the	DET
easat-10037	113	13	sarima	sarima	NOUN
easat-10037	113	14	model	model	NOUN
easat-10037	113	15	results	result	NOUN
easat-10037	113	16	,	,	PUNCT
easat-10037	113	17	were	be	AUX
easat-10037	113	18	used	use	VERB
easat-10037	113	19	as	as	ADP
easat-10037	113	20	input	input	NOUN
easat-10037	113	21	features	feature	NOUN
easat-10037	113	22	for	for	ADP
easat-10037	113	23	the	the	DET
easat-10037	113	24	neural	neural	ADJ
easat-10037	113	25	network	network	NOUN
easat-10037	113	26	.	.	PUNCT
easat-10037	114	1	the	the	DET
easat-10037	114	2	architecture	architecture	NOUN
easat-10037	114	3	of	of	ADP
easat-10037	114	4	the	the	DET
easat-10037	114	5	nn	nn	PROPN
easat-10037	114	6	is	be	AUX
easat-10037	114	7	defined	define	VERB
easat-10037	114	8	by	by	ADP
easat-10037	114	9	the	the	DET
easat-10037	114	10	number	number	NOUN
easat-10037	114	11	of	of	ADP
easat-10037	114	12	hidden	hide	VERB
easat-10037	114	13	nodes	node	NOUN
easat-10037	114	14	,	,	PUNCT
easat-10037	114	15	which	which	PRON
easat-10037	114	16	can	can	AUX
easat-10037	114	17	be	be	AUX
easat-10037	114	18	mathematically	mathematically	ADV
easat-10037	114	19	determined	determine	VERB
easat-10037	114	20	by	by	ADP
easat-10037	114	21	:	:	PUNCT
easat-10037	115	1	𝐻𝑚𝑎𝑥	𝐻𝑚𝑎𝑥	PROPN
easat-10037	115	2	=	=	PUNCT
easat-10037	115	3	𝑀𝑑𝑎𝑡𝑎/2(𝐽	𝑀𝑑𝑎𝑡𝑎/2(𝐽	PROPN
easat-10037	115	4	+	+	CCONJ
easat-10037	115	5	2	2	X
easat-10037	115	6	)	)	PUNCT
easat-10037	115	7	where	where	SCONJ
easat-10037	115	8	j	j	PROPN
easat-10037	115	9	is	be	AUX
easat-10037	115	10	the	the	DET
easat-10037	115	11	number	number	NOUN
easat-10037	115	12	of	of	ADP
easat-10037	115	13	lags	lag	NOUN
easat-10037	115	14	,	,	PUNCT
easat-10037	115	15	and	and	CCONJ
easat-10037	115	16	𝑀𝑑𝑎𝑡𝑎	𝑀𝑑𝑎𝑡𝑎	PROPN
easat-10037	115	17	denotes	denote	VERB
easat-10037	115	18	the	the	DET
easat-10037	115	19	number	number	NOUN
easat-10037	115	20	of	of	ADP
easat-10037	115	21	elements	element	NOUN
easat-10037	115	22	in	in	ADP
easat-10037	115	23	the	the	DET
easat-10037	115	24	training	training	NOUN
easat-10037	115	25	set	set	NOUN
easat-10037	115	26	.	.	PUNCT
easat-10037	116	1	beyond	beyond	ADP
easat-10037	116	2	traditional	traditional	ADJ
easat-10037	116	3	nns	nn	NOUN
easat-10037	116	4	,	,	PUNCT
easat-10037	116	5	deep	deep	ADJ
easat-10037	116	6	learning	learning	NOUN
easat-10037	116	7	techniques	technique	NOUN
easat-10037	116	8	have	have	AUX
easat-10037	116	9	gained	gain	VERB
easat-10037	116	10	prominence	prominence	NOUN
easat-10037	116	11	due	due	ADP
easat-10037	116	12	to	to	ADP
easat-10037	116	13	their	their	PRON
easat-10037	116	14	ability	ability	NOUN
easat-10037	116	15	to	to	PART
easat-10037	116	16	learn	learn	VERB
easat-10037	116	17	complex	complex	ADJ
easat-10037	116	18	,	,	PUNCT
easat-10037	116	19	hierarchical	hierarchical	ADJ
easat-10037	116	20	features	feature	NOUN
easat-10037	116	21	and	and	CCONJ
easat-10037	116	22	achieve	achieve	VERB
easat-10037	116	23	superior	superior	ADJ
easat-10037	116	24	performance	performance	NOUN
easat-10037	116	25	across	across	ADP
easat-10037	116	26	many	many	ADJ
easat-10037	116	27	domains	domain	NOUN
easat-10037	116	28	[	[	X
easat-10037	116	29	27	27	NUM
easat-10037	116	30	]	]	PUNCT
easat-10037	116	31	.	.	PUNCT
easat-10037	117	1	unlike	unlike	ADP
easat-10037	117	2	conventional	conventional	ADJ
easat-10037	117	3	nns	nn	NOUN
easat-10037	117	4	,	,	PUNCT
easat-10037	117	5	deep	deep	ADJ
easat-10037	117	6	neural	neural	ADJ
easat-10037	117	7	networks	network	NOUN
easat-10037	117	8	(	(	PUNCT
easat-10037	117	9	dnns	dnns	ADJ
easat-10037	117	10	)	)	PUNCT
easat-10037	117	11	consist	consist	NOUN
easat-10037	117	12	of	of	ADP
easat-10037	117	13	multiple	multiple	ADJ
easat-10037	117	14	hidden	hide	VERB
easat-10037	117	15	layers	layer	NOUN
easat-10037	117	16	,	,	PUNCT
easat-10037	117	17	enabling	enable	VERB
easat-10037	117	18	the	the	DET
easat-10037	117	19	learning	learning	NOUN
easat-10037	117	20	of	of	ADP
easat-10037	117	21	multifaceted	multifaceted	ADJ
easat-10037	117	22	representations	representation	NOUN
easat-10037	117	23	from	from	ADP
easat-10037	117	24	simpler	simple	ADJ
easat-10037	117	25	concepts	concept	NOUN
easat-10037	117	26	[	[	X
easat-10037	117	27	28	28	NUM
easat-10037	117	28	,	,	PUNCT
easat-10037	117	29	29	29	NUM
easat-10037	117	30	]	]	SYM
easat-10037	117	31	3.5	3.5	NUM
easat-10037	117	32	.	.	PUNCT
easat-10037	118	1	support	support	NOUN
easat-10037	118	2	vector	vector	NOUN
easat-10037	118	3	regression	regression	NOUN
easat-10037	118	4	support	support	NOUN
easat-10037	118	5	vector	vector	NOUN
easat-10037	118	6	regression	regression	NOUN
easat-10037	118	7	(	(	PUNCT
easat-10037	118	8	svr	svr	PROPN
easat-10037	118	9	)	)	PUNCT
easat-10037	118	10	is	be	AUX
easat-10037	118	11	a	a	DET
easat-10037	118	12	supervised	supervised	ADJ
easat-10037	118	13	machine	machine	NOUN
easat-10037	118	14	learning	learning	NOUN
easat-10037	118	15	method	method	NOUN
easat-10037	118	16	that	that	PRON
easat-10037	118	17	addresses	address	NOUN
easat-10037	118	18	regression	regression	VERB
easat-10037	118	19	issues	issue	NOUN
easat-10037	118	20	.	.	PUNCT
easat-10037	119	1	svr	svr	PROPN
easat-10037	119	2	is	be	AUX
easat-10037	119	3	beneficial	beneficial	ADJ
easat-10037	119	4	for	for	ADP
easat-10037	119	5	examining	examine	VERB
easat-10037	119	6	the	the	DET
easat-10037	119	7	connections	connection	NOUN
easat-10037	119	8	between	between	ADP
easat-10037	119	9	a	a	DET
easat-10037	119	10	dependent	dependent	ADJ
easat-10037	119	11	variable	variable	NOUN
easat-10037	119	12	and	and	CCONJ
easat-10037	119	13	one	one	NUM
easat-10037	119	14	or	or	CCONJ
easat-10037	119	15	more	more	ADV
easat-10037	119	16	independent	independent	ADJ
easat-10037	119	17	variables	variable	NOUN
easat-10037	119	18	by	by	ADP
easat-10037	119	19	framing	frame	VERB
easat-10037	119	20	an	an	DET
easat-10037	119	21	optimization	optimization	NOUN
easat-10037	119	22	problem	problem	NOUN
easat-10037	119	23	.	.	PUNCT
easat-10037	120	1	it	it	PRON
easat-10037	120	2	is	be	AUX
easat-10037	120	3	advantageous	advantageous	ADJ
easat-10037	120	4	as	as	SCONJ
easat-10037	120	5	it	it	PRON
easat-10037	120	6	balances	balance	VERB
easat-10037	120	7	model	model	NOUN
easat-10037	120	8	complexity	complexity	NOUN
easat-10037	120	9	and	and	CCONJ
easat-10037	120	10	prediction	prediction	NOUN
easat-10037	120	11	error	error	NOUN
easat-10037	120	12	,	,	PUNCT
easat-10037	120	13	demonstrating	demonstrate	VERB
easat-10037	120	14	strong	strong	ADJ
easat-10037	120	15	performance	performance	NOUN
easat-10037	120	16	,	,	PUNCT
easat-10037	120	17	particularly	particularly	ADV
easat-10037	120	18	with	with	ADP
easat-10037	120	19	high	high	ADJ
easat-10037	120	20	-	-	PUNCT
easat-10037	120	21	dimensional	dimensional	ADJ
easat-10037	120	22	data	datum	NOUN
easat-10037	120	23	.	.	PUNCT
easat-10037	121	1	for	for	ADP
easat-10037	121	2	linear	linear	PROPN
easat-10037	121	3	regression	regression	NOUN
easat-10037	121	4	,	,	PUNCT
easat-10037	121	5	the	the	DET
easat-10037	121	6	function	function	NOUN
easat-10037	121	7	𝑓	𝑓	NOUN
easat-10037	121	8	is	be	AUX
easat-10037	121	9	approximated	approximate	VERB
easat-10037	121	10	as	as	ADP
easat-10037	121	11	:	:	PUNCT
easat-10037	121	12	𝑓(𝑥	𝑓(𝑥	NOUN
easat-10037	121	13	)	)	PUNCT
easat-10037	121	14	=	=	PUNCT
easat-10037	122	1	𝑤𝑇𝑥	𝑤𝑇𝑥	X
easat-10037	122	2	+	+	NOUN
easat-10037	122	3	𝑏	𝑏	ADP
easat-10037	122	4	𝑤	𝑤	ADP
easat-10037	122	5	∈	∈	PROPN
easat-10037	122	6	𝑅𝑑	𝑅𝑑	PROPN
easat-10037	122	7	,	,	PUNCT
easat-10037	122	8	𝑏	𝑏	PROPN
easat-10037	122	9	∈	∈	PROPN
easat-10037	122	10	𝑅	𝑅	PROPN
easat-10037	122	11	where	where	SCONJ
easat-10037	122	12	𝑤	𝑤	X
easat-10037	122	13	is	be	AUX
easat-10037	122	14	the	the	DET
easat-10037	122	15	weight	weight	NOUN
easat-10037	122	16	vector	vector	NOUN
easat-10037	122	17	,	,	PUNCT
easat-10037	122	18	and	and	CCONJ
easat-10037	122	19	b	b	NOUN
easat-10037	122	20	is	be	AUX
easat-10037	122	21	constant	constant	ADJ
easat-10037	122	22	.	.	PUNCT
easat-10037	123	1	svr	svr	PROPN
easat-10037	123	2	can	can	AUX
easat-10037	123	3	also	also	ADV
easat-10037	123	4	handle	handle	VERB
easat-10037	123	5	nonlinear	nonlinear	ADJ
easat-10037	123	6	regression	regression	NOUN
easat-10037	123	7	problems	problem	NOUN
easat-10037	123	8	by	by	ADP
easat-10037	123	9	applying	apply	VERB
easat-10037	123	10	a	a	DET
easat-10037	123	11	transformation	transformation	NOUN
easat-10037	123	12	function	function	NOUN
easat-10037	123	13	φ	φ	PROPN
easat-10037	123	14	from	from	ADP
easat-10037	123	15	the	the	DET
easat-10037	123	16	input	input	NOUN
easat-10037	123	17	space	space	NOUN
easat-10037	123	18	to	to	ADP
easat-10037	123	19	higherdimensional	higherdimensional	ADJ
easat-10037	123	20	feature	feature	NOUN
easat-10037	123	21	space	space	NOUN
easat-10037	123	22	𝐽	𝐽	PROPN
easat-10037	123	23	:	:	PUNCT
easat-10037	123	24	𝑓(𝑥	𝑓(𝑥	NOUN
easat-10037	123	25	,	,	PUNCT
easat-10037	123	26	𝑤	𝑤	ADP
easat-10037	123	27	)	)	PUNCT
easat-10037	123	28	=	=	PUNCT
easat-10037	123	29	<	<	X
easat-10037	123	30	𝑤	𝑤	ADP
easat-10037	123	31	,	,	PUNCT
easat-10037	123	32	φ(x	φ(x	PROPN
easat-10037	123	33	)	)	PUNCT
easat-10037	123	34	>	>	PUNCT
easat-10037	124	1	+	+	PROPN
easat-10037	124	2	b	b	PROPN
easat-10037	124	3	1019	1019	NUM
easat-10037	124	4	edelweiss	edelweiss	PROPN
easat-10037	124	5	applied	apply	VERB
easat-10037	124	6	science	science	NOUN
easat-10037	124	7	and	and	CCONJ
easat-10037	124	8	technology	technology	NOUN
easat-10037	124	9	issn	issn	PROPN
easat-10037	124	10	:	:	PUNCT
easat-10037	124	11	2576	2576	NUM
easat-10037	124	12	-	-	SYM
easat-10037	124	13	8484	8484	NUM
easat-10037	124	14	vol	vol	NOUN
easat-10037	124	15	.	.	PROPN
easat-10037	125	1	9	9	NUM
easat-10037	125	2	,	,	PUNCT
easat-10037	125	3	no	no	INTJ
easat-10037	125	4	.	.	NOUN
easat-10037	125	5	9	9	NUM
easat-10037	125	6	:	:	SYM
easat-10037	125	7	1015	1015	NUM
easat-10037	125	8	-	-	SYM
easat-10037	125	9	1024	1024	NUM
easat-10037	125	10	,	,	PUNCT
easat-10037	125	11	2025	2025	NUM
easat-10037	125	12	doi	doi	NOUN
easat-10037	125	13	:	:	PUNCT
easat-10037	125	14	10.55214/2576	10.55214/2576	NUM
easat-10037	125	15	-	-	SYM
easat-10037	125	16	8484.v9i9.10037	8484.v9i9.10037	NUM
easat-10037	125	17	©	©	ADP
easat-10037	125	18	2025	2025	NUM
easat-10037	125	19	by	by	ADP
easat-10037	125	20	the	the	DET
easat-10037	125	21	authors	author	NOUN
easat-10037	125	22	;	;	PUNCT
easat-10037	125	23	licensee	licensee	PROPN
easat-10037	125	24	learning	learning	NOUN
easat-10037	125	25	gate	gate	NOUN
easat-10037	125	26	4	4	PROPN
easat-10037	125	27	.	.	NOUN
easat-10037	125	28	results	result	NOUN
easat-10037	125	29	and	and	CCONJ
easat-10037	125	30	discussion	discussion	NOUN
easat-10037	125	31	this	this	DET
easat-10037	125	32	section	section	NOUN
easat-10037	125	33	evaluates	evaluate	VERB
easat-10037	125	34	the	the	DET
easat-10037	125	35	forecasting	forecasting	NOUN
easat-10037	125	36	accuracy	accuracy	NOUN
easat-10037	125	37	of	of	ADP
easat-10037	125	38	svr	svr	PROPN
easat-10037	125	39	,	,	PUNCT
easat-10037	125	40	arima	arima	PROPN
easat-10037	125	41	,	,	PUNCT
easat-10037	125	42	and	and	CCONJ
easat-10037	125	43	nn	nn	NUM
easat-10037	125	44	models	model	NOUN
easat-10037	125	45	.	.	PUNCT
easat-10037	126	1	the	the	DET
easat-10037	126	2	analysis	analysis	NOUN
easat-10037	126	3	focuses	focus	VERB
easat-10037	126	4	on	on	ADP
easat-10037	126	5	the	the	DET
easat-10037	126	6	incidents	incident	NOUN
easat-10037	126	7	,	,	PUNCT
easat-10037	126	8	deaths	death	NOUN
easat-10037	126	9	,	,	PUNCT
easat-10037	126	10	and	and	CCONJ
easat-10037	126	11	injuries	injury	NOUN
easat-10037	126	12	in	in	ADP
easat-10037	126	13	the	the	DET
easat-10037	126	14	pattani	pattani	NOUN
easat-10037	126	15	dataset	dataset	NOUN
easat-10037	126	16	.	.	PUNCT
easat-10037	127	1	detailed	detailed	ADJ
easat-10037	127	2	information	information	NOUN
easat-10037	127	3	for	for	ADP
easat-10037	127	4	each	each	DET
easat-10037	127	5	dataset	dataset	NOUN
easat-10037	127	6	is	be	AUX
easat-10037	127	7	presented	present	VERB
easat-10037	127	8	in	in	ADP
easat-10037	127	9	tabular	tabular	NOUN
easat-10037	127	10	form	form	NOUN
easat-10037	127	11	to	to	PART
easat-10037	127	12	provide	provide	VERB
easat-10037	127	13	a	a	DET
easat-10037	127	14	comprehensive	comprehensive	ADJ
easat-10037	127	15	overview	overview	NOUN
easat-10037	127	16	.	.	PUNCT
easat-10037	128	1	figure	figure	NOUN
easat-10037	128	2	1	1	NUM
easat-10037	128	3	.	.	NOUN
easat-10037	128	4	time	time	NOUN
easat-10037	128	5	series	series	NOUN
easat-10037	128	6	of	of	ADP
easat-10037	128	7	unrest	unrest	NOUN
easat-10037	128	8	in	in	ADP
easat-10037	128	9	khok	khok	NOUN
easat-10037	128	10	pho	pho	NOUN
easat-10037	128	11	district	district	NOUN
easat-10037	128	12	,	,	PUNCT
easat-10037	128	13	pattani	pattani	NOUN
easat-10037	128	14	:	:	PUNCT
easat-10037	128	15	(	(	PUNCT
easat-10037	128	16	a	a	X
easat-10037	128	17	)	)	PUNCT
easat-10037	128	18	monthly	monthly	ADJ
easat-10037	128	19	incidents	incident	NOUN
easat-10037	128	20	,	,	PUNCT
easat-10037	128	21	(	(	PUNCT
easat-10037	128	22	b	b	NOUN
easat-10037	128	23	)	)	PUNCT
easat-10037	128	24	monthly	monthly	ADJ
easat-10037	128	25	deaths	death	NOUN
easat-10037	128	26	,	,	PUNCT
easat-10037	128	27	and	and	CCONJ
easat-10037	128	28	(	(	PUNCT
easat-10037	128	29	c	c	NOUN
easat-10037	128	30	)	)	PUNCT
easat-10037	128	31	monthly	monthly	ADJ
easat-10037	128	32	injuries	injury	NOUN
easat-10037	128	33	.	.	PUNCT
easat-10037	129	1	1020	1020	NUM
easat-10037	129	2	edelweiss	edelweiss	PROPN
easat-10037	129	3	applied	apply	VERB
easat-10037	129	4	science	science	NOUN
easat-10037	129	5	and	and	CCONJ
easat-10037	129	6	technology	technology	NOUN
easat-10037	129	7	issn	issn	PROPN
easat-10037	129	8	:	:	PUNCT
easat-10037	129	9	2576	2576	NUM
easat-10037	129	10	-	-	SYM
easat-10037	129	11	8484	8484	NUM
easat-10037	129	12	vol	vol	NOUN
easat-10037	129	13	.	.	PROPN
easat-10037	130	1	9	9	NUM
easat-10037	130	2	,	,	PUNCT
easat-10037	130	3	no	no	INTJ
easat-10037	130	4	.	.	NOUN
easat-10037	130	5	9	9	NUM
easat-10037	130	6	:	:	SYM
easat-10037	130	7	1015	1015	NUM
easat-10037	130	8	-	-	SYM
easat-10037	130	9	1024	1024	NUM
easat-10037	130	10	,	,	PUNCT
easat-10037	130	11	2025	2025	NUM
easat-10037	130	12	doi	doi	NOUN
easat-10037	130	13	:	:	PUNCT
easat-10037	130	14	10.55214/2576	10.55214/2576	NUM
easat-10037	130	15	-	-	SYM
easat-10037	130	16	8484.v9i9.10037	8484.v9i9.10037	NUM
easat-10037	130	17	©	©	ADP
easat-10037	130	18	2025	2025	NUM
easat-10037	130	19	by	by	ADP
easat-10037	130	20	the	the	DET
easat-10037	130	21	authors	author	NOUN
easat-10037	130	22	;	;	PUNCT
easat-10037	130	23	licensee	licensee	PROPN
easat-10037	130	24	learning	learn	VERB
easat-10037	130	25	gate	gate	NOUN
easat-10037	130	26	table	table	NOUN
easat-10037	130	27	1	1	NUM
easat-10037	130	28	.	.	PUNCT
easat-10037	130	29	descriptive	descriptive	ADJ
easat-10037	130	30	statistical	statistical	ADJ
easat-10037	130	31	analysis	analysis	NOUN
easat-10037	130	32	of	of	ADP
easat-10037	130	33	three	three	NUM
easat-10037	130	34	key	key	ADJ
easat-10037	130	35	variables	variable	NOUN
easat-10037	130	36	related	relate	VERB
easat-10037	130	37	to	to	ADP
easat-10037	130	38	civil	civil	ADJ
easat-10037	130	39	unrest	unrest	NOUN
easat-10037	130	40	,	,	PUNCT
easat-10037	130	41	incidents	incident	NOUN
easat-10037	130	42	,	,	PUNCT
easat-10037	130	43	injuries	injury	NOUN
easat-10037	130	44	,	,	PUNCT
easat-10037	130	45	and	and	CCONJ
easat-10037	130	46	deaths	death	NOUN
easat-10037	130	47	across	across	ADP
easat-10037	130	48	12	12	NUM
easat-10037	130	49	districts	district	NOUN
easat-10037	130	50	in	in	ADP
easat-10037	130	51	pattani	pattani	PROPN
easat-10037	130	52	province	province	PROPN
easat-10037	130	53	.	.	PUNCT
easat-10037	131	1	variable	variable	ADJ
easat-10037	131	2	district	district	NOUN
easat-10037	131	3	mean	mean	PROPN
easat-10037	131	4	s.d	s.d	PROPN
easat-10037	131	5	.	.	PROPN
easat-10037	132	1	median	median	PROPN
easat-10037	132	2	iqr	iqr	PROPN
easat-10037	132	3	minimum	minimum	ADJ
easat-10037	132	4	maximum	maximum	ADJ
easat-10037	132	5	incidents	incident	NOUN
easat-10037	132	6	kapho	kapho	VERB
easat-10037	132	7	1.472	1.472	NUM
easat-10037	132	8	2.218	2.218	NUM
easat-10037	132	9	1.000	1.000	NUM
easat-10037	132	10	2.000	2.000	NUM
easat-10037	132	11	0.000	0.000	NUM
easat-10037	132	12	16.000	16.000	NUM
easat-10037	132	13	khok	khok	NOUN
easat-10037	132	14	pho	pho	X
easat-10037	132	15	4.135	4.135	NUM
easat-10037	132	16	5.086	5.086	NUM
easat-10037	132	17	3.000	3.000	NUM
easat-10037	132	18	4.000	4.000	NUM
easat-10037	132	19	0.000	0.000	NUM
easat-10037	132	20	46.000	46.000	NUM
easat-10037	132	21	mae	mae	PROPN
easat-10037	132	22	lan	lan	PROPN
easat-10037	132	23	0.590	0.590	NUM
easat-10037	132	24	1.381	1.381	NUM
easat-10037	132	25	0.000	0.000	NUM
easat-10037	132	26	1.000	1.000	NUM
easat-10037	132	27	0.000	0.000	NUM
easat-10037	132	28	12.000	12.000	NUM
easat-10037	132	29	mai	mai	PROPN
easat-10037	132	30	kaen	kaen	PROPN
easat-10037	132	31	0.962	0.962	NUM
easat-10037	132	32	1.974	1.974	NUM
easat-10037	132	33	0.000	0.000	NUM
easat-10037	132	34	1.000	1.000	NUM
easat-10037	132	35	0.000	0.000	NUM
easat-10037	132	36	15.000	15.000	NUM
easat-10037	132	37	mayo	mayo	NOUN
easat-10037	132	38	2.385	2.385	NUM
easat-10037	132	39	2.534	2.534	NUM
easat-10037	132	40	2.000	2.000	NUM
easat-10037	132	41	3.000	3.000	NUM
easat-10037	132	42	0.000	0.000	NUM
easat-10037	132	43	19.000	19.000	NUM
easat-10037	132	44	muang	muang	PROPN
easat-10037	132	45	pattani	pattani	NOUN
easat-10037	132	46	4.705	4.705	NUM
easat-10037	132	47	4.680	4.680	NUM
easat-10037	132	48	3.000	3.000	NUM
easat-10037	132	49	5.000	5.000	NUM
easat-10037	132	50	0.000	0.000	NUM
easat-10037	132	51	22.000	22.000	NUM
easat-10037	132	52	nong	nong	NOUN
easat-10037	132	53	chik	chik	PROPN
easat-10037	132	54	4.731	4.731	NUM
easat-10037	132	55	4.592	4.592	NUM
easat-10037	132	56	3.000	3.000	NUM
easat-10037	132	57	4.000	4.000	NUM
easat-10037	132	58	0.000	0.000	NUM
easat-10037	132	59	36.000	36.000	NUM
easat-10037	132	60	panare	panare	NOUN
easat-10037	132	61	2.276	2.276	NUM
easat-10037	132	62	2.169	2.169	NUM
easat-10037	132	63	2.000	2.000	NUM
easat-10037	132	64	2.000	2.000	NUM
easat-10037	132	65	0.000	0.000	NUM
easat-10037	132	66	9.000	9.000	NUM
easat-10037	132	67	sai	sai	X
easat-10037	132	68	buri	buri	PROPN
easat-10037	132	69	5.122	5.122	NUM
easat-10037	132	70	5.108	5.108	NUM
easat-10037	132	71	4.000	4.000	NUM
easat-10037	132	72	4.000	4.000	NUM
easat-10037	132	73	0.000	0.000	NUM
easat-10037	132	74	28.000	28.000	NUM
easat-10037	132	75	thung	thung	NOUN
easat-10037	132	76	yang	yang	PROPN
easat-10037	132	77	daeng	daeng	PROPN
easat-10037	132	78	1.596	1.596	NUM
easat-10037	132	79	1.973	1.973	NUM
easat-10037	132	80	1.000	1.000	NUM
easat-10037	132	81	3.000	3.000	NUM
easat-10037	132	82	0.000	0.000	NUM
easat-10037	132	83	11.000	11.000	NUM
easat-10037	132	84	yarang	yarang	NOUN
easat-10037	132	85	6.487	6.487	NUM
easat-10037	132	86	6.493	6.493	NUM
easat-10037	132	87	4.500	4.500	NUM
easat-10037	132	88	7.000	7.000	NUM
easat-10037	132	89	0.000	0.000	NUM
easat-10037	132	90	39.000	39.000	NUM
easat-10037	132	91	yaring	yare	VERB
easat-10037	132	92	2.782	2.782	NUM
easat-10037	132	93	3.438	3.438	NUM
easat-10037	132	94	2.000	2.000	NUM
easat-10037	132	95	3.000	3.000	NUM
easat-10037	132	96	0.000	0.000	NUM
easat-10037	132	97	22.000	22.000	NUM
easat-10037	132	98	injury	injury	NOUN
easat-10037	132	99	kapho	kapho	NOUN
easat-10037	132	100	1.322	1.322	NUM
easat-10037	132	101	3.072	3.072	NUM
easat-10037	132	102	0.000	0.000	NUM
easat-10037	132	103	1.000	1.000	NUM
easat-10037	132	104	0.000	0.000	NUM
easat-10037	132	105	21.000	21.000	NUM
easat-10037	132	106	khok	khok	NOUN
easat-10037	132	107	pho	pho	NOUN
easat-10037	132	108	3.038	3.038	NUM
easat-10037	132	109	4.905	4.905	NUM
easat-10037	132	110	1.000	1.000	NUM
easat-10037	132	111	4.000	4.000	NUM
easat-10037	132	112	0.000	0.000	NUM
easat-10037	132	113	30.000	30.000	NUM
easat-10037	132	114	mae	mae	PROPN
easat-10037	132	115	lan	lan	PROPN
easat-10037	132	116	0.519	0.519	NUM
easat-10037	132	117	1.892	1.892	NUM
easat-10037	132	118	0.000	0.000	NUM
easat-10037	132	119	0.000	0.000	NUM
easat-10037	132	120	0.000	0.000	NUM
easat-10037	132	121	13.000	13.000	NUM
easat-10037	132	122	mai	mai	PROPN
easat-10037	132	123	kaen	kaen	PROPN
easat-10037	132	124	0.4359	0.4359	NUM
easat-10037	132	125	1.2453	1.2453	NUM
easat-10037	132	126	0.0000	0.0000	NUM
easat-10037	132	127	0.0000	0.0000	NUM
easat-10037	132	128	0.0000	0.0000	NUM
easat-10037	132	129	7.0000	7.0000	NUM
easat-10037	132	130	mayo	mayo	NOUN
easat-10037	132	131	1.404	1.404	NUM
easat-10037	132	132	3.077	3.077	NUM
easat-10037	132	133	0.000	0.000	NUM
easat-10037	132	134	2.000	2.000	NUM
easat-10037	132	135	0.000	0.000	NUM
easat-10037	132	136	27.000	27.000	NUM
easat-10037	132	137	muang	muang	PROPN
easat-10037	132	138	pattani	pattani	NOUN
easat-10037	133	1	5.513	5.513	NUM
easat-10037	133	2	10.878	10.878	NUM
easat-10037	133	3	2.000	2.000	NUM
easat-10037	133	4	6.000	6.000	NUM
easat-10037	133	5	0.000	0.000	NUM
easat-10037	133	6	80.000	80.000	NUM
easat-10037	133	7	nong	nong	NOUN
easat-10037	133	8	chik	chik	PROPN
easat-10037	133	9	2.686	2.686	NUM
easat-10037	133	10	3.870	3.870	NUM
easat-10037	133	11	1.000	1.000	NUM
easat-10037	133	12	3.000	3.000	NUM
easat-10037	133	13	0.000	0.000	NUM
easat-10037	133	14	27.000	27.000	NUM
easat-10037	133	15	panare	panare	NOUN
easat-10037	133	16	0.962	0.962	NUM
easat-10037	133	17	1.977	1.977	NUM
easat-10037	133	18	0.000	0.000	NUM
easat-10037	133	19	1.000	1.000	NUM
easat-10037	133	20	0.000	0.000	NUM
easat-10037	133	21	14.000	14.000	NUM
easat-10037	133	22	sai	sai	X
easat-10037	133	23	buri	buri	PROPN
easat-10037	133	24	3.801	3.801	NUM
easat-10037	133	25	6.731	6.731	NUM
easat-10037	133	26	2.000	2.000	NUM
easat-10037	133	27	5.750	5.750	NUM
easat-10037	133	28	0.000	0.000	NUM
easat-10037	133	29	67.000	67.000	NUM
easat-10037	133	30	thung	thung	NOUN
easat-10037	133	31	yang	yang	PROPN
easat-10037	133	32	daeng	daeng	PROPN
easat-10037	133	33	0.686	0.686	NUM
easat-10037	133	34	1.548	1.548	NUM
easat-10037	133	35	0.000	0.000	NUM
easat-10037	133	36	1.000	1.000	NUM
easat-10037	133	37	0.000	0.000	NUM
easat-10037	133	38	8.000	8.000	NUM
easat-10037	133	39	yarang	yarang	NOUN
easat-10037	133	40	3.269	3.269	NUM
easat-10037	133	41	3.732	3.732	NUM
easat-10037	133	42	2.000	2.000	NUM
easat-10037	133	43	3.000	3.000	NUM
easat-10037	133	44	0.000	0.000	NUM
easat-10037	133	45	18.000	18.000	NUM
easat-10037	133	46	yaring	yare	VERB
easat-10037	133	47	2.032	2.032	NUM
easat-10037	133	48	3.609	3.609	NUM
easat-10037	133	49	0.000	0.000	NUM
easat-10037	133	50	2.000	2.000	NUM
easat-10037	133	51	0.000	0.000	NUM
easat-10037	133	52	20.000	20.000	NUM
easat-10037	133	53	death	death	NOUN
easat-10037	133	54	kapho	kapho	NOUN
easat-10037	133	55	0.5722	0.5722	NUM
easat-10037	133	56	1.1037	1.1037	NUM
easat-10037	133	57	0.0000	0.0000	NUM
easat-10037	133	58	1.0000	1.0000	NUM
easat-10037	133	59	0.0000	0.0000	NUM
easat-10037	133	60	6.0000	6.0000	NUM
easat-10037	133	61	khok	khok	NOUN
easat-10037	133	62	pho	pho	NOUN
easat-10037	133	63	1.365	1.365	NUM
easat-10037	133	64	1.545	1.545	NUM
easat-10037	133	65	1.000	1.000	NUM
easat-10037	133	66	2.000	2.000	NUM
easat-10037	133	67	0.000	0.000	NUM
easat-10037	133	68	9.000	9.000	NUM
easat-10037	133	69	mae	mae	PROPN
easat-10037	133	70	lan	lan	PROPN
easat-10037	133	71	0.288	0.288	NUM
easat-10037	133	72	1.285	1.285	NUM
easat-10037	133	73	0.000	0.000	NUM
easat-10037	133	74	0.000	0.000	NUM
easat-10037	133	75	0.000	0.000	NUM
easat-10037	133	76	14.000	14.000	NUM
easat-10037	133	77	mai	mai	PROPN
easat-10037	133	78	kaen	kaen	PROPN
easat-10037	133	79	0.1667	0.1667	PROPN
easat-10037	133	80	0.4930	0.4930	NUM
easat-10037	133	81	0.0000	0.0000	NUM
easat-10037	133	82	0.0000	0.0000	NUM
easat-10037	133	83	0.0000	0.0000	NUM
easat-10037	133	84	4.0000	4.0000	NUM
easat-10037	133	85	mayo	mayo	NOUN
easat-10037	133	86	1.0000	1.0000	NUM
easat-10037	133	87	1.2287	1.2287	NUM
easat-10037	133	88	1.0000	1.0000	NUM
easat-10037	133	89	2.0000	2.0000	NUM
easat-10037	133	90	0.0000	0.0000	NUM
easat-10037	133	91	6.0000	6.0000	NUM
easat-10037	133	92	muang	muang	PROPN
easat-10037	133	93	pattani	pattani	NOUN
easat-10037	133	94	1.962	1.962	NUM
easat-10037	133	95	3.455	3.455	NUM
easat-10037	133	96	1.000	1.000	NUM
easat-10037	133	97	2.750	2.750	NUM
easat-10037	133	98	0.000	0.000	NUM
easat-10037	133	99	39.000	39.000	NUM
easat-10037	133	100	nong	nong	NOUN
easat-10037	133	101	chik	chik	PROPN
easat-10037	133	102	1.712	1.712	NUM
easat-10037	133	103	1.839	1.839	NUM
easat-10037	133	104	1.000	1.000	NUM
easat-10037	133	105	2.750	2.750	NUM
easat-10037	133	106	0.000	0.000	NUM
easat-10037	133	107	10.000	10.000	NUM
easat-10037	133	108	panare	panare	NOUN
easat-10037	133	109	1.038	1.038	NUM
easat-10037	133	110	1.494	1.494	NUM
easat-10037	133	111	0.000	0.000	NUM
easat-10037	133	112	2.000	2.000	NUM
easat-10037	133	113	0.000	0.000	NUM
easat-10037	133	114	8.000	8.000	NUM
easat-10037	133	115	sai	sai	X
easat-10037	133	116	buri	buri	PROPN
easat-10037	133	117	1.872	1.872	NUM
easat-10037	133	118	2.069	2.069	NUM
easat-10037	133	119	1.000	1.000	NUM
easat-10037	133	120	3.000	3.000	NUM
easat-10037	133	121	0.000	0.000	NUM
easat-10037	133	122	10.000	10.000	NUM
easat-10037	133	123	thung	thung	NOUN
easat-10037	133	124	yang	yang	PROPN
easat-10037	133	125	daeng	daeng	PROPN
easat-10037	133	126	0.7436	0.7436	NUM
easat-10037	133	127	1.1798	1.1798	NUM
easat-10037	133	128	0.0000	0.0000	NUM
easat-10037	133	129	1.0000	1.0000	NUM
easat-10037	133	130	0.0000	0.0000	NUM
easat-10037	133	131	7.0000	7.0000	NUM
easat-10037	133	132	yarang	yarang	NOUN
easat-10037	133	133	2.128	2.128	NUM
easat-10037	133	134	2.199	2.199	NUM
easat-10037	133	135	2.000	2.000	NUM
easat-10037	133	136	3.000	3.000	NUM
easat-10037	133	137	0.000	0.000	NUM
easat-10037	133	138	13.000	13.000	NUM
easat-10037	133	139	yaring	yare	VERB
easat-10037	133	140	0.9615	0.9615	NUM
easat-10037	133	141	1.1799	1.1799	NUM
easat-10037	133	142	1.0000	1.0000	NUM
easat-10037	133	143	1.7500	1.7500	NUM
easat-10037	133	144	0.0000	0.0000	NUM
easat-10037	133	145	5.0000	5.0000	NUM
easat-10037	133	146	results	result	NOUN
easat-10037	133	147	of	of	ADP
easat-10037	133	148	data	datum	NOUN
easat-10037	133	149	compaction	compaction	NOUN
easat-10037	133	150	based	base	VERB
easat-10037	133	151	on	on	ADP
easat-10037	133	152	the	the	DET
easat-10037	133	153	feature	feature	NOUN
easat-10037	133	154	level	level	NOUN
easat-10037	133	155	,	,	PUNCT
easat-10037	133	156	slope	slope	NOUN
easat-10037	133	157	,	,	PUNCT
easat-10037	133	158	and	and	CCONJ
easat-10037	133	159	epsilon	epsilon	PROPN
easat-10037	133	160	in	in	ADP
easat-10037	133	161	the	the	DET
easat-10037	133	162	structured	structured	ADJ
easat-10037	133	163	model	model	NOUN
easat-10037	133	164	,	,	PUNCT
easat-10037	133	165	along	along	ADP
easat-10037	133	166	with	with	ADP
easat-10037	133	167	the	the	DET
easat-10037	133	168	best	good	ADJ
easat-10037	133	169	predictions	prediction	NOUN
easat-10037	133	170	for	for	ADP
easat-10037	133	171	forecasting	forecasting	NOUN
easat-10037	133	172	between	between	ADP
easat-10037	133	173	nn	nn	PROPN
easat-10037	133	174	,	,	PUNCT
easat-10037	133	175	svm	svm	PROPN
easat-10037	133	176	,	,	PUNCT
easat-10037	133	177	and	and	CCONJ
easat-10037	133	178	arima	arima	NOUN
easat-10037	133	179	models	model	NOUN
easat-10037	133	180	under	under	ADP
easat-10037	133	181	appropriate	appropriate	ADJ
easat-10037	133	182	conditions	condition	NOUN
easat-10037	133	183	,	,	PUNCT
easat-10037	133	184	are	be	AUX
easat-10037	133	185	shown	show	VERB
easat-10037	133	186	in	in	ADP
easat-10037	133	187	figure	figure	NOUN
easat-10037	133	188	1	1	NUM
easat-10037	133	189	and	and	CCONJ
easat-10037	133	190	table	table	NOUN
easat-10037	133	191	1	1	NUM
easat-10037	133	192	.	.	X
easat-10037	133	193	1021	1021	NUM
easat-10037	133	194	edelweiss	edelweiss	PROPN
easat-10037	133	195	applied	apply	VERB
easat-10037	133	196	science	science	NOUN
easat-10037	133	197	and	and	CCONJ
easat-10037	133	198	technology	technology	NOUN
easat-10037	133	199	issn	issn	PROPN
easat-10037	133	200	:	:	PUNCT
easat-10037	133	201	2576	2576	NUM
easat-10037	133	202	-	-	SYM
easat-10037	133	203	8484	8484	NUM
easat-10037	133	204	vol	vol	NOUN
easat-10037	133	205	.	.	PROPN
easat-10037	134	1	9	9	NUM
easat-10037	134	2	,	,	PUNCT
easat-10037	134	3	no	no	INTJ
easat-10037	134	4	.	.	NOUN
easat-10037	134	5	9	9	NUM
easat-10037	134	6	:	:	SYM
easat-10037	134	7	1015	1015	NUM
easat-10037	134	8	-	-	SYM
easat-10037	134	9	1024	1024	NUM
easat-10037	134	10	,	,	PUNCT
easat-10037	134	11	2025	2025	NUM
easat-10037	134	12	doi	doi	NOUN
easat-10037	134	13	:	:	PUNCT
easat-10037	134	14	10.55214/2576	10.55214/2576	NUM
easat-10037	134	15	-	-	SYM
easat-10037	134	16	8484.v9i9.10037	8484.v9i9.10037	NUM
easat-10037	134	17	©	©	ADP
easat-10037	134	18	2025	2025	NUM
easat-10037	134	19	by	by	ADP
easat-10037	134	20	the	the	DET
easat-10037	134	21	authors	author	NOUN
easat-10037	134	22	;	;	PUNCT
easat-10037	134	23	licensee	licensee	PROPN
easat-10037	134	24	learning	learn	VERB
easat-10037	134	25	gate	gate	NOUN
easat-10037	134	26	figure	figure	NOUN
easat-10037	134	27	2	2	NUM
easat-10037	134	28	.	.	X
easat-10037	134	29	boxplot	boxplot	NOUN
easat-10037	134	30	of	of	ADP
easat-10037	134	31	the	the	DET
easat-10037	134	32	number	number	NOUN
easat-10037	134	33	of	of	ADP
easat-10037	134	34	three	three	NUM
easat-10037	134	35	key	key	ADJ
easat-10037	134	36	variables	variable	NOUN
easat-10037	134	37	related	relate	VERB
easat-10037	134	38	to	to	ADP
easat-10037	134	39	civil	civil	ADJ
easat-10037	134	40	unrest	unrest	NOUN
easat-10037	134	41	,	,	PUNCT
easat-10037	134	42	incidents	incident	NOUN
easat-10037	134	43	,	,	PUNCT
easat-10037	134	44	injuries	injury	NOUN
easat-10037	134	45	,	,	PUNCT
easat-10037	134	46	and	and	CCONJ
easat-10037	134	47	deaths	death	NOUN
easat-10037	134	48	across	across	ADP
easat-10037	134	49	12	12	NUM
easat-10037	134	50	districts	district	NOUN
easat-10037	134	51	in	in	ADP
easat-10037	134	52	pattani	pattani	PROPN
easat-10037	134	53	province	province	PROPN
easat-10037	134	54	.	.	PUNCT
easat-10037	135	1	table	table	NOUN
easat-10037	135	2	2	2	NUM
easat-10037	135	3	.	.	PUNCT
easat-10037	135	4	presents	present	VERB
easat-10037	135	5	the	the	DET
easat-10037	135	6	forecasting	forecasting	NOUN
easat-10037	135	7	results	result	NOUN
easat-10037	135	8	using	use	VERB
easat-10037	135	9	the	the	DET
easat-10037	135	10	incident	incident	NOUN
easat-10037	135	11	,	,	PUNCT
easat-10037	135	12	injury	injury	NOUN
easat-10037	135	13	,	,	PUNCT
easat-10037	135	14	and	and	CCONJ
easat-10037	135	15	death	death	NOUN
easat-10037	135	16	datasets	dataset	NOUN
easat-10037	135	17	.	.	PUNCT
easat-10037	136	1	district	district	NOUN
easat-10037	136	2	incident	incident	PROPN
easat-10037	136	3	death	death	NOUN
easat-10037	136	4	injury	injury	NOUN
easat-10037	136	5	arima	arima	PROPN
easat-10037	136	6	nn	nn	PROPN
easat-10037	136	7	svr	svr	PROPN
easat-10037	136	8	arima	arima	PROPN
easat-10037	136	9	nn	nn	PROPN
easat-10037	136	10	svr	svr	PROPN
easat-10037	136	11	arima	arima	PROPN
easat-10037	136	12	nn	nn	PROPN
easat-10037	136	13	svr	svr	PROPN
easat-10037	136	14	nong	nong	PROPN
easat-10037	136	15	chik	chik	PROPN
easat-10037	136	16	44.0	44.0	NUM
easat-10037	136	17	75.2	75.2	NUM
easat-10037	136	18	268.8	268.8	NUM
easat-10037	136	19	0.3	0.3	NUM
easat-10037	136	20	14.9	14.9	NUM
easat-10037	136	21	8.1	8.1	NUM
easat-10037	136	22	33.8	33.8	NUM
easat-10037	136	23	332.6	332.6	NUM
easat-10037	136	24	251.9	251.9	NUM
easat-10037	136	25	sai	sai	PROPN
easat-10037	136	26	buri	buri	PROPN
easat-10037	136	27	0.8	0.8	NUM
easat-10037	136	28	709.1	709.1	NUM
easat-10037	136	29	72.6	72.6	NUM
easat-10037	136	30	0.0	0.0	NUM
easat-10037	136	31	8.2	8.2	NUM
easat-10037	136	32	94.1	94.1	NUM
easat-10037	136	33	1.1	1.1	NUM
easat-10037	136	34	3926.5	3926.5	NUM
easat-10037	136	35	1686.9	1686.9	NUM
easat-10037	136	36	mueang	mueang	NOUN
easat-10037	136	37	pattani	pattani	NOUN
easat-10037	136	38	50.1	50.1	NUM
easat-10037	136	39	257.6	257.6	NUM
easat-10037	136	40	40.2	40.2	NUM
easat-10037	136	41	1.2	1.2	NUM
easat-10037	136	42	151.6	151.6	NUM
easat-10037	136	43	12.9	12.9	NUM
easat-10037	136	44	32.3	32.3	NUM
easat-10037	136	45	519.7	519.7	NUM
easat-10037	136	46	258.1	258.1	NUM
easat-10037	136	47	khok	khok	NOUN
easat-10037	136	48	pho	pho	X
easat-10037	136	49	0.9	0.9	NUM
easat-10037	136	50	154.1	154.1	NUM
easat-10037	136	51	1316.1	1316.1	NUM
easat-10037	136	52	0.1	0.1	NUM
easat-10037	136	53	12.2	12.2	NUM
easat-10037	136	54	117.9	117.9	NUM
easat-10037	136	55	1.9	1.9	NUM
easat-10037	136	56	119.4	119.4	NUM
easat-10037	136	57	22.7	22.7	NUM
easat-10037	136	58	yaring	yare	VERB
easat-10037	136	59	1.3	1.3	NUM
easat-10037	136	60	221.3	221.3	NUM
easat-10037	136	61	65.7	65.7	NUM
easat-10037	136	62	0.4	0.4	NUM
easat-10037	136	63	10.9	10.9	NUM
easat-10037	136	64	10.9	10.9	NUM
easat-10037	136	65	2.9	2.9	NUM
easat-10037	136	66	47.9	47.9	NUM
easat-10037	136	67	138.3	138.3	NUM
easat-10037	136	68	yarang	yarang	NOUN
easat-10037	136	69	2.8	2.8	NUM
easat-10037	136	70	293.2	293.2	NUM
easat-10037	136	71	2218.4	2218.4	NUM
easat-10037	136	72	1.3	1.3	NUM
easat-10037	136	73	38.8	38.8	NUM
easat-10037	136	74	17.0	17.0	NUM
easat-10037	136	75	0.4	0.4	NUM
easat-10037	136	76	36.4	36.4	NUM
easat-10037	136	77	16.7	16.7	NUM
easat-10037	136	78	panare	panare	NOUN
easat-10037	136	79	4.0	4.0	NUM
easat-10037	136	80	55.6	55.6	NUM
easat-10037	136	81	41.9	41.9	NUM
easat-10037	136	82	0.1	0.1	NUM
easat-10037	136	83	36.2	36.2	NUM
easat-10037	136	84	21.7	21.7	NUM
easat-10037	136	85	3.9	3.9	NUM
easat-10037	136	86	96.8	96.8	NUM
easat-10037	136	87	31.5	31.5	NUM
easat-10037	136	88	mayo	mayo	NOUN
easat-10037	136	89	0.8	0.8	NUM
easat-10037	136	90	30.1	30.1	NUM
easat-10037	136	91	270.0	270.0	NUM
easat-10037	136	92	0.1	0.1	NUM
easat-10037	136	93	28.4	28.4	NUM
easat-10037	136	94	17.6	17.6	NUM
easat-10037	136	95	2.0	2.0	NUM
easat-10037	136	96	20.6	20.6	NUM
easat-10037	136	97	5.5	5.5	NUM
easat-10037	136	98	thung	thung	NOUN
easat-10037	136	99	yang	yang	PROPN
easat-10037	136	100	daeng	daeng	PROPN
easat-10037	136	101	0.9	0.9	NUM
easat-10037	136	102	68.7	68.7	NUM
easat-10037	136	103	10.7	10.7	NUM
easat-10037	136	104	0.1	0.1	NUM
easat-10037	136	105	24.0	24.0	NUM
easat-10037	136	106	3.1	3.1	NUM
easat-10037	136	107	0.5	0.5	NUM
easat-10037	136	108	1.6	1.6	NUM
easat-10037	136	109	5.5	5.5	NUM
easat-10037	136	110	kapho	kapho	NOUN
easat-10037	136	111	0.9	0.9	NUM
easat-10037	136	112	43.8	43.8	NUM
easat-10037	136	113	35.3	35.3	NUM
easat-10037	136	114	0.1	0.1	NUM
easat-10037	136	115	9.4	9.4	NUM
easat-10037	136	116	39.0	39.0	NUM
easat-10037	136	117	0.3	0.3	NUM
easat-10037	136	118	140.7	140.7	NUM
easat-10037	136	119	16.7	16.7	NUM
easat-10037	136	120	mae	mae	PROPN
easat-10037	136	121	lan	lan	PROPN
easat-10037	136	122	0.5	0.5	NUM
easat-10037	136	123	16.0	16.0	NUM
easat-10037	136	124	36.7	36.7	NUM
easat-10037	136	125	2.6	2.6	NUM
easat-10037	136	126	nan	nan	NOUN
easat-10037	136	127	0.3	0.3	NUM
easat-10037	136	128	0.2	0.2	NUM
easat-10037	136	129	15.2	15.2	NUM
easat-10037	136	130	19.8	19.8	NUM
easat-10037	136	131	mai	mai	PROPN
easat-10037	136	132	kaen	kaen	PROPN
easat-10037	136	133	0.1	0.1	NUM
easat-10037	136	134	59.4	59.4	NUM
easat-10037	136	135	6.1	6.1	NUM
easat-10037	136	136	0.0	0.0	NUM
easat-10037	136	137	1.1	1.1	NUM
easat-10037	136	138	5.4	5.4	NUM
easat-10037	136	139	0.2	0.2	NUM
easat-10037	136	140	nan	nan	PROPN
easat-10037	136	141	29.0	29.0	NUM
easat-10037	136	142	for	for	ADP
easat-10037	136	143	each	each	DET
easat-10037	136	144	district	district	NOUN
easat-10037	136	145	and	and	CCONJ
easat-10037	136	146	variable	variable	NOUN
easat-10037	136	147	,	,	PUNCT
easat-10037	136	148	measures	measure	NOUN
easat-10037	136	149	of	of	ADP
easat-10037	136	150	central	central	ADJ
easat-10037	136	151	tendency	tendency	NOUN
easat-10037	136	152	(	(	PUNCT
easat-10037	136	153	mean	mean	NOUN
easat-10037	136	154	and	and	CCONJ
easat-10037	136	155	median	median	ADJ
easat-10037	136	156	)	)	PUNCT
easat-10037	136	157	,	,	PUNCT
easat-10037	136	158	variability	variability	NOUN
easat-10037	136	159	(	(	PUNCT
easat-10037	136	160	standard	standard	ADJ
easat-10037	136	161	deviation	deviation	NOUN
easat-10037	136	162	and	and	CCONJ
easat-10037	136	163	interquartile	interquartile	ADJ
easat-10037	136	164	range	range	NOUN
easat-10037	136	165	)	)	PUNCT
easat-10037	136	166	,	,	PUNCT
easat-10037	136	167	and	and	CCONJ
easat-10037	136	168	range	range	NOUN
easat-10037	136	169	(	(	PUNCT
easat-10037	136	170	minimum	minimum	ADJ
easat-10037	136	171	and	and	CCONJ
easat-10037	136	172	maximum	maximum	ADJ
easat-10037	136	173	values	value	NOUN
easat-10037	136	174	)	)	PUNCT
easat-10037	136	175	are	be	AUX
easat-10037	136	176	reported	report	VERB
easat-10037	136	177	.	.	PUNCT
easat-10037	137	1	1022	1022	NUM
easat-10037	137	2	edelweiss	edelweiss	PROPN
easat-10037	137	3	applied	apply	VERB
easat-10037	137	4	science	science	NOUN
easat-10037	137	5	and	and	CCONJ
easat-10037	137	6	technology	technology	NOUN
easat-10037	137	7	issn	issn	PROPN
easat-10037	137	8	:	:	PUNCT
easat-10037	137	9	2576	2576	NUM
easat-10037	137	10	-	-	SYM
easat-10037	137	11	8484	8484	NUM
easat-10037	137	12	vol	vol	NOUN
easat-10037	137	13	.	.	PROPN
easat-10037	138	1	9	9	NUM
easat-10037	138	2	,	,	PUNCT
easat-10037	138	3	no	no	INTJ
easat-10037	138	4	.	.	NOUN
easat-10037	138	5	9	9	NUM
easat-10037	138	6	:	:	SYM
easat-10037	138	7	1015	1015	NUM
easat-10037	138	8	-	-	SYM
easat-10037	138	9	1024	1024	NUM
easat-10037	138	10	,	,	PUNCT
easat-10037	138	11	2025	2025	NUM
easat-10037	138	12	doi	doi	NOUN
easat-10037	138	13	:	:	PUNCT
easat-10037	138	14	10.55214/2576	10.55214/2576	NUM
easat-10037	138	15	-	-	SYM
easat-10037	138	16	8484.v9i9.10037	8484.v9i9.10037	NUM
easat-10037	138	17	©	©	ADP
easat-10037	138	18	2025	2025	NUM
easat-10037	138	19	by	by	ADP
easat-10037	138	20	the	the	DET
easat-10037	138	21	authors	author	NOUN
easat-10037	138	22	;	;	PUNCT
easat-10037	138	23	licensee	licensee	PROPN
easat-10037	138	24	learning	learning	NOUN
easat-10037	138	25	gate	gate	VERB
easat-10037	138	26	the	the	DET
easat-10037	138	27	data	datum	NOUN
easat-10037	138	28	reveal	reveal	VERB
easat-10037	138	29	substantial	substantial	ADJ
easat-10037	138	30	variation	variation	NOUN
easat-10037	138	31	in	in	ADP
easat-10037	138	32	unrest	unrest	NOUN
easat-10037	138	33	-	-	PUNCT
easat-10037	138	34	related	relate	VERB
easat-10037	138	35	incidents	incident	NOUN
easat-10037	138	36	and	and	CCONJ
easat-10037	138	37	their	their	PRON
easat-10037	138	38	consequences	consequence	NOUN
easat-10037	138	39	,	,	PUNCT
easat-10037	138	40	with	with	ADP
easat-10037	138	41	some	some	DET
easat-10037	138	42	districts	district	NOUN
easat-10037	138	43	consistently	consistently	ADV
easat-10037	138	44	experiencing	experience	VERB
easat-10037	138	45	higher	high	ADJ
easat-10037	138	46	means	mean	NOUN
easat-10037	138	47	and	and	CCONJ
easat-10037	138	48	maxima	maxima	NOUN
easat-10037	138	49	,	,	PUNCT
easat-10037	138	50	indicating	indicate	VERB
easat-10037	138	51	areas	area	NOUN
easat-10037	138	52	of	of	ADP
easat-10037	138	53	heightened	heightened	ADJ
easat-10037	138	54	conflict	conflict	NOUN
easat-10037	138	55	intensity	intensity	NOUN
easat-10037	138	56	.	.	PUNCT
easat-10037	139	1	table	table	NOUN
easat-10037	139	2	3	3	NUM
easat-10037	139	3	.	.	PUNCT
easat-10037	140	1	the	the	DET
easat-10037	140	2	results	result	NOUN
easat-10037	140	3	for	for	ADP
easat-10037	140	4	all	all	DET
easat-10037	140	5	models	model	NOUN
easat-10037	140	6	using	use	VERB
easat-10037	140	7	the	the	DET
easat-10037	140	8	incident	incident	NOUN
easat-10037	140	9	dataset	dataset	NOUN
easat-10037	140	10	.	.	PUNCT
easat-10037	141	1	data	datum	NOUN
easat-10037	141	2	set	set	VERB
easat-10037	141	3	level	level	NOUN
easat-10037	141	4	slope	slope	NOUN
easat-10037	141	5	epsilon	epsilon	PROPN
easat-10037	141	6	best	good	ADJ
easat-10037	141	7	model	model	PROPN
easat-10037	141	8	nong	nong	PROPN
easat-10037	141	9	chik	chik	PROPN
easat-10037	141	10	0.000	0.000	NUM
easat-10037	141	11	0.000	0.000	NUM
easat-10037	141	12	19.460	19.460	NUM
easat-10037	141	13	arima	arima	PROPN
easat-10037	141	14	sai	sai	PROPN
easat-10037	141	15	buri	buri	PROPN
easat-10037	141	16	0.418	0.418	NUM
easat-10037	141	17	0.000	0.000	NUM
easat-10037	141	18	48.380	48.380	NUM
easat-10037	141	19	arima	arima	NOUN
easat-10037	141	20	mueang	mueang	NOUN
easat-10037	141	21	pattani	pattani	NOUN
easat-10037	141	22	0.433	0.433	NUM
easat-10037	141	23	0.000	0.000	NUM
easat-10037	141	24	211.732	211.732	NUM
easat-10037	141	25	svr	svr	PROPN
easat-10037	141	26	model	model	NOUN
easat-10037	141	27	khok	khok	NOUN
easat-10037	141	28	pho	pho	X
easat-10037	141	29	0.036	0.036	NUM
easat-10037	141	30	0.000	0.000	NUM
easat-10037	141	31	11.904	11.904	NUM
easat-10037	141	32	arima	arima	NOUN
easat-10037	141	33	yaring	yare	VERB
easat-10037	141	34	0.355	0.355	NUM
easat-10037	141	35	0.000	0.000	NUM
easat-10037	141	36	13.350	13.350	NUM
easat-10037	141	37	arima	arima	PROPN
easat-10037	141	38	yarang	yarang	NOUN
easat-10037	141	39	0.350	0.350	NUM
easat-10037	141	40	0.000	0.000	NUM
easat-10037	141	41	16.235	16.235	NUM
easat-10037	141	42	arima	arima	PROPN
easat-10037	141	43	panare	panare	NOUN
easat-10037	141	44	0.095	0.095	NUM
easat-10037	141	45	0.000	0.000	NUM
easat-10037	141	46	6.159	6.159	NUM
easat-10037	141	47	arima	arima	NOUN
easat-10037	141	48	mayo	mayo	NOUN
easat-10037	141	49	0.115	0.115	NUM
easat-10037	141	50	0.000	0.000	NUM
easat-10037	141	51	9.882	9.882	NUM
easat-10037	141	52	arima	arima	PROPN
easat-10037	141	53	thung	thung	PROPN
easat-10037	141	54	yang	yang	PROPN
easat-10037	141	55	daeng	daeng	PROPN
easat-10037	141	56	0.028	0.028	NUM
easat-10037	141	57	0.000	0.000	NUM
easat-10037	141	58	3.946	3.946	NUM
easat-10037	141	59	arima	arima	NOUN
easat-10037	141	60	kapho	kapho	NOUN
easat-10037	141	61	0.123	0.123	NUM
easat-10037	141	62	0.000	0.000	NUM
easat-10037	141	63	19.086	19.086	NUM
easat-10037	141	64	arima	arima	PROPN
easat-10037	141	65	mae	mae	PROPN
easat-10037	141	66	lan	lan	PROPN
easat-10037	141	67	0.009	0.009	NUM
easat-10037	141	68	0.000	0.000	NUM
easat-10037	141	69	4.402	4.402	NUM
easat-10037	141	70	arima	arima	PROPN
easat-10037	141	71	mai	mai	PROPN
easat-10037	141	72	kaen	kaen	PROPN
easat-10037	142	1	0.000	0.000	NUM
easat-10037	142	2	0.000	0.000	NUM
easat-10037	142	3	2.182	2.182	NUM
easat-10037	142	4	arima	arima	NOUN
easat-10037	142	5	tables	table	NOUN
easat-10037	142	6	2	2	NUM
easat-10037	142	7	and	and	CCONJ
easat-10037	142	8	3	3	NUM
easat-10037	142	9	summarize	summarize	VERB
easat-10037	142	10	the	the	DET
easat-10037	142	11	forecasting	forecasting	NOUN
easat-10037	142	12	outcomes	outcome	NOUN
easat-10037	142	13	and	and	CCONJ
easat-10037	142	14	model	model	NOUN
easat-10037	142	15	performance	performance	NOUN
easat-10037	142	16	metrics	metric	NOUN
easat-10037	142	17	for	for	ADP
easat-10037	142	18	predicting	predict	VERB
easat-10037	142	19	incidents	incident	NOUN
easat-10037	142	20	,	,	PUNCT
easat-10037	142	21	injuries	injury	NOUN
easat-10037	142	22	,	,	PUNCT
easat-10037	142	23	and	and	CCONJ
easat-10037	142	24	deaths	death	NOUN
easat-10037	142	25	across	across	ADP
easat-10037	142	26	the	the	DET
easat-10037	142	27	12	12	NUM
easat-10037	142	28	districts	district	NOUN
easat-10037	142	29	in	in	ADP
easat-10037	142	30	pattani	pattani	NOUN
easat-10037	142	31	province	province	NOUN
easat-10037	142	32	using	use	VERB
easat-10037	142	33	arima	arima	PROPN
easat-10037	142	34	,	,	PUNCT
easat-10037	142	35	neural	neural	ADJ
easat-10037	142	36	network	network	NOUN
easat-10037	142	37	(	(	PUNCT
easat-10037	142	38	nn	nn	NOUN
easat-10037	142	39	)	)	PUNCT
easat-10037	142	40	,	,	PUNCT
easat-10037	142	41	and	and	CCONJ
easat-10037	142	42	support	support	VERB
easat-10037	142	43	vector	vector	NOUN
easat-10037	142	44	regression	regression	NOUN
easat-10037	142	45	(	(	PUNCT
easat-10037	142	46	svr	svr	NOUN
easat-10037	142	47	)	)	PUNCT
easat-10037	142	48	models	model	NOUN
easat-10037	142	49	.	.	PUNCT
easat-10037	143	1	the	the	DET
easat-10037	143	2	evaluation	evaluation	NOUN
easat-10037	143	3	criteria	criterion	NOUN
easat-10037	143	4	were	be	AUX
easat-10037	143	5	based	base	VERB
easat-10037	143	6	on	on	ADP
easat-10037	143	7	structural	structural	ADJ
easat-10037	143	8	time	time	NOUN
easat-10037	143	9	series	series	PROPN
easat-10037	143	10	features	feature	VERB
easat-10037	143	11	such	such	ADJ
easat-10037	143	12	as	as	ADP
easat-10037	143	13	level	level	NOUN
easat-10037	143	14	,	,	PUNCT
easat-10037	143	15	slope	slope	NOUN
easat-10037	143	16	,	,	PUNCT
easat-10037	143	17	and	and	CCONJ
easat-10037	143	18	epsilon	epsilon	PROPN
easat-10037	143	19	,	,	PUNCT
easat-10037	143	20	alongside	alongside	ADP
easat-10037	143	21	the	the	DET
easat-10037	143	22	accuracy	accuracy	NOUN
easat-10037	143	23	of	of	ADP
easat-10037	143	24	the	the	DET
easat-10037	143	25	forecasts	forecast	NOUN
easat-10037	143	26	.	.	PUNCT
easat-10037	144	1	table	table	NOUN
easat-10037	144	2	2	2	NUM
easat-10037	144	3	reveals	reveal	VERB
easat-10037	144	4	distinct	distinct	ADJ
easat-10037	144	5	variations	variation	NOUN
easat-10037	144	6	in	in	ADP
easat-10037	144	7	forecasting	forecasting	NOUN
easat-10037	144	8	performance	performance	NOUN
easat-10037	144	9	across	across	ADP
easat-10037	144	10	districts	district	NOUN
easat-10037	144	11	and	and	CCONJ
easat-10037	144	12	variables	variable	NOUN
easat-10037	144	13	.	.	PUNCT
easat-10037	145	1	notably	notably	ADV
easat-10037	145	2	,	,	PUNCT
easat-10037	145	3	arima	arima	PROPN
easat-10037	145	4	models	model	NOUN
easat-10037	145	5	consistently	consistently	ADV
easat-10037	145	6	performed	perform	VERB
easat-10037	145	7	best	well	ADV
easat-10037	145	8	in	in	ADP
easat-10037	145	9	the	the	DET
easat-10037	145	10	majority	majority	NOUN
easat-10037	145	11	of	of	ADP
easat-10037	145	12	districts	district	NOUN
easat-10037	145	13	when	when	SCONJ
easat-10037	145	14	forecasting	forecasting	NOUN
easat-10037	145	15	incidents	incident	NOUN
easat-10037	145	16	,	,	PUNCT
easat-10037	145	17	as	as	SCONJ
easat-10037	145	18	evidenced	evidence	VERB
easat-10037	145	19	by	by	ADP
easat-10037	145	20	the	the	DET
easat-10037	145	21	lowest	low	ADJ
easat-10037	145	22	epsilon	epsilon	PROPN
easat-10037	145	23	values	value	NOUN
easat-10037	145	24	and	and	CCONJ
easat-10037	145	25	selection	selection	NOUN
easat-10037	145	26	as	as	ADP
easat-10037	145	27	the	the	DET
easat-10037	145	28	"	"	PUNCT
easat-10037	145	29	best	good	ADJ
easat-10037	145	30	model	model	NOUN
easat-10037	145	31	"	"	PUNCT
easat-10037	145	32	in	in	ADP
easat-10037	145	33	table	table	NOUN
easat-10037	145	34	2	2	NUM
easat-10037	145	35	.	.	PUNCT
easat-10037	146	1	this	this	PRON
easat-10037	146	2	indicates	indicate	VERB
easat-10037	146	3	that	that	SCONJ
easat-10037	146	4	arima	arima	PROPN
easat-10037	146	5	’s	’s	PART
easat-10037	146	6	capability	capability	NOUN
easat-10037	146	7	to	to	PART
easat-10037	146	8	capture	capture	VERB
easat-10037	146	9	the	the	DET
easat-10037	146	10	temporal	temporal	ADJ
easat-10037	146	11	dependencies	dependency	NOUN
easat-10037	146	12	and	and	CCONJ
easat-10037	146	13	seasonality	seasonality	NOUN
easat-10037	146	14	of	of	ADP
easat-10037	146	15	unrest	unrest	NOUN
easat-10037	146	16	-	-	PUNCT
easat-10037	146	17	related	relate	VERB
easat-10037	146	18	incidents	incident	NOUN
easat-10037	146	19	makes	make	VERB
easat-10037	146	20	it	it	PRON
easat-10037	146	21	a	a	DET
easat-10037	146	22	robust	robust	ADJ
easat-10037	146	23	approach	approach	NOUN
easat-10037	146	24	for	for	ADP
easat-10037	146	25	such	such	ADJ
easat-10037	146	26	time	time	NOUN
easat-10037	146	27	series	series	PROPN
easat-10037	146	28	data	datum	NOUN
easat-10037	146	29	in	in	ADP
easat-10037	146	30	these	these	DET
easat-10037	146	31	contexts	contexts	NOUN
easat-10037	146	32	.	.	PUNCT
easat-10037	147	1	however	however	ADV
easat-10037	147	2	,	,	PUNCT
easat-10037	147	3	exceptions	exception	NOUN
easat-10037	147	4	were	be	AUX
easat-10037	147	5	observed	observe	VERB
easat-10037	147	6	where	where	SCONJ
easat-10037	147	7	svr	svr	PROPN
easat-10037	147	8	demonstrated	demonstrate	VERB
easat-10037	147	9	superior	superior	ADJ
easat-10037	147	10	forecasting	forecasting	NOUN
easat-10037	147	11	accuracy	accuracy	NOUN
easat-10037	147	12	,	,	PUNCT
easat-10037	147	13	such	such	ADJ
easat-10037	147	14	as	as	ADP
easat-10037	147	15	in	in	ADP
easat-10037	147	16	mueang	mueang	NOUN
easat-10037	147	17	pattani	pattani	NOUN
easat-10037	147	18	for	for	ADP
easat-10037	147	19	incidents	incident	NOUN
easat-10037	147	20	,	,	PUNCT
easat-10037	147	21	suggesting	suggest	VERB
easat-10037	147	22	that	that	SCONJ
easat-10037	147	23	machine	machine	NOUN
easat-10037	147	24	learning	learning	NOUN
easat-10037	147	25	methods	method	NOUN
easat-10037	147	26	may	may	AUX
easat-10037	147	27	better	well	ADV
easat-10037	147	28	capture	capture	VERB
easat-10037	147	29	complex	complex	ADJ
easat-10037	147	30	nonlinear	nonlinear	ADJ
easat-10037	147	31	patterns	pattern	NOUN
easat-10037	147	32	or	or	CCONJ
easat-10037	147	33	abrupt	abrupt	ADJ
easat-10037	147	34	changes	change	NOUN
easat-10037	147	35	in	in	ADP
easat-10037	147	36	some	some	DET
easat-10037	147	37	districts	district	NOUN
easat-10037	147	38	.	.	PUNCT
easat-10037	148	1	the	the	DET
easat-10037	148	2	neural	neural	ADJ
easat-10037	148	3	network	network	NOUN
easat-10037	148	4	models	model	NOUN
easat-10037	148	5	,	,	PUNCT
easat-10037	148	6	while	while	SCONJ
easat-10037	148	7	powerful	powerful	ADJ
easat-10037	148	8	in	in	ADP
easat-10037	148	9	theory	theory	NOUN
easat-10037	148	10	,	,	PUNCT
easat-10037	148	11	frequently	frequently	ADV
easat-10037	148	12	produced	produce	VERB
easat-10037	148	13	higher	high	ADJ
easat-10037	148	14	error	error	NOUN
easat-10037	148	15	values	value	NOUN
easat-10037	148	16	,	,	PUNCT
easat-10037	148	17	sometimes	sometimes	ADV
easat-10037	148	18	by	by	ADP
easat-10037	148	19	a	a	DET
easat-10037	148	20	large	large	ADJ
easat-10037	148	21	margin	margin	NOUN
easat-10037	148	22	,	,	PUNCT
easat-10037	148	23	especially	especially	ADV
easat-10037	148	24	in	in	ADP
easat-10037	148	25	injury	injury	NOUN
easat-10037	148	26	forecasting	forecasting	NOUN
easat-10037	148	27	,	,	PUNCT
easat-10037	148	28	as	as	SCONJ
easat-10037	148	29	seen	see	VERB
easat-10037	148	30	in	in	ADP
easat-10037	148	31	table	table	NOUN
easat-10037	148	32	3	3	NUM
easat-10037	148	33	.	.	PUNCT
easat-10037	149	1	this	this	PRON
easat-10037	149	2	may	may	AUX
easat-10037	149	3	reflect	reflect	VERB
easat-10037	149	4	issues	issue	NOUN
easat-10037	149	5	of	of	ADP
easat-10037	149	6	overfitting	overfitting	NOUN
easat-10037	149	7	or	or	CCONJ
easat-10037	149	8	sensitivity	sensitivity	NOUN
easat-10037	149	9	to	to	ADP
easat-10037	149	10	limited	limited	ADJ
easat-10037	149	11	or	or	CCONJ
easat-10037	149	12	noisy	noisy	ADJ
easat-10037	149	13	data	datum	NOUN
easat-10037	149	14	in	in	ADP
easat-10037	149	15	the	the	DET
easat-10037	149	16	context	context	NOUN
easat-10037	149	17	of	of	ADP
easat-10037	149	18	civil	civil	ADJ
easat-10037	149	19	unrest	unrest	NOUN
easat-10037	149	20	.	.	PUNCT
easat-10037	150	1	a	a	DET
easat-10037	150	2	closer	close	ADJ
easat-10037	150	3	inspection	inspection	NOUN
easat-10037	150	4	of	of	ADP
easat-10037	150	5	the	the	DET
easat-10037	150	6	magnitude	magnitude	NOUN
easat-10037	150	7	of	of	ADP
easat-10037	150	8	errors	error	NOUN
easat-10037	150	9	in	in	ADP
easat-10037	150	10	table	table	NOUN
easat-10037	150	11	1	1	NUM
easat-10037	150	12	reveals	reveal	VERB
easat-10037	150	13	stark	stark	ADJ
easat-10037	150	14	contrasts	contrast	NOUN
easat-10037	150	15	between	between	ADP
easat-10037	150	16	models	model	NOUN
easat-10037	150	17	;	;	PUNCT
easat-10037	150	18	for	for	ADP
easat-10037	150	19	example	example	NOUN
easat-10037	150	20	,	,	PUNCT
easat-10037	150	21	svr	svr	PROPN
easat-10037	150	22	produced	produce	VERB
easat-10037	150	23	extremely	extremely	ADV
easat-10037	150	24	high	high	ADJ
easat-10037	150	25	error	error	NOUN
easat-10037	150	26	values	value	NOUN
easat-10037	150	27	in	in	ADP
easat-10037	150	28	districts	district	NOUN
easat-10037	150	29	such	such	ADJ
easat-10037	150	30	as	as	ADP
easat-10037	150	31	khok	khok	NOUN
easat-10037	150	32	pho	pho	NOUN
easat-10037	150	33	and	and	CCONJ
easat-10037	150	34	yarang	yarang	NOUN
easat-10037	150	35	,	,	PUNCT
easat-10037	150	36	indicating	indicate	VERB
easat-10037	150	37	possible	possible	ADJ
easat-10037	150	38	instability	instability	NOUN
easat-10037	150	39	or	or	CCONJ
easat-10037	150	40	model	model	NOUN
easat-10037	150	41	misfit	misfit	NOUN
easat-10037	150	42	for	for	ADP
easat-10037	150	43	specific	specific	ADJ
easat-10037	150	44	locations	location	NOUN
easat-10037	150	45	or	or	CCONJ
easat-10037	150	46	data	datum	NOUN
easat-10037	150	47	characteristics	characteristic	NOUN
easat-10037	150	48	.	.	PUNCT
easat-10037	151	1	conversely	conversely	ADV
easat-10037	151	2	,	,	PUNCT
easat-10037	151	3	arima	arima	PROPN
easat-10037	151	4	consistently	consistently	ADV
easat-10037	151	5	maintained	maintain	VERB
easat-10037	151	6	relatively	relatively	ADV
easat-10037	151	7	low	low	ADJ
easat-10037	151	8	error	error	NOUN
easat-10037	151	9	rates	rate	NOUN
easat-10037	151	10	,	,	PUNCT
easat-10037	151	11	underscoring	underscore	VERB
easat-10037	151	12	its	its	PRON
easat-10037	151	13	reliability	reliability	NOUN
easat-10037	151	14	for	for	ADP
easat-10037	151	15	structured	structure	VERB
easat-10037	151	16	time	time	NOUN
easat-10037	151	17	series	series	NOUN
easat-10037	151	18	with	with	ADP
easat-10037	151	19	stable	stable	ADJ
easat-10037	151	20	temporal	temporal	ADJ
easat-10037	151	21	patterns	pattern	NOUN
easat-10037	151	22	.	.	PUNCT
easat-10037	152	1	overall	overall	ADV
easat-10037	152	2	,	,	PUNCT
easat-10037	152	3	these	these	DET
easat-10037	152	4	results	result	NOUN
easat-10037	152	5	highlight	highlight	VERB
easat-10037	152	6	the	the	DET
easat-10037	152	7	importance	importance	NOUN
easat-10037	152	8	of	of	ADP
easat-10037	152	9	district	district	NOUN
easat-10037	152	10	-	-	PUNCT
easat-10037	152	11	specific	specific	ADJ
easat-10037	152	12	model	model	NOUN
easat-10037	152	13	selection	selection	NOUN
easat-10037	152	14	over	over	ADP
easat-10037	152	15	a	a	DET
easat-10037	152	16	one	one	NUM
easat-10037	152	17	-	-	PUNCT
easat-10037	152	18	size	size	NOUN
easat-10037	152	19	-	-	PUNCT
easat-10037	152	20	fits	fit	VERB
easat-10037	152	21	-	-	PUNCT
easat-10037	152	22	all	all	DET
easat-10037	152	23	approach	approach	NOUN
easat-10037	152	24	.	.	PUNCT
easat-10037	153	1	while	while	SCONJ
easat-10037	153	2	arima	arima	PROPN
easat-10037	153	3	offers	offer	VERB
easat-10037	153	4	a	a	DET
easat-10037	153	5	dependable	dependable	ADJ
easat-10037	153	6	baseline	baseline	NOUN
easat-10037	153	7	,	,	PUNCT
easat-10037	153	8	machine	machine	NOUN
easat-10037	153	9	learning	learning	NOUN
easat-10037	153	10	methods	method	NOUN
easat-10037	153	11	like	like	ADP
easat-10037	153	12	svr	svr	PROPN
easat-10037	153	13	can	can	AUX
easat-10037	153	14	provide	provide	VERB
easat-10037	153	15	valuable	valuable	ADJ
easat-10037	153	16	improvements	improvement	NOUN
easat-10037	153	17	in	in	ADP
easat-10037	153	18	areas	area	NOUN
easat-10037	153	19	exhibiting	exhibit	VERB
easat-10037	153	20	complex	complex	ADJ
easat-10037	153	21	or	or	CCONJ
easat-10037	153	22	non	non	ADJ
easat-10037	153	23	-	-	ADJ
easat-10037	153	24	linear	linear	ADJ
easat-10037	153	25	dynamics	dynamic	NOUN
easat-10037	153	26	.	.	PUNCT
easat-10037	154	1	future	future	ADJ
easat-10037	154	2	forecasting	forecasting	NOUN
easat-10037	154	3	efforts	effort	NOUN
easat-10037	154	4	may	may	AUX
easat-10037	154	5	benefit	benefit	VERB
easat-10037	154	6	from	from	ADP
easat-10037	154	7	hybrid	hybrid	ADJ
easat-10037	154	8	or	or	CCONJ
easat-10037	154	9	ensemble	ensemble	ADJ
easat-10037	154	10	approaches	approach	NOUN
easat-10037	154	11	that	that	PRON
easat-10037	154	12	dynamically	dynamically	ADV
easat-10037	154	13	adapt	adapt	VERB
easat-10037	154	14	to	to	ADP
easat-10037	154	15	the	the	DET
easat-10037	154	16	unique	unique	ADJ
easat-10037	154	17	data	data	NOUN
easat-10037	154	18	characteristics	characteristic	NOUN
easat-10037	154	19	of	of	ADP
easat-10037	154	20	each	each	DET
easat-10037	154	21	district	district	NOUN
easat-10037	154	22	,	,	PUNCT
easat-10037	154	23	thereby	thereby	ADV
easat-10037	154	24	optimizing	optimize	VERB
easat-10037	154	25	prediction	prediction	NOUN
easat-10037	154	26	accuracy	accuracy	NOUN
easat-10037	154	27	.	.	PUNCT
easat-10037	155	1	5	5	X
easat-10037	155	2	.	.	X
easat-10037	155	3	conclusions	conclusion	NOUN
easat-10037	155	4	this	this	DET
easat-10037	155	5	study	study	NOUN
easat-10037	155	6	aims	aim	VERB
easat-10037	155	7	to	to	PART
easat-10037	155	8	determine	determine	VERB
easat-10037	155	9	the	the	DET
easat-10037	155	10	rules	rule	NOUN
easat-10037	155	11	for	for	ADP
easat-10037	155	12	forecasting	forecast	VERB
easat-10037	155	13	the	the	DET
easat-10037	155	14	time	time	NOUN
easat-10037	155	15	series	series	NOUN
easat-10037	155	16	of	of	ADP
easat-10037	155	17	incidents	incident	NOUN
easat-10037	155	18	,	,	PUNCT
easat-10037	155	19	deaths	death	NOUN
easat-10037	155	20	,	,	PUNCT
easat-10037	155	21	and	and	CCONJ
easat-10037	155	22	injuries	injury	NOUN
easat-10037	155	23	of	of	ADP
easat-10037	155	24	unrest	unrest	NOUN
easat-10037	155	25	in	in	ADP
easat-10037	155	26	the	the	DET
easat-10037	155	27	12	12	NUM
easat-10037	155	28	pattani	pattani	ADJ
easat-10037	155	29	districts	district	NOUN
easat-10037	155	30	of	of	ADP
easat-10037	155	31	thailand	thailand	PROPN
easat-10037	155	32	.	.	PUNCT
easat-10037	156	1	in	in	ADP
easat-10037	156	2	each	each	DET
easat-10037	156	3	district	district	NOUN
easat-10037	156	4	,	,	PUNCT
easat-10037	156	5	we	we	PRON
easat-10037	156	6	employed	employ	VERB
easat-10037	156	7	the	the	DET
easat-10037	156	8	monthly	monthly	ADJ
easat-10037	156	9	time	time	NOUN
easat-10037	156	10	series	series	PROPN
easat-10037	156	11	classified	classify	VERB
easat-10037	156	12	from	from	ADP
easat-10037	156	13	three	three	NUM
easat-10037	156	14	datasets	dataset	NOUN
easat-10037	156	15	compacted	compact	VERB
easat-10037	156	16	using	use	VERB
easat-10037	156	17	nn	nn	PROPN
easat-10037	156	18	,	,	PUNCT
easat-10037	156	19	svr	svr	PROPN
easat-10037	156	20	,	,	PUNCT
easat-10037	156	21	and	and	CCONJ
easat-10037	156	22	arima	arima	PROPN
easat-10037	156	23	models	model	NOUN
easat-10037	156	24	,	,	PUNCT
easat-10037	156	25	respectively	respectively	ADV
easat-10037	156	26	,	,	PUNCT
easat-10037	156	27	with	with	ADP
easat-10037	156	28	epsilon	epsilon	PROPN
easat-10037	156	29	,	,	PUNCT
easat-10037	156	30	level	level	NOUN
easat-10037	156	31	,	,	PUNCT
easat-10037	156	32	and	and	CCONJ
easat-10037	156	33	slope	slope	NOUN
easat-10037	156	34	selected	select	VERB
easat-10037	156	35	as	as	ADP
easat-10037	156	36	the	the	DET
easat-10037	156	37	features	feature	NOUN
easat-10037	156	38	.	.	PUNCT
easat-10037	157	1	these	these	DET
easat-10037	157	2	three	three	NUM
easat-10037	157	3	features	feature	NOUN
easat-10037	157	4	were	be	AUX
easat-10037	157	5	derived	derive	VERB
easat-10037	157	6	using	use	VERB
easat-10037	157	7	the	the	DET
easat-10037	157	8	structural	structural	ADJ
easat-10037	157	9	model	model	NOUN
easat-10037	157	10	.	.	PUNCT
easat-10037	158	1	the	the	DET
easat-10037	158	2	results	result	NOUN
easat-10037	158	3	of	of	ADP
easat-10037	158	4	the	the	DET
easat-10037	158	5	data	datum	NOUN
easat-10037	158	6	analysis	analysis	NOUN
easat-10037	158	7	revealed	reveal	VERB
easat-10037	158	8	a	a	DET
easat-10037	158	9	different	different	ADJ
easat-10037	158	10	forecast	forecast	NOUN
easat-10037	158	11	result	result	NOUN
easat-10037	158	12	for	for	ADP
easat-10037	158	13	the	the	DET
easat-10037	158	14	monthly	monthly	ADJ
easat-10037	158	15	time	time	NOUN
easat-10037	158	16	series	series	PROPN
easat-10037	158	17	1023	1023	NUM
easat-10037	158	18	edelweiss	edelweiss	PROPN
easat-10037	158	19	applied	apply	VERB
easat-10037	158	20	science	science	NOUN
easat-10037	158	21	and	and	CCONJ
easat-10037	158	22	technology	technology	NOUN
easat-10037	158	23	issn	issn	PROPN
easat-10037	158	24	:	:	PUNCT
easat-10037	158	25	2576	2576	NUM
easat-10037	158	26	-	-	SYM
easat-10037	158	27	8484	8484	NUM
easat-10037	158	28	vol	vol	NOUN
easat-10037	158	29	.	.	PROPN
easat-10037	159	1	9	9	NUM
easat-10037	159	2	,	,	PUNCT
easat-10037	159	3	no	no	INTJ
easat-10037	159	4	.	.	NOUN
easat-10037	159	5	9	9	NUM
easat-10037	159	6	:	:	SYM
easat-10037	159	7	1015	1015	NUM
easat-10037	159	8	-	-	SYM
easat-10037	159	9	1024	1024	NUM
easat-10037	159	10	,	,	PUNCT
easat-10037	159	11	2025	2025	NUM
easat-10037	159	12	doi	doi	NOUN
easat-10037	159	13	:	:	PUNCT
easat-10037	159	14	10.55214/2576	10.55214/2576	NUM
easat-10037	159	15	-	-	SYM
easat-10037	159	16	8484.v9i9.10037	8484.v9i9.10037	NUM
easat-10037	159	17	©	©	ADP
easat-10037	159	18	2025	2025	NUM
easat-10037	159	19	by	by	ADP
easat-10037	159	20	the	the	DET
easat-10037	159	21	authors	author	NOUN
easat-10037	159	22	;	;	PUNCT
easat-10037	160	1	licensee	licensee	PROPN
easat-10037	160	2	learning	learn	VERB
easat-10037	160	3	gate	gate	NOUN
easat-10037	160	4	datasets	dataset	NOUN
easat-10037	160	5	.	.	PUNCT
easat-10037	161	1	moreover	moreover	ADV
easat-10037	161	2	,	,	PUNCT
easat-10037	161	3	we	we	PRON
easat-10037	161	4	obtained	obtain	VERB
easat-10037	161	5	the	the	DET
easat-10037	161	6	monthly	monthly	ADJ
easat-10037	161	7	time	time	NOUN
easat-10037	161	8	series	series	NOUN
easat-10037	161	9	of	of	ADP
easat-10037	161	10	unrest	unrest	NOUN
easat-10037	161	11	incidents	incident	NOUN
easat-10037	161	12	using	use	VERB
easat-10037	161	13	the	the	DET
easat-10037	161	14	forecasting	forecasting	NOUN
easat-10037	161	15	rules	rule	NOUN
easat-10037	161	16	,	,	PUNCT
easat-10037	161	17	level	level	NOUN
easat-10037	161	18	,	,	PUNCT
easat-10037	161	19	and	and	CCONJ
easat-10037	161	20	epsilon	epsilon	PROPN
easat-10037	161	21	.	.	PUNCT
easat-10037	162	1	however	however	ADV
easat-10037	162	2	,	,	PUNCT
easat-10037	162	3	this	this	PRON
easat-10037	162	4	was	be	AUX
easat-10037	162	5	not	not	PART
easat-10037	162	6	possible	possible	ADJ
easat-10037	162	7	in	in	ADP
easat-10037	162	8	the	the	DET
easat-10037	162	9	monthly	monthly	ADJ
easat-10037	162	10	time	time	NOUN
easat-10037	162	11	series	series	NOUN
easat-10037	162	12	of	of	ADP
easat-10037	162	13	deaths	death	NOUN
easat-10037	162	14	.	.	PUNCT
easat-10037	163	1	amongst	amongst	ADP
easat-10037	163	2	the	the	DET
easat-10037	163	3	three	three	NUM
easat-10037	163	4	models	model	NOUN
easat-10037	163	5	,	,	PUNCT
easat-10037	163	6	the	the	DET
easat-10037	163	7	arima	arima	PROPN
easat-10037	163	8	model	model	NOUN
easat-10037	163	9	provided	provide	VERB
easat-10037	163	10	the	the	DET
easat-10037	163	11	best	good	ADJ
easat-10037	163	12	forecast	forecast	NOUN
easat-10037	163	13	result	result	NOUN
easat-10037	163	14	for	for	ADP
easat-10037	163	15	the	the	DET
easat-10037	163	16	injuries	injury	NOUN
easat-10037	163	17	dataset	dataset	VERB
easat-10037	163	18	in	in	ADP
easat-10037	163	19	all	all	DET
easat-10037	163	20	pattani	pattani	ADJ
easat-10037	163	21	districts	district	NOUN
easat-10037	163	22	.	.	PUNCT
easat-10037	164	1	although	although	SCONJ
easat-10037	164	2	the	the	DET
easat-10037	164	3	generated	generate	VERB
easat-10037	164	4	forecast	forecast	NOUN
easat-10037	164	5	rules	rule	NOUN
easat-10037	164	6	revealed	reveal	VERB
easat-10037	164	7	the	the	DET
easat-10037	164	8	specifics	specific	NOUN
easat-10037	164	9	of	of	ADP
easat-10037	164	10	the	the	DET
easat-10037	164	11	data	datum	NOUN
easat-10037	164	12	and	and	CCONJ
easat-10037	164	13	guided	guide	VERB
easat-10037	164	14	the	the	DET
easat-10037	164	15	research	research	NOUN
easat-10037	164	16	through	through	ADP
easat-10037	164	17	an	an	DET
easat-10037	164	18	in	in	ADP
easat-10037	164	19	-	-	PUNCT
easat-10037	164	20	depth	depth	NOUN
easat-10037	164	21	investigation	investigation	NOUN
easat-10037	164	22	,	,	PUNCT
easat-10037	164	23	this	this	DET
easat-10037	164	24	approach	approach	NOUN
easat-10037	164	25	should	should	AUX
easat-10037	164	26	be	be	AUX
easat-10037	164	27	applied	apply	VERB
easat-10037	164	28	to	to	ADP
easat-10037	164	29	a	a	DET
easat-10037	164	30	different	different	ADJ
easat-10037	164	31	dataset	dataset	NOUN
easat-10037	164	32	to	to	PART
easat-10037	164	33	further	far	ADV
easat-10037	164	34	understand	understand	VERB
easat-10037	164	35	the	the	DET
easat-10037	164	36	methods	method	NOUN
easat-10037	164	37	’	'	PUNCT
easat-10037	164	38	accuracy	accuracy	NOUN
easat-10037	164	39	.	.	PUNCT
easat-10037	165	1	funding	funding	NOUN
easat-10037	165	2	:	:	PUNCT
easat-10037	165	3	this	this	DET
easat-10037	165	4	research	research	NOUN
easat-10037	165	5	was	be	AUX
easat-10037	165	6	supported	support	VERB
easat-10037	165	7	by	by	ADP
easat-10037	165	8	the	the	DET
easat-10037	165	9	national	national	ADJ
easat-10037	165	10	science	science	NOUN
easat-10037	165	11	,	,	PUNCT
easat-10037	165	12	research	research	NOUN
easat-10037	165	13	,	,	PUNCT
easat-10037	165	14	and	and	CCONJ
easat-10037	165	15	innovation	innovation	NOUN
easat-10037	165	16	fund	fund	NOUN
easat-10037	165	17	(	(	PUNCT
easat-10037	165	18	nsrf	nsrf	NOUN
easat-10037	165	19	)	)	PUNCT
easat-10037	165	20	and	and	CCONJ
easat-10037	165	21	prince	prince	NOUN
easat-10037	165	22	of	of	ADP
easat-10037	165	23	songkla	songkla	PROPN
easat-10037	165	24	university	university	PROPN
easat-10037	165	25	(	(	PUNCT
easat-10037	165	26	ref	ref	NOUN
easat-10037	165	27	.	.	PUNCT
easat-10037	166	1	no	no	INTJ
easat-10037	166	2	.	.	PUNCT
easat-10037	167	1	sat6601160s	sat6601160s	NUM
easat-10037	167	2	)	)	PUNCT
easat-10037	167	3	.	.	PUNCT
easat-10037	168	1	transparency	transparency	NOUN
easat-10037	168	2	:	:	PUNCT
easat-10037	168	3	the	the	DET
easat-10037	168	4	authors	author	NOUN
easat-10037	168	5	confirm	confirm	VERB
easat-10037	168	6	that	that	SCONJ
easat-10037	168	7	the	the	DET
easat-10037	168	8	manuscript	manuscript	NOUN
easat-10037	168	9	is	be	AUX
easat-10037	168	10	an	an	DET
easat-10037	168	11	honest	honest	ADJ
easat-10037	168	12	,	,	PUNCT
easat-10037	168	13	accurate	accurate	ADJ
easat-10037	168	14	,	,	PUNCT
easat-10037	168	15	and	and	CCONJ
easat-10037	168	16	transparent	transparent	ADJ
easat-10037	168	17	account	account	NOUN
easat-10037	168	18	of	of	ADP
easat-10037	168	19	the	the	DET
easat-10037	168	20	study	study	NOUN
easat-10037	168	21	;	;	PUNCT
easat-10037	168	22	that	that	SCONJ
easat-10037	168	23	no	no	DET
easat-10037	168	24	vital	vital	ADJ
easat-10037	168	25	features	feature	NOUN
easat-10037	168	26	of	of	ADP
easat-10037	168	27	the	the	DET
easat-10037	168	28	study	study	NOUN
easat-10037	168	29	have	have	AUX
easat-10037	168	30	been	be	AUX
easat-10037	168	31	omitted	omit	VERB
easat-10037	168	32	;	;	PUNCT
easat-10037	168	33	and	and	CCONJ
easat-10037	168	34	that	that	SCONJ
easat-10037	168	35	any	any	DET
easat-10037	168	36	discrepancies	discrepancy	NOUN
easat-10037	168	37	from	from	ADP
easat-10037	168	38	the	the	DET
easat-10037	168	39	study	study	NOUN
easat-10037	168	40	as	as	SCONJ
easat-10037	168	41	planned	plan	VERB
easat-10037	168	42	have	have	AUX
easat-10037	168	43	been	be	AUX
easat-10037	168	44	explained	explain	VERB
easat-10037	168	45	.	.	PUNCT
easat-10037	169	1	this	this	DET
easat-10037	169	2	study	study	NOUN
easat-10037	169	3	followed	follow	VERB
easat-10037	169	4	all	all	DET
easat-10037	169	5	ethical	ethical	ADJ
easat-10037	169	6	practices	practice	NOUN
easat-10037	169	7	during	during	ADP
easat-10037	169	8	writing	writing	NOUN
easat-10037	169	9	.	.	PUNCT
easat-10037	170	1	acknowledgments	acknowledgment	NOUN
easat-10037	170	2	:	:	PUNCT
easat-10037	170	3	the	the	DET
easat-10037	170	4	author	author	NOUN
easat-10037	170	5	would	would	AUX
easat-10037	170	6	like	like	VERB
easat-10037	170	7	to	to	PART
easat-10037	170	8	thank	thank	VERB
easat-10037	170	9	dr	dr	PROPN
easat-10037	170	10	.	.	PROPN
easat-10037	170	11	haris	haris	PROPN
easat-10037	170	12	kurram	kurram	PROPN
easat-10037	170	13	for	for	ADP
easat-10037	170	14	his	his	PRON
easat-10037	170	15	help	help	NOUN
easat-10037	170	16	in	in	ADP
easat-10037	170	17	analyzing	analyze	VERB
easat-10037	170	18	and	and	CCONJ
easat-10037	170	19	improving	improve	VERB
easat-10037	170	20	the	the	DET
easat-10037	170	21	quality	quality	NOUN
easat-10037	170	22	of	of	ADP
easat-10037	170	23	the	the	DET
easat-10037	170	24	manuscript	manuscript	NOUN
easat-10037	170	25	.	.	PUNCT
easat-10037	171	1	additionally	additionally	ADV
easat-10037	171	2	,	,	PUNCT
easat-10037	171	3	we	we	PRON
easat-10037	171	4	would	would	AUX
easat-10037	171	5	like	like	VERB
easat-10037	171	6	to	to	PART
easat-10037	171	7	thank	thank	VERB
easat-10037	171	8	mr	mr	PROPN
easat-10037	171	9	.	.	PROPN
easat-10037	171	10	sherif	sherif	PROPN
easat-10037	171	11	eneye	eneye	NOUN
easat-10037	171	12	shuaib	shuaib	NOUN
easat-10037	171	13	and	and	CCONJ
easat-10037	171	14	ms	ms	PROPN
easat-10037	171	15	.	.	PROPN
easat-10037	171	16	chu	chu	PROPN
easat-10037	171	17	chu	chu	PROPN
easat-10037	171	18	for	for	ADP
easat-10037	171	19	their	their	PRON
easat-10037	171	20	assistance	assistance	NOUN
easat-10037	171	21	in	in	ADP
easat-10037	171	22	the	the	DET
easat-10037	171	23	writing	writing	NOUN
easat-10037	171	24	process	process	NOUN
easat-10037	171	25	.	.	PUNCT
easat-10037	172	1	the	the	DET
easat-10037	172	2	authors	author	NOUN
easat-10037	172	3	gratefully	gratefully	ADV
easat-10037	172	4	acknowledge	acknowledge	VERB
easat-10037	172	5	the	the	DET
easat-10037	172	6	deep	deep	ADJ
easat-10037	172	7	south	south	PROPN
easat-10037	172	8	coordination	coordination	NOUN
easat-10037	172	9	center	center	NOUN
easat-10037	172	10	(	(	PUNCT
easat-10037	172	11	dscc	dscc	PROPN
easat-10037	172	12	)	)	PUNCT
easat-10037	172	13	and	and	CCONJ
easat-10037	172	14	deep	deep	ADJ
easat-10037	172	15	south	south	PROPN
easat-10037	172	16	watch	watch	NOUN
easat-10037	172	17	(	(	PUNCT
easat-10037	172	18	dsw	dsw	PROPN
easat-10037	172	19	)	)	PUNCT
easat-10037	172	20	for	for	ADP
easat-10037	172	21	providing	provide	VERB
easat-10037	172	22	the	the	DET
easat-10037	172	23	data	datum	NOUN
easat-10037	172	24	.	.	PUNCT
easat-10037	173	1	copyright	copyright	NOUN
easat-10037	173	2	:	:	PUNCT
easat-10037	173	3	©	©	PROPN
easat-10037	173	4	2025	2025	NUM
easat-10037	173	5	by	by	ADP
easat-10037	173	6	the	the	DET
easat-10037	173	7	authors	author	NOUN
easat-10037	173	8	.	.	PUNCT
easat-10037	174	1	this	this	DET
easat-10037	174	2	open	open	ADJ
easat-10037	174	3	-	-	PUNCT
easat-10037	174	4	access	access	NOUN
easat-10037	174	5	article	article	NOUN
easat-10037	174	6	is	be	AUX
easat-10037	174	7	distributed	distribute	VERB
easat-10037	174	8	under	under	ADP
easat-10037	174	9	the	the	DET
easat-10037	174	10	terms	term	NOUN
easat-10037	174	11	and	and	CCONJ
easat-10037	174	12	conditions	condition	NOUN
easat-10037	174	13	of	of	ADP
easat-10037	174	14	the	the	DET
easat-10037	174	15	creative	creative	ADJ
easat-10037	174	16	commons	common	NOUN
easat-10037	174	17	attribution	attribution	NOUN
easat-10037	174	18	(	(	PUNCT
easat-10037	174	19	cc	cc	NOUN
easat-10037	174	20	by	by	ADP
easat-10037	174	21	)	)	PUNCT
easat-10037	174	22	license	license	NOUN
easat-10037	174	23	(	(	PUNCT
easat-10037	174	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-10037	174	25	)	)	PUNCT
easat-10037	174	26	.	.	PUNCT
easat-10037	175	1	references	reference	NOUN
easat-10037	175	2	[	[	X
easat-10037	175	3	1	1	X
easat-10037	175	4	]	]	PUNCT
easat-10037	175	5	v.	v.	ADP
easat-10037	175	6	d.	d.	PROPN
easat-10037	175	7	k.	k.	PROPN
easat-10037	175	8	zwet	zwet	PROPN
easat-10037	175	9	,	,	PUNCT
easat-10037	175	10	a.	a.	PROPN
easat-10037	175	11	i.	i.	PROPN
easat-10037	175	12	barros	barros	PROPN
easat-10037	175	13	,	,	PUNCT
easat-10037	175	14	t.	t.	PROPN
easat-10037	175	15	m.	m.	PROPN
easat-10037	175	16	van	van	PROPN
easat-10037	175	17	engers	enger	NOUN
easat-10037	175	18	,	,	PUNCT
easat-10037	175	19	and	and	CCONJ
easat-10037	175	20	p.	p.	PROPN
easat-10037	175	21	m.	m.	NOUN
easat-10037	175	22	sloot	sloot	PROPN
easat-10037	175	23	,	,	PUNCT
easat-10037	175	24	"	"	PUNCT
easat-10037	175	25	promises	promise	NOUN
easat-10037	175	26	and	and	CCONJ
easat-10037	175	27	pitfalls	pitfall	NOUN
easat-10037	175	28	of	of	ADP
easat-10037	175	29	computational	computational	ADJ
easat-10037	175	30	modelling	modelling	NOUN
easat-10037	175	31	for	for	ADP
easat-10037	175	32	insurgency	insurgency	NOUN
easat-10037	175	33	conflicts	conflict	NOUN
easat-10037	175	34	,	,	PUNCT
easat-10037	175	35	"	"	PUNCT
easat-10037	175	36	the	the	DET
easat-10037	175	37	journal	journal	NOUN
easat-10037	175	38	of	of	ADP
easat-10037	175	39	defense	defense	NOUN
easat-10037	175	40	modeling	modeling	NOUN
easat-10037	175	41	and	and	CCONJ
easat-10037	175	42	simulation	simulation	NOUN
easat-10037	175	43	,	,	PUNCT
easat-10037	175	44	vol	vol	NOUN
easat-10037	175	45	.	.	PROPN
easat-10037	175	46	20	20	NUM
easat-10037	175	47	,	,	PUNCT
easat-10037	175	48	no	no	INTJ
easat-10037	175	49	.	.	NOUN
easat-10037	175	50	3	3	NUM
easat-10037	175	51	,	,	PUNCT
easat-10037	175	52	pp	pp	ADJ
easat-10037	175	53	.	.	PUNCT
easat-10037	176	1	333	333	NUM
easat-10037	176	2	-	-	SYM
easat-10037	176	3	350	350	NUM
easat-10037	176	4	,	,	PUNCT
easat-10037	176	5	2023	2023	NUM
easat-10037	176	6	.	.	PUNCT
easat-10037	177	1	https://doi.org/10.1177/15485129211047961	https://doi.org/10.1177/15485129211047961	PRON
easat-10037	177	2	[	[	PUNCT
easat-10037	177	3	2	2	NUM
easat-10037	177	4	]	]	PUNCT
easat-10037	177	5	s.	s.	PROPN
easat-10037	177	6	waeto	waeto	PROPN
easat-10037	177	7	,	,	PUNCT
easat-10037	177	8	k.	k.	PROPN
easat-10037	177	9	chuarkham	chuarkham	PROPN
easat-10037	177	10	,	,	PUNCT
easat-10037	177	11	and	and	CCONJ
easat-10037	177	12	a.	a.	NOUN
easat-10037	177	13	intarasit	intarasit	NOUN
easat-10037	177	14	,	,	PUNCT
easat-10037	177	15	"	"	PUNCT
easat-10037	177	16	forecasting	forecasting	NOUN
easat-10037	177	17	time	time	NOUN
easat-10037	177	18	series	series	PROPN
easat-10037	177	19	movement	movement	PROPN
easat-10037	177	20	direction	direction	NOUN
easat-10037	177	21	with	with	ADP
easat-10037	177	22	hybrid	hybrid	ADJ
easat-10037	177	23	methodology	methodology	NOUN
easat-10037	177	24	,	,	PUNCT
easat-10037	177	25	"	"	PUNCT
easat-10037	177	26	journal	journal	NOUN
easat-10037	177	27	of	of	ADP
easat-10037	177	28	probability	probability	NOUN
easat-10037	177	29	and	and	CCONJ
easat-10037	177	30	statistics	statistic	NOUN
easat-10037	177	31	,	,	PUNCT
easat-10037	177	32	vol	vol	NOUN
easat-10037	177	33	.	.	PROPN
easat-10037	177	34	2017	2017	NUM
easat-10037	177	35	,	,	PUNCT
easat-10037	177	36	no	no	INTJ
easat-10037	177	37	.	.	NOUN
easat-10037	177	38	1	1	NUM
easat-10037	177	39	,	,	PUNCT
easat-10037	177	40	p.	p.	NOUN
easat-10037	177	41	3174305	3174305	NUM
easat-10037	177	42	,	,	PUNCT
easat-10037	177	43	2017	2017	NUM
easat-10037	177	44	.	.	PUNCT
easat-10037	178	1	https://doi.org/10.1155/2017/3174305	https://doi.org/10.1155/2017/3174305	NOUN
easat-10037	179	1	[	[	X
easat-10037	179	2	3	3	X
easat-10037	179	3	]	]	X
easat-10037	179	4	s.	s.	PROPN
easat-10037	179	5	domrongphol	domrongphol	PROPN
easat-10037	179	6	and	and	CCONJ
easat-10037	179	7	a.	a.	PROPN
easat-10037	179	8	yared	yared	PROPN
easat-10037	179	9	,	,	PUNCT
easat-10037	179	10	"	"	PUNCT
easat-10037	179	11	an	an	DET
easat-10037	179	12	analysis	analysis	NOUN
easat-10037	179	13	of	of	ADP
easat-10037	179	14	insurgency	insurgency	NOUN
easat-10037	179	15	in	in	ADP
easat-10037	179	16	three	three	NUM
easat-10037	179	17	southern	southern	ADJ
easat-10037	179	18	provinces	province	NOUN
easat-10037	179	19	of	of	ADP
easat-10037	179	20	thailand	thailand	PROPN
easat-10037	179	21	by	by	ADP
easat-10037	179	22	using	use	VERB
easat-10037	179	23	var	var	NOUN
easat-10037	179	24	model	model	NOUN
easat-10037	179	25	,	,	PUNCT
easat-10037	179	26	"	"	PUNCT
easat-10037	179	27	burapha	burapha	NOUN
easat-10037	179	28	journal	journal	NOUN
easat-10037	179	29	of	of	ADP
easat-10037	179	30	political	political	ADJ
easat-10037	179	31	economy	economy	NOUN
easat-10037	179	32	,	,	PUNCT
easat-10037	179	33	vol	vol	NOUN
easat-10037	179	34	.	.	PROPN
easat-10037	179	35	9	9	NUM
easat-10037	179	36	,	,	PUNCT
easat-10037	179	37	no	no	INTJ
easat-10037	179	38	.	.	NOUN
easat-10037	179	39	1	1	NUM
easat-10037	179	40	,	,	PUNCT
easat-10037	179	41	pp	pp	ADJ
easat-10037	179	42	.	.	PUNCT
easat-10037	180	1	39–57	39–57	NUM
easat-10037	180	2	,	,	PUNCT
easat-10037	180	3	2021	2021	NUM
easat-10037	180	4	.	.	PUNCT
easat-10037	181	1	[	[	X
easat-10037	181	2	4	4	NUM
easat-10037	181	3	]	]	PUNCT
easat-10037	181	4	a.	a.	PROPN
easat-10037	181	5	r.	r.	PROPN
easat-10037	181	6	chaturvedi	chaturvedi	PROPN
easat-10037	181	7	,	,	PUNCT
easat-10037	181	8	m.	m.	PROPN
easat-10037	181	9	gupta	gupta	PROPN
easat-10037	181	10	,	,	PUNCT
easat-10037	181	11	s.	s.	PROPN
easat-10037	181	12	r.	r.	PROPN
easat-10037	181	13	mehta	mehta	PROPN
easat-10037	181	14	,	,	PUNCT
easat-10037	181	15	and	and	CCONJ
easat-10037	181	16	w.	w.	PROPN
easat-10037	181	17	t.	t.	PROPN
easat-10037	181	18	yue	yue	PROPN
easat-10037	181	19	,	,	PUNCT
easat-10037	181	20	"	"	PUNCT
easat-10037	181	21	agent	agent	NOUN
easat-10037	181	22	-	-	PUNCT
easat-10037	181	23	based	base	VERB
easat-10037	181	24	simulation	simulation	NOUN
easat-10037	181	25	approach	approach	NOUN
easat-10037	181	26	to	to	ADP
easat-10037	181	27	information	information	NOUN
easat-10037	181	28	warfare	warfare	NOUN
easat-10037	181	29	in	in	ADP
easat-10037	181	30	the	the	DET
easat-10037	181	31	seas	seas	PROPN
easat-10037	181	32	environment	environment	NOUN
easat-10037	181	33	,	,	PUNCT
easat-10037	181	34	"	"	PUNCT
easat-10037	181	35	in	in	ADP
easat-10037	181	36	proceedings	proceeding	NOUN
easat-10037	181	37	of	of	ADP
easat-10037	181	38	the	the	DET
easat-10037	181	39	33rd	33rd	ADJ
easat-10037	181	40	annual	annual	ADJ
easat-10037	181	41	hawaii	hawaii	PROPN
easat-10037	181	42	international	international	PROPN
easat-10037	181	43	conference	conference	NOUN
easat-10037	181	44	on	on	ADP
easat-10037	181	45	system	system	NOUN
easat-10037	181	46	sciences	science	NOUN
easat-10037	181	47	,	,	PUNCT
easat-10037	181	48	2000	2000	NUM
easat-10037	181	49	.	.	PUNCT
easat-10037	182	1	[	[	X
easat-10037	182	2	5	5	X
easat-10037	182	3	]	]	PUNCT
easat-10037	182	4	p.	p.	PROPN
easat-10037	182	5	j.	j.	PROPN
easat-10037	182	6	giabbanelli	giabbanelli	PROPN
easat-10037	182	7	,	,	PUNCT
easat-10037	182	8	"	"	PUNCT
easat-10037	182	9	modelling	model	VERB
easat-10037	182	10	the	the	DET
easat-10037	182	11	spatial	spatial	ADJ
easat-10037	182	12	and	and	CCONJ
easat-10037	182	13	social	social	ADJ
easat-10037	182	14	dynamics	dynamic	NOUN
easat-10037	182	15	of	of	ADP
easat-10037	182	16	insurgency	insurgency	NOUN
easat-10037	182	17	,	,	PUNCT
easat-10037	182	18	"	"	PUNCT
easat-10037	182	19	security	security	NOUN
easat-10037	182	20	informatics	informatic	NOUN
easat-10037	182	21	,	,	PUNCT
easat-10037	182	22	vol	vol	NOUN
easat-10037	182	23	.	.	PROPN
easat-10037	183	1	3	3	NUM
easat-10037	183	2	,	,	PUNCT
easat-10037	183	3	no	no	INTJ
easat-10037	183	4	.	.	NOUN
easat-10037	183	5	1	1	NUM
easat-10037	183	6	,	,	PUNCT
easat-10037	183	7	p.	p.	NOUN
easat-10037	183	8	2	2	NUM
easat-10037	183	9	,	,	PUNCT
easat-10037	183	10	2014	2014	NUM
easat-10037	183	11	.	.	PUNCT
easat-10037	184	1	https://doi.org/10.1186/2190-8532-3-2	https://doi.org/10.1186/2190-8532-3-2	VERB
easat-10037	185	1	[	[	X
easat-10037	185	2	6	6	NUM
easat-10037	185	3	]	]	PUNCT
easat-10037	186	1	p.	p.	NOUN
easat-10037	186	2	k.	k.	PROPN
easat-10037	187	1	davis	davis	PROPN
easat-10037	187	2	,	,	PUNCT
easat-10037	187	3	a.	a.	NOUN
easat-10037	187	4	o’mahony	o’mahony	PROPN
easat-10037	187	5	,	,	PUNCT
easat-10037	187	6	and	and	CCONJ
easat-10037	187	7	j.	j.	PROPN
easat-10037	187	8	pfautz	pfautz	PROPN
easat-10037	187	9	,	,	PUNCT
easat-10037	187	10	social	social	ADJ
easat-10037	187	11	behavioral	behavioral	ADJ
easat-10037	187	12	modeling	modeling	NOUN
easat-10037	187	13	for	for	ADP
easat-10037	187	14	complex	complex	ADJ
easat-10037	187	15	systems	system	NOUN
easat-10037	187	16	.	.	PUNCT
easat-10037	188	1	hoboken	hoboken	PROPN
easat-10037	188	2	,	,	PUNCT
easat-10037	188	3	nj	nj	PROPN
easat-10037	188	4	,	,	PUNCT
easat-10037	188	5	usa	usa	PROPN
easat-10037	188	6	:	:	PUNCT
easat-10037	188	7	wiley	wiley	PROPN
easat-10037	188	8	,	,	PUNCT
easat-10037	188	9	2019	2019	NUM
easat-10037	188	10	.	.	PUNCT
easat-10037	189	1	[	[	X
easat-10037	189	2	7	7	NUM
easat-10037	189	3	]	]	PUNCT
easat-10037	189	4	a.	a.	NOUN
easat-10037	189	5	c.	c.	PROPN
easat-10037	189	6	harvey	harvey	PROPN
easat-10037	189	7	,	,	PUNCT
easat-10037	189	8	forecasting	forecast	VERB
easat-10037	189	9	structural	structural	ADJ
easat-10037	189	10	time	time	NOUN
easat-10037	189	11	series	series	NOUN
easat-10037	189	12	models	model	NOUN
easat-10037	189	13	and	and	CCONJ
easat-10037	189	14	the	the	DET
easat-10037	189	15	kalman	kalman	PROPN
easat-10037	189	16	filter	filter	PROPN
easat-10037	189	17	.	.	PUNCT
easat-10037	190	1	cambridge	cambridge	PROPN
easat-10037	190	2	,	,	PUNCT
easat-10037	190	3	u.k	u.k	PROPN
easat-10037	190	4	:	:	PUNCT
easat-10037	190	5	cambridge	cambridge	PROPN
easat-10037	190	6	univ	univ	PROPN
easat-10037	190	7	.	.	PUNCT
easat-10037	190	8	press	press	PROPN
easat-10037	190	9	,	,	PUNCT
easat-10037	190	10	1989	1989	NUM
easat-10037	190	11	.	.	PUNCT
easat-10037	191	1	[	[	X
easat-10037	191	2	8	8	NUM
easat-10037	191	3	]	]	X
easat-10037	191	4	c.	c.	PROPN
easat-10037	191	5	v.	v.	PROPN
easat-10037	191	6	nikolopoulos	nikolopoulos	PROPN
easat-10037	191	7	and	and	CCONJ
easat-10037	191	8	d.	d.	PROPN
easat-10037	191	9	tzanetis	tzanetis	PROPN
easat-10037	191	10	,	,	PUNCT
easat-10037	191	11	"	"	PUNCT
easat-10037	191	12	a	a	DET
easat-10037	191	13	model	model	NOUN
easat-10037	191	14	for	for	ADP
easat-10037	191	15	housing	housing	NOUN
easat-10037	191	16	allocation	allocation	NOUN
easat-10037	191	17	of	of	ADP
easat-10037	191	18	a	a	DET
easat-10037	191	19	homeless	homeless	ADJ
easat-10037	191	20	population	population	NOUN
easat-10037	191	21	due	due	ADP
easat-10037	191	22	to	to	ADP
easat-10037	191	23	a	a	DET
easat-10037	191	24	natural	natural	ADJ
easat-10037	191	25	disaster	disaster	NOUN
easat-10037	191	26	,	,	PUNCT
easat-10037	191	27	"	"	PUNCT
easat-10037	191	28	nonlinear	nonlinear	ADJ
easat-10037	191	29	analysis	analysis	NOUN
easat-10037	191	30	:	:	PUNCT
easat-10037	191	31	real	real	ADJ
easat-10037	191	32	world	world	NOUN
easat-10037	191	33	applications	application	NOUN
easat-10037	191	34	,	,	PUNCT
easat-10037	191	35	vol	vol	NOUN
easat-10037	191	36	.	.	PROPN
easat-10037	191	37	4	4	NUM
easat-10037	191	38	,	,	PUNCT
easat-10037	191	39	no	no	INTJ
easat-10037	191	40	.	.	NOUN
easat-10037	191	41	4	4	NUM
easat-10037	191	42	,	,	PUNCT
easat-10037	191	43	pp	pp	ADJ
easat-10037	191	44	.	.	PUNCT
easat-10037	192	1	561	561	NUM
easat-10037	192	2	-	-	SYM
easat-10037	192	3	579	579	NUM
easat-10037	192	4	,	,	PUNCT
easat-10037	192	5	2003	2003	NUM
easat-10037	192	6	.	.	PUNCT
easat-10037	193	1	[	[	X
easat-10037	193	2	9	9	NUM
easat-10037	193	3	]	]	PUNCT
easat-10037	193	4	a.	a.	NOUN
easat-10037	193	5	k.	k.	PROPN
easat-10037	193	6	misra	misra	PROPN
easat-10037	193	7	,	,	PUNCT
easat-10037	193	8	"	"	PUNCT
easat-10037	193	9	modeling	model	VERB
easat-10037	193	10	the	the	DET
easat-10037	193	11	effect	effect	NOUN
easat-10037	193	12	of	of	ADP
easat-10037	193	13	police	police	NOUN
easat-10037	193	14	deterrence	deterrence	NOUN
easat-10037	193	15	on	on	ADP
easat-10037	193	16	the	the	DET
easat-10037	193	17	prevalence	prevalence	NOUN
easat-10037	193	18	of	of	ADP
easat-10037	193	19	crime	crime	NOUN
easat-10037	193	20	in	in	ADP
easat-10037	193	21	the	the	DET
easat-10037	193	22	society	society	NOUN
easat-10037	193	23	,	,	PUNCT
easat-10037	193	24	"	"	PUNCT
easat-10037	193	25	applied	apply	VERB
easat-10037	193	26	mathematics	mathematic	NOUN
easat-10037	193	27	and	and	CCONJ
easat-10037	193	28	computation	computation	NOUN
easat-10037	193	29	,	,	PUNCT
easat-10037	193	30	vol	vol	NOUN
easat-10037	193	31	.	.	PROPN
easat-10037	193	32	237	237	NUM
easat-10037	193	33	,	,	PUNCT
easat-10037	193	34	pp	pp	ADJ
easat-10037	193	35	.	.	PUNCT
easat-10037	194	1	531	531	NUM
easat-10037	194	2	-	-	SYM
easat-10037	194	3	545	545	NUM
easat-10037	194	4	,	,	PUNCT
easat-10037	194	5	2014	2014	NUM
easat-10037	194	6	.	.	PUNCT
easat-10037	195	1	[	[	X
easat-10037	195	2	10	10	NUM
easat-10037	195	3	]	]	X
easat-10037	195	4	l.	l.	PROPN
easat-10037	195	5	m.	m.	PROPN
easat-10037	195	6	bettencourt	bettencourt	PROPN
easat-10037	195	7	,	,	PUNCT
easat-10037	195	8	a.	a.	PROPN
easat-10037	195	9	cintrón	cintrón	PROPN
easat-10037	195	10	-	-	PUNCT
easat-10037	195	11	arias	arias	PROPN
easat-10037	195	12	,	,	PUNCT
easat-10037	195	13	d.	d.	PROPN
easat-10037	195	14	i.	i.	PROPN
easat-10037	195	15	kaiser	kaiser	PROPN
easat-10037	195	16	,	,	PUNCT
easat-10037	195	17	and	and	CCONJ
easat-10037	195	18	c.	c.	PROPN
easat-10037	195	19	castillo	castillo	PROPN
easat-10037	195	20	-	-	PUNCT
easat-10037	195	21	chávez	chávez	PROPN
easat-10037	195	22	,	,	PUNCT
easat-10037	195	23	"	"	PUNCT
easat-10037	195	24	the	the	DET
easat-10037	195	25	power	power	NOUN
easat-10037	195	26	of	of	ADP
easat-10037	195	27	a	a	DET
easat-10037	195	28	good	good	ADJ
easat-10037	195	29	idea	idea	NOUN
easat-10037	195	30	:	:	PUNCT
easat-10037	195	31	quantitative	quantitative	ADJ
easat-10037	195	32	modeling	modeling	NOUN
easat-10037	195	33	of	of	ADP
easat-10037	195	34	the	the	DET
easat-10037	195	35	spread	spread	NOUN
easat-10037	195	36	of	of	ADP
easat-10037	195	37	ideas	idea	NOUN
easat-10037	195	38	from	from	ADP
easat-10037	195	39	epidemiological	epidemiological	ADJ
easat-10037	195	40	models	model	NOUN
easat-10037	195	41	,	,	PUNCT
easat-10037	195	42	"	"	PUNCT
easat-10037	195	43	physica	physica	NOUN
easat-10037	195	44	a	a	DET
easat-10037	195	45	:	:	PUNCT
easat-10037	195	46	statistical	statistical	ADJ
easat-10037	195	47	mechanics	mechanic	NOUN
easat-10037	195	48	and	and	CCONJ
easat-10037	195	49	its	its	PRON
easat-10037	195	50	applications	application	NOUN
easat-10037	195	51	,	,	PUNCT
easat-10037	195	52	vol	vol	NOUN
easat-10037	195	53	.	.	PROPN
easat-10037	195	54	364	364	NUM
easat-10037	195	55	,	,	PUNCT
easat-10037	195	56	pp	pp	ADJ
easat-10037	195	57	.	.	PUNCT
easat-10037	196	1	513	513	NUM
easat-10037	196	2	-	-	SYM
easat-10037	196	3	536	536	NUM
easat-10037	196	4	,	,	PUNCT
easat-10037	196	5	2006	2006	NUM
easat-10037	196	6	.	.	PUNCT
easat-10037	197	1	[	[	X
easat-10037	197	2	11	11	NUM
easat-10037	197	3	]	]	PUNCT
easat-10037	197	4	a.	a.	NOUN
easat-10037	197	5	atangana	atangana	PROPN
easat-10037	197	6	and	and	CCONJ
easat-10037	197	7	j.	j.	PROPN
easat-10037	197	8	f.	f.	PROPN
easat-10037	197	9	gómez	gómez	PROPN
easat-10037	197	10	-	-	PUNCT
easat-10037	197	11	aguilar	aguilar	ADJ
easat-10037	197	12	,	,	PUNCT
easat-10037	197	13	"	"	PUNCT
easat-10037	197	14	decolonisation	decolonisation	NOUN
easat-10037	197	15	of	of	ADP
easat-10037	197	16	fractional	fractional	ADJ
easat-10037	197	17	calculus	calculus	NOUN
easat-10037	197	18	rules	rule	NOUN
easat-10037	197	19	:	:	PUNCT
easat-10037	197	20	breaking	break	VERB
easat-10037	197	21	commutativity	commutativity	NOUN
easat-10037	197	22	and	and	CCONJ
easat-10037	197	23	associativity	associativity	NOUN
easat-10037	197	24	to	to	PART
easat-10037	197	25	capture	capture	VERB
easat-10037	197	26	more	more	ADJ
easat-10037	197	27	natural	natural	ADJ
easat-10037	197	28	phenomena	phenomenon	NOUN
easat-10037	197	29	,	,	PUNCT
easat-10037	197	30	"	"	PUNCT
easat-10037	197	31	the	the	DET
easat-10037	197	32	european	european	PROPN
easat-10037	197	33	physical	physical	PROPN
easat-10037	197	34	journal	journal	PROPN
easat-10037	197	35	plus	plus	CCONJ
easat-10037	197	36	,	,	PUNCT
easat-10037	197	37	vol	vol	NOUN
easat-10037	197	38	.	.	PROPN
easat-10037	197	39	133	133	NUM
easat-10037	197	40	,	,	PUNCT
easat-10037	197	41	no	no	INTJ
easat-10037	197	42	.	.	NOUN
easat-10037	197	43	4	4	NUM
easat-10037	197	44	,	,	PUNCT
easat-10037	197	45	pp	pp	ADJ
easat-10037	197	46	.	.	PUNCT
easat-10037	198	1	1	1	NUM
easat-10037	198	2	-	-	SYM
easat-10037	198	3	12	12	NUM
easat-10037	198	4	,	,	PUNCT
easat-10037	198	5	2018	2018	NUM
easat-10037	198	6	.	.	PUNCT
easat-10037	199	1	[	[	X
easat-10037	199	2	12	12	NUM
easat-10037	199	3	]	]	PUNCT
easat-10037	199	4	a.	a.	NOUN
easat-10037	199	5	misra	misra	PROPN
easat-10037	199	6	and	and	CCONJ
easat-10037	199	7	a.	a.	PROPN
easat-10037	199	8	k.	k.	PROPN
easat-10037	199	9	singh	singh	PROPN
easat-10037	199	10	,	,	PUNCT
easat-10037	199	11	"	"	PUNCT
easat-10037	199	12	a	a	DET
easat-10037	199	13	mathematical	mathematical	ADJ
easat-10037	199	14	model	model	NOUN
easat-10037	199	15	for	for	ADP
easat-10037	199	16	unemployment	unemployment	NOUN
easat-10037	199	17	,	,	PUNCT
easat-10037	199	18	"	"	PUNCT
easat-10037	199	19	nonlinear	nonlinear	ADJ
easat-10037	199	20	analysis	analysis	NOUN
easat-10037	199	21	:	:	PUNCT
easat-10037	199	22	real	real	ADJ
easat-10037	199	23	world	world	NOUN
easat-10037	199	24	applications	application	NOUN
easat-10037	199	25	,	,	PUNCT
easat-10037	199	26	vol	vol	NOUN
easat-10037	199	27	.	.	PROPN
easat-10037	199	28	12	12	NUM
easat-10037	199	29	,	,	PUNCT
easat-10037	199	30	no	no	INTJ
easat-10037	199	31	.	.	NOUN
easat-10037	199	32	1	1	NUM
easat-10037	199	33	,	,	PUNCT
easat-10037	199	34	pp	pp	ADJ
easat-10037	199	35	.	.	PUNCT
easat-10037	200	1	128	128	NUM
easat-10037	200	2	-	-	SYM
easat-10037	200	3	136	136	NUM
easat-10037	200	4	,	,	PUNCT
easat-10037	200	5	2011	2011	NUM
easat-10037	200	6	.	.	PUNCT
easat-10037	201	1	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-10037	201	2	https://doi.org/10.1177/15485129211047961	https://doi.org/10.1177/15485129211047961	PROPN
easat-10037	201	3	https://doi.org/10.1155/2017/3174305	https://doi.org/10.1155/2017/3174305	PROPN
easat-10037	201	4	https://doi.org/10.1186/2190-8532-3-2	https://doi.org/10.1186/2190-8532-3-2	NOUN
easat-10037	201	5	1024	1024	NUM
easat-10037	201	6	edelweiss	edelweiss	PROPN
easat-10037	201	7	applied	apply	VERB
easat-10037	201	8	science	science	NOUN
easat-10037	201	9	and	and	CCONJ
easat-10037	201	10	technology	technology	NOUN
easat-10037	201	11	issn	issn	PROPN
easat-10037	201	12	:	:	PUNCT
easat-10037	201	13	2576	2576	NUM
easat-10037	201	14	-	-	SYM
easat-10037	201	15	8484	8484	NUM
easat-10037	201	16	vol	vol	NOUN
easat-10037	201	17	.	.	PROPN
easat-10037	202	1	9	9	NUM
easat-10037	202	2	,	,	PUNCT
easat-10037	202	3	no	no	INTJ
easat-10037	202	4	.	.	NOUN
easat-10037	202	5	9	9	NUM
easat-10037	202	6	:	:	SYM
easat-10037	202	7	1015	1015	NUM
easat-10037	202	8	-	-	SYM
easat-10037	202	9	1024	1024	NUM
easat-10037	202	10	,	,	PUNCT
easat-10037	202	11	2025	2025	NUM
easat-10037	202	12	doi	doi	NOUN
easat-10037	202	13	:	:	PUNCT
easat-10037	202	14	10.55214/2576	10.55214/2576	NUM
easat-10037	202	15	-	-	SYM
easat-10037	202	16	8484.v9i9.10037	8484.v9i9.10037	NUM
easat-10037	202	17	©	©	ADP
easat-10037	202	18	2025	2025	NUM
easat-10037	202	19	by	by	ADP
easat-10037	202	20	the	the	DET
easat-10037	202	21	authors	author	NOUN
easat-10037	202	22	;	;	PUNCT
easat-10037	202	23	licensee	licensee	PROPN
easat-10037	202	24	learning	learning	NOUN
easat-10037	202	25	gate	gate	NOUN
easat-10037	203	1	[	[	X
easat-10037	203	2	13	13	NUM
easat-10037	203	3	]	]	PUNCT
easat-10037	203	4	a.	a.	NOUN
easat-10037	203	5	galindro	galindro	NOUN
easat-10037	203	6	and	and	CCONJ
easat-10037	203	7	d.	d.	PROPN
easat-10037	203	8	f.	f.	PROPN
easat-10037	203	9	torres	torres	PROPN
easat-10037	203	10	,	,	PUNCT
easat-10037	203	11	"	"	PUNCT
easat-10037	203	12	a	a	DET
easat-10037	203	13	simple	simple	ADJ
easat-10037	203	14	mathematical	mathematical	ADJ
easat-10037	203	15	model	model	NOUN
easat-10037	203	16	for	for	ADP
easat-10037	203	17	unemployment	unemployment	NOUN
easat-10037	203	18	:	:	PUNCT
easat-10037	203	19	a	a	DET
easat-10037	203	20	case	case	NOUN
easat-10037	203	21	study	study	NOUN
easat-10037	203	22	in	in	ADP
easat-10037	203	23	portugal	portugal	PROPN
easat-10037	203	24	with	with	ADP
easat-10037	203	25	optimal	optimal	ADJ
easat-10037	203	26	control	control	NOUN
easat-10037	203	27	,	,	PUNCT
easat-10037	203	28	"	"	PUNCT
easat-10037	203	29	statistics	statistic	NOUN
easat-10037	203	30	,	,	PUNCT
easat-10037	203	31	optimization	optimization	NOUN
easat-10037	203	32	and	and	CCONJ
easat-10037	203	33	information	information	NOUN
easat-10037	203	34	computing	computing	NOUN
easat-10037	203	35	,	,	PUNCT
easat-10037	203	36	vol	vol	NOUN
easat-10037	203	37	.	.	PROPN
easat-10037	203	38	6	6	NUM
easat-10037	203	39	,	,	PUNCT
easat-10037	203	40	no	no	INTJ
easat-10037	203	41	.	.	NOUN
easat-10037	203	42	2	2	NUM
easat-10037	203	43	,	,	PUNCT
easat-10037	203	44	pp	pp	ADJ
easat-10037	203	45	.	.	PUNCT
easat-10037	204	1	116–129	116–129	NUM
easat-10037	204	2	,	,	PUNCT
easat-10037	204	3	2018	2018	NUM
easat-10037	204	4	.	.	PUNCT
easat-10037	205	1	[	[	X
easat-10037	205	2	14	14	NUM
easat-10037	205	3	]	]	X
easat-10037	205	4	y.	y.	PROPN
easat-10037	205	5	wang	wang	PROPN
easat-10037	205	6	and	and	CCONJ
easat-10037	205	7	f.	f.	PROPN
easat-10037	205	8	bu	bu	PROPN
easat-10037	205	9	,	,	PUNCT
easat-10037	205	10	"	"	PUNCT
easat-10037	205	11	modeling	model	VERB
easat-10037	205	12	radicalization	radicalization	NOUN
easat-10037	205	13	of	of	ADP
easat-10037	205	14	terrorism	terrorism	NOUN
easat-10037	205	15	under	under	ADP
easat-10037	205	16	the	the	DET
easat-10037	205	17	influence	influence	NOUN
easat-10037	205	18	of	of	ADP
easat-10037	205	19	multiple	multiple	ADJ
easat-10037	205	20	ideologies	ideology	NOUN
easat-10037	205	21	,	,	PUNCT
easat-10037	205	22	"	"	PUNCT
easat-10037	205	23	aims	aim	VERB
easat-10037	205	24	mathematics	mathematic	NOUN
easat-10037	205	25	,	,	PUNCT
easat-10037	205	26	vol	vol	NOUN
easat-10037	205	27	.	.	PROPN
easat-10037	206	1	7	7	NUM
easat-10037	206	2	,	,	PUNCT
easat-10037	206	3	no	no	INTJ
easat-10037	206	4	.	.	NOUN
easat-10037	206	5	3	3	NUM
easat-10037	206	6	,	,	PUNCT
easat-10037	206	7	pp	pp	ADJ
easat-10037	206	8	.	.	PUNCT
easat-10037	207	1	4833	4833	NUM
easat-10037	207	2	-	-	SYM
easat-10037	207	3	4850	4850	NUM
easat-10037	207	4	,	,	PUNCT
easat-10037	207	5	2022	2022	NUM
easat-10037	207	6	.	.	PUNCT
easat-10037	207	7	https://doi.org/10.3934/math.2022269	https://doi.org/10.3934/math.2022269	X
easat-10037	208	1	[	[	X
easat-10037	208	2	15	15	NUM
easat-10037	208	3	]	]	X
easat-10037	208	4	j.	j.	PROPN
easat-10037	208	5	o.	o.	PROPN
easat-10037	208	6	braimah	braimah	PROPN
easat-10037	208	7	,	,	PUNCT
easat-10037	208	8	t.	t.	NOUN
easat-10037	208	9	makoni	makoni	NOUN
easat-10037	208	10	,	,	PUNCT
easat-10037	208	11	and	and	CCONJ
easat-10037	208	12	f.	f.	PROPN
easat-10037	208	13	mathias	mathias	PROPN
easat-10037	208	14	correa	correa	PROPN
easat-10037	208	15	,	,	PUNCT
easat-10037	208	16	"	"	PUNCT
easat-10037	208	17	predicting	predict	VERB
easat-10037	208	18	the	the	DET
easat-10037	208	19	path	path	NOUN
easat-10037	208	20	of	of	ADP
easat-10037	208	21	insurgency	insurgency	NOUN
easat-10037	208	22	:	:	PUNCT
easat-10037	208	23	data	data	NOUN
easat-10037	208	24	-	-	PUNCT
easat-10037	208	25	driven	drive	VERB
easat-10037	208	26	strategies	strategy	NOUN
easat-10037	208	27	to	to	PART
easat-10037	208	28	counter	counter	VERB
easat-10037	208	29	boko	boko	PROPN
easat-10037	208	30	haramin	haramin	PROPN
easat-10037	208	31	nigeria	nigeria	PROPN
easat-10037	208	32	,	,	PUNCT
easat-10037	208	33	"	"	PUNCT
easat-10037	208	34	f1000research	f1000research	NOUN
easat-10037	208	35	,	,	PUNCT
easat-10037	208	36	vol	vol	NOUN
easat-10037	208	37	.	.	PROPN
easat-10037	208	38	13	13	NUM
easat-10037	208	39	,	,	PUNCT
easat-10037	208	40	p.	p.	NOUN
easat-10037	208	41	989	989	NUM
easat-10037	208	42	,	,	PUNCT
easat-10037	208	43	2024	2024	NUM
easat-10037	208	44	.	.	PUNCT
easat-10037	209	1	https://doi.org/10.12688/f1000research.153978.1	https://doi.org/10.12688/f1000research.153978.1	PROPN
easat-10037	209	2	[	[	X
easat-10037	209	3	16	16	NUM
easat-10037	209	4	]	]	X
easat-10037	209	5	n.	n.	PROPN
easat-10037	209	6	f.	f.	PROPN
easat-10037	209	7	johnson	johnson	PROPN
easat-10037	209	8	,	,	PUNCT
easat-10037	209	9	d.	d.	PROPN
easat-10037	209	10	e.	e.	PROPN
easat-10037	209	11	johnson	johnson	PROPN
easat-10037	209	12	,	,	PUNCT
easat-10037	209	13	and	and	CCONJ
easat-10037	209	14	e.	e.	PROPN
easat-10037	209	15	m.	m.	PROPN
easat-10037	209	16	restrepo	restrepo	PROPN
easat-10037	209	17	,	,	PUNCT
easat-10037	209	18	"	"	PUNCT
easat-10037	209	19	modelling	model	VERB
easat-10037	209	20	insurgent	insurgent	NOUN
easat-10037	209	21	attack	attack	NOUN
easat-10037	209	22	dynamics	dynamic	NOUN
easat-10037	209	23	across	across	ADP
easat-10037	209	24	geographic	geographic	ADJ
easat-10037	209	25	scales	scale	NOUN
easat-10037	209	26	and	and	CCONJ
easat-10037	209	27	in	in	ADP
easat-10037	209	28	cyberspace	cyberspace	NOUN
easat-10037	209	29	,	,	PUNCT
easat-10037	209	30	"	"	PUNCT
easat-10037	209	31	european	european	ADJ
easat-10037	209	32	journal	journal	NOUN
easat-10037	209	33	of	of	ADP
easat-10037	209	34	applied	apply	VERB
easat-10037	209	35	mathematics	mathematic	NOUN
easat-10037	209	36	,	,	PUNCT
easat-10037	209	37	vol	vol	NOUN
easat-10037	209	38	.	.	PROPN
easat-10037	209	39	27	27	NUM
easat-10037	209	40	,	,	PUNCT
easat-10037	209	41	no	no	INTJ
easat-10037	209	42	.	.	NOUN
easat-10037	209	43	3	3	NUM
easat-10037	209	44	,	,	PUNCT
easat-10037	209	45	pp	pp	ADJ
easat-10037	209	46	.	.	PUNCT
easat-10037	210	1	357	357	NUM
easat-10037	210	2	-	-	SYM
easat-10037	210	3	376	376	NUM
easat-10037	210	4	,	,	PUNCT
easat-10037	210	5	2016	2016	NUM
easat-10037	210	6	.	.	PUNCT
easat-10037	211	1	[	[	X
easat-10037	211	2	17	17	NUM
easat-10037	211	3	]	]	PUNCT
easat-10037	211	4	a.	a.	NOUN
easat-10037	211	5	clauset	clauset	NOUN
easat-10037	211	6	,	,	PUNCT
easat-10037	211	7	m.	m.	NOUN
easat-10037	211	8	young	young	PROPN
easat-10037	211	9	,	,	PUNCT
easat-10037	211	10	and	and	CCONJ
easat-10037	211	11	k.	k.	PROPN
easat-10037	211	12	s.	s.	PROPN
easat-10037	211	13	gleditsch	gleditsch	PROPN
easat-10037	211	14	,	,	PUNCT
easat-10037	211	15	"	"	PUNCT
easat-10037	211	16	on	on	ADP
easat-10037	211	17	the	the	DET
easat-10037	211	18	frequency	frequency	NOUN
easat-10037	211	19	of	of	ADP
easat-10037	211	20	severe	severe	ADJ
easat-10037	211	21	terrorist	terrorist	ADJ
easat-10037	211	22	events	event	NOUN
easat-10037	211	23	,	,	PUNCT
easat-10037	211	24	"	"	PUNCT
easat-10037	211	25	journal	journal	NOUN
easat-10037	211	26	of	of	ADP
easat-10037	211	27	conflict	conflict	NOUN
easat-10037	211	28	resolution	resolution	NOUN
easat-10037	211	29	,	,	PUNCT
easat-10037	211	30	vol	vol	NOUN
easat-10037	211	31	.	.	PROPN
easat-10037	212	1	51	51	NUM
easat-10037	212	2	,	,	PUNCT
easat-10037	212	3	no	no	INTJ
easat-10037	212	4	.	.	NOUN
easat-10037	212	5	1	1	NUM
easat-10037	212	6	,	,	PUNCT
easat-10037	212	7	pp	pp	ADJ
easat-10037	212	8	.	.	PUNCT
easat-10037	213	1	58	58	NUM
easat-10037	213	2	-	-	SYM
easat-10037	213	3	87	87	NUM
easat-10037	213	4	,	,	PUNCT
easat-10037	213	5	2007	2007	NUM
easat-10037	213	6	.	.	PUNCT
easat-10037	214	1	[	[	X
easat-10037	214	2	18	18	NUM
easat-10037	214	3	]	]	X
easat-10037	214	4	j.	j.	PROPN
easat-10037	214	5	c.	c.	PROPN
easat-10037	214	6	bohorquez	bohorquez	PROPN
easat-10037	214	7	,	,	PUNCT
easat-10037	214	8	s.	s.	PROPN
easat-10037	214	9	gourley	gourley	PROPN
easat-10037	214	10	,	,	PUNCT
easat-10037	214	11	a.	a.	PROPN
easat-10037	214	12	r.	r.	PROPN
easat-10037	214	13	dixon	dixon	PROPN
easat-10037	214	14	,	,	PUNCT
easat-10037	214	15	m.	m.	NOUN
easat-10037	214	16	spagat	spagat	PROPN
easat-10037	214	17	,	,	PUNCT
easat-10037	214	18	and	and	CCONJ
easat-10037	214	19	n.	n.	PROPN
easat-10037	214	20	f.	f.	PROPN
easat-10037	214	21	johnson	johnson	PROPN
easat-10037	214	22	,	,	PUNCT
easat-10037	214	23	"	"	PUNCT
easat-10037	214	24	common	common	ADJ
easat-10037	214	25	ecology	ecology	NOUN
easat-10037	214	26	quantifies	quantifie	NOUN
easat-10037	214	27	human	human	ADJ
easat-10037	214	28	insurgency	insurgency	NOUN
easat-10037	214	29	,	,	PUNCT
easat-10037	214	30	"	"	PUNCT
easat-10037	214	31	nature	nature	NOUN
easat-10037	214	32	,	,	PUNCT
easat-10037	214	33	vol	vol	NOUN
easat-10037	214	34	.	.	PROPN
easat-10037	215	1	462	462	NUM
easat-10037	215	2	,	,	PUNCT
easat-10037	215	3	no	no	INTJ
easat-10037	215	4	.	.	NOUN
easat-10037	216	1	7275	7275	NUM
easat-10037	216	2	,	,	PUNCT
easat-10037	216	3	pp	pp	ADV
easat-10037	216	4	.	.	PUNCT
easat-10037	217	1	911	911	NUM
easat-10037	217	2	-	-	SYM
easat-10037	217	3	914	914	NUM
easat-10037	217	4	,	,	PUNCT
easat-10037	217	5	2009	2009	NUM
easat-10037	217	6	.	.	PUNCT
easat-10037	218	1	https://doi.org/10.1038/nature08631	https://doi.org/10.1038/nature08631	PROPN
easat-10037	219	1	[	[	X
easat-10037	219	2	19	19	NUM
easat-10037	219	3	]	]	PUNCT
easat-10037	219	4	a.	a.	NOUN
easat-10037	219	5	clauset	clauset	NOUN
easat-10037	219	6	and	and	CCONJ
easat-10037	219	7	k.	k.	PROPN
easat-10037	219	8	s.	s.	PROPN
easat-10037	219	9	gleditsch	gleditsch	PROPN
easat-10037	219	10	,	,	PUNCT
easat-10037	219	11	"	"	PUNCT
easat-10037	219	12	the	the	DET
easat-10037	219	13	developmental	developmental	ADJ
easat-10037	219	14	dynamics	dynamic	NOUN
easat-10037	219	15	of	of	ADP
easat-10037	219	16	terrorist	terrorist	ADJ
easat-10037	219	17	organizations	organization	NOUN
easat-10037	219	18	,	,	PUNCT
easat-10037	219	19	"	"	PUNCT
easat-10037	219	20	plos	plos	PROPN
easat-10037	219	21	one	one	NUM
easat-10037	219	22	,	,	PUNCT
easat-10037	219	23	vol	vol	NOUN
easat-10037	219	24	.	.	PROPN
easat-10037	219	25	7	7	NUM
easat-10037	219	26	,	,	PUNCT
easat-10037	219	27	no	no	INTJ
easat-10037	219	28	.	.	NOUN
easat-10037	219	29	11	11	NUM
easat-10037	219	30	,	,	PUNCT
easat-10037	219	31	p.	p.	PROPN
easat-10037	219	32	e48633	e48633	PROPN
easat-10037	219	33	,	,	PUNCT
easat-10037	219	34	2012	2012	NUM
easat-10037	219	35	.	.	PUNCT
easat-10037	220	1	https://doi.org/10.1371/journal.pone.0048633	https://doi.org/10.1371/journal.pone.0048633	PRON
easat-10037	221	1	[	[	X
easat-10037	221	2	20	20	NUM
easat-10037	221	3	]	]	PUNCT
easat-10037	221	4	a.	a.	NOUN
easat-10037	221	5	braithwaite	braithwaite	PROPN
easat-10037	221	6	and	and	CCONJ
easat-10037	221	7	s.	s.	PROPN
easat-10037	221	8	johnson	johnson	PROPN
easat-10037	221	9	,	,	PUNCT
easat-10037	221	10	"	"	PUNCT
easat-10037	221	11	space	space	NOUN
easat-10037	221	12	–	–	PUNCT
easat-10037	221	13	time	time	NOUN
easat-10037	221	14	modelling	modelling	NOUN
easat-10037	221	15	of	of	ADP
easat-10037	221	16	insurgency	insurgency	NOUN
easat-10037	221	17	and	and	CCONJ
easat-10037	221	18	counterinsurgency	counterinsurgency	NOUN
easat-10037	221	19	in	in	ADP
easat-10037	221	20	iraq	iraq	PROPN
easat-10037	221	21	,	,	PUNCT
easat-10037	221	22	"	"	PUNCT
easat-10037	221	23	global	global	ADJ
easat-10037	221	24	dynamics	dynamic	NOUN
easat-10037	221	25	:	:	PUNCT
easat-10037	221	26	approaches	approach	NOUN
easat-10037	221	27	from	from	ADP
easat-10037	221	28	complexity	complexity	NOUN
easat-10037	221	29	science	science	NOUN
easat-10037	221	30	,	,	PUNCT
easat-10037	221	31	pp	pp	ADP
easat-10037	221	32	.	.	PUNCT
easat-10037	222	1	195	195	NUM
easat-10037	222	2	-	-	PUNCT
easat-10037	222	3	213	213	NUM
easat-10037	222	4	,	,	PUNCT
easat-10037	222	5	2016	2016	NUM
easat-10037	222	6	.	.	PUNCT
easat-10037	223	1	https://doi.org/10.1007/978-3-319-28025-9_11	https://doi.org/10.1007/978-3-319-28025-9_11	PUNCT
easat-10037	223	2	[	[	X
easat-10037	223	3	21	21	NUM
easat-10037	223	4	]	]	PUNCT
easat-10037	223	5	a.	a.	NOUN
easat-10037	223	6	ilachinski	ilachinski	NOUN
easat-10037	223	7	,	,	PUNCT
easat-10037	223	8	"	"	PUNCT
easat-10037	223	9	modelling	model	VERB
easat-10037	223	10	insurgent	insurgent	NOUN
easat-10037	223	11	and	and	CCONJ
easat-10037	223	12	terrorist	terrorist	ADJ
easat-10037	223	13	networks	network	NOUN
easat-10037	223	14	as	as	ADP
easat-10037	223	15	self	self	NOUN
easat-10037	223	16	-	-	PUNCT
easat-10037	223	17	organised	organise	VERB
easat-10037	223	18	complex	complex	ADJ
easat-10037	223	19	adaptive	adaptive	ADJ
easat-10037	223	20	systems	system	NOUN
easat-10037	223	21	,	,	PUNCT
easat-10037	223	22	"	"	PUNCT
easat-10037	223	23	international	international	ADJ
easat-10037	223	24	journal	journal	NOUN
easat-10037	223	25	of	of	ADP
easat-10037	223	26	parallel	parallel	NOUN
easat-10037	223	27	,	,	PUNCT
easat-10037	223	28	emergent	emergent	ADJ
easat-10037	223	29	and	and	CCONJ
easat-10037	223	30	distributed	distribute	VERB
easat-10037	223	31	systems	system	NOUN
easat-10037	223	32	,	,	PUNCT
easat-10037	223	33	vol	vol	NOUN
easat-10037	223	34	.	.	PROPN
easat-10037	223	35	27	27	NUM
easat-10037	223	36	,	,	PUNCT
easat-10037	223	37	no	no	INTJ
easat-10037	223	38	.	.	NOUN
easat-10037	223	39	1	1	NUM
easat-10037	223	40	,	,	PUNCT
easat-10037	223	41	pp	pp	ADJ
easat-10037	223	42	.	.	PUNCT
easat-10037	224	1	45	45	NUM
easat-10037	224	2	-	-	SYM
easat-10037	224	3	77	77	NUM
easat-10037	224	4	,	,	PUNCT
easat-10037	224	5	2012	2012	NUM
easat-10037	224	6	.	.	PUNCT
easat-10037	225	1	[	[	X
easat-10037	225	2	22	22	NUM
easat-10037	225	3	]	]	X
easat-10037	225	4	n.	n.	NOUN
easat-10037	225	5	choucri	choucri	PROPN
easat-10037	225	6	,	,	PUNCT
easat-10037	225	7	d.	d.	PROPN
easat-10037	225	8	goldsmith	goldsmith	PROPN
easat-10037	225	9	,	,	PUNCT
easat-10037	225	10	and	and	CCONJ
easat-10037	225	11	s.	s.	PROPN
easat-10037	225	12	e.	e.	PROPN
easat-10037	225	13	madnick	madnick	PROPN
easat-10037	225	14	,	,	PUNCT
easat-10037	225	15	"	"	PUNCT
easat-10037	225	16	using	use	VERB
easat-10037	225	17	system	system	NOUN
easat-10037	225	18	dynamics	dynamic	NOUN
easat-10037	225	19	to	to	AUX
easat-10037	225	20	model	model	VERB
easat-10037	225	21	and	and	CCONJ
easat-10037	225	22	better	well	ADV
easat-10037	225	23	understand	understand	VERB
easat-10037	225	24	state	state	NOUN
easat-10037	225	25	stability	stability	NOUN
easat-10037	225	26	,	,	PUNCT
easat-10037	225	27	"	"	PUNCT
easat-10037	225	28	working	work	VERB
easat-10037	225	29	paper	paper	NOUN
easat-10037	225	30	no	no	INTJ
easat-10037	225	31	.	.	PUNCT
easat-10037	225	32	4661	4661	NUM
easat-10037	225	33	-	-	SYM
easat-10037	225	34	07	07	NUM
easat-10037	225	35	,	,	PUNCT
easat-10037	225	36	mit	mit	PROPN
easat-10037	225	37	sloan	sloan	NOUN
easat-10037	225	38	school	school	NOUN
easat-10037	225	39	of	of	ADP
easat-10037	225	40	management	management	NOUN
easat-10037	225	41	,	,	PUNCT
easat-10037	225	42	2007	2007	NUM
easat-10037	225	43	.	.	PUNCT
easat-10037	226	1	[	[	X
easat-10037	226	2	23	23	NUM
easat-10037	226	3	]	]	X
easat-10037	226	4	d.	d.	PROPN
easat-10037	226	5	h.	h.	PROPN
easat-10037	226	6	wolpert	wolpert	PROPN
easat-10037	226	7	,	,	PUNCT
easat-10037	226	8	"	"	PUNCT
easat-10037	226	9	the	the	DET
easat-10037	226	10	supervised	supervised	ADJ
easat-10037	226	11	learning	learning	NOUN
easat-10037	226	12	no‑free‑lunch	no‑free‑lunch	PART
easat-10037	226	13	theorems	theorem	NOUN
easat-10037	226	14	,	,	PUNCT
easat-10037	226	15	"	"	PUNCT
easat-10037	226	16	in	in	ADP
easat-10037	226	17	proceedings	proceeding	NOUN
easat-10037	226	18	of	of	ADP
easat-10037	226	19	the	the	DET
easat-10037	226	20	6th	6th	ADJ
easat-10037	226	21	online	online	ADJ
easat-10037	226	22	world	world	NOUN
easat-10037	226	23	conference	conference	NOUN
easat-10037	226	24	on	on	ADP
easat-10037	226	25	soft	soft	ADJ
easat-10037	226	26	computing	computing	NOUN
easat-10037	226	27	in	in	ADP
easat-10037	226	28	industrial	industrial	ADJ
easat-10037	226	29	applications	application	NOUN
easat-10037	226	30	(	(	PUNCT
easat-10037	226	31	pp	pp	ADJ
easat-10037	226	32	.	.	PUNCT
easat-10037	226	33	25–42	25–42	NUM
easat-10037	226	34	)	)	PUNCT
easat-10037	226	35	.	.	PUNCT
easat-10037	227	1	2021	2021	NUM
easat-10037	227	2	.	.	PUNCT
easat-10037	228	1	[	[	X
easat-10037	228	2	24	24	NUM
easat-10037	228	3	]	]	PUNCT
easat-10037	228	4	m.	m.	NOUN
easat-10037	228	5	akın	akın	PROPN
easat-10037	228	6	,	,	PUNCT
easat-10037	228	7	"	"	PUNCT
easat-10037	228	8	a	a	DET
easat-10037	228	9	novel	novel	ADJ
easat-10037	228	10	approach	approach	NOUN
easat-10037	228	11	to	to	ADP
easat-10037	228	12	model	model	NOUN
easat-10037	228	13	selection	selection	NOUN
easat-10037	228	14	in	in	ADP
easat-10037	228	15	tourism	tourism	NOUN
easat-10037	228	16	demand	demand	NOUN
easat-10037	228	17	modeling	modeling	NOUN
easat-10037	228	18	,	,	PUNCT
easat-10037	228	19	"	"	PUNCT
easat-10037	228	20	tourism	tourism	NOUN
easat-10037	228	21	management	management	NOUN
easat-10037	228	22	,	,	PUNCT
easat-10037	228	23	vol	vol	NOUN
easat-10037	228	24	.	.	PROPN
easat-10037	228	25	48	48	NUM
easat-10037	228	26	,	,	PUNCT
easat-10037	228	27	pp	pp	ADJ
easat-10037	228	28	.	.	PUNCT
easat-10037	229	1	64	64	NUM
easat-10037	229	2	-	-	SYM
easat-10037	229	3	72	72	NUM
easat-10037	229	4	,	,	PUNCT
easat-10037	229	5	2015	2015	NUM
easat-10037	229	6	.	.	PUNCT
easat-10037	230	1	[	[	X
easat-10037	230	2	25	25	NUM
easat-10037	230	3	]	]	X
easat-10037	230	4	g.	g.	PROPN
easat-10037	230	5	e.	e.	PROPN
easat-10037	230	6	box	box	PROPN
easat-10037	230	7	,	,	PUNCT
easat-10037	230	8	g.	g.	PROPN
easat-10037	230	9	m.	m.	PROPN
easat-10037	230	10	jenkins	jenkins	PROPN
easat-10037	230	11	,	,	PUNCT
easat-10037	230	12	g.	g.	PROPN
easat-10037	230	13	c.	c.	PROPN
easat-10037	230	14	reinsel	reinsel	PROPN
easat-10037	230	15	,	,	PUNCT
easat-10037	230	16	and	and	CCONJ
easat-10037	230	17	g.	g.	PROPN
easat-10037	230	18	m.	m.	PROPN
easat-10037	230	19	ljung	ljung	PROPN
easat-10037	230	20	,	,	PUNCT
easat-10037	230	21	time	time	NOUN
easat-10037	230	22	series	series	PROPN
easat-10037	230	23	analysis	analysis	NOUN
easat-10037	230	24	:	:	PUNCT
easat-10037	230	25	forecasting	forecasting	NOUN
easat-10037	230	26	and	and	CCONJ
easat-10037	230	27	control	control	NOUN
easat-10037	230	28	.	.	PUNCT
easat-10037	231	1	hoboken	hoboken	PROPN
easat-10037	231	2	,	,	PUNCT
easat-10037	231	3	nj	nj	PROPN
easat-10037	231	4	,	,	PUNCT
easat-10037	231	5	usa	usa	PROPN
easat-10037	231	6	:	:	PUNCT
easat-10037	231	7	wiley	wiley	PROPN
easat-10037	231	8	,	,	PUNCT
easat-10037	231	9	2015	2015	NUM
easat-10037	231	10	.	.	PUNCT
easat-10037	232	1	[	[	X
easat-10037	232	2	26	26	NUM
easat-10037	232	3	]	]	PUNCT
easat-10037	232	4	a.	a.	PROPN
easat-10037	232	5	b.	b.	PROPN
easat-10037	232	6	omar	omar	PROPN
easat-10037	232	7	,	,	PUNCT
easat-10037	232	8	s.	s.	PROPN
easat-10037	232	9	huang	huang	PROPN
easat-10037	232	10	,	,	PUNCT
easat-10037	232	11	a.	a.	NOUN
easat-10037	232	12	a.	a.	NOUN
easat-10037	232	13	salameh	salameh	PROPN
easat-10037	232	14	,	,	PUNCT
easat-10037	232	15	h.	h.	PROPN
easat-10037	232	16	khurram	khurram	PROPN
easat-10037	232	17	,	,	PUNCT
easat-10037	232	18	and	and	CCONJ
easat-10037	232	19	m.	m.	PROPN
easat-10037	232	20	fareed	fareed	PROPN
easat-10037	232	21	,	,	PUNCT
easat-10037	232	22	"	"	PUNCT
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easat-10037	232	24	market	market	NOUN
easat-10037	232	25	forecasting	forecasting	NOUN
easat-10037	232	26	using	use	VERB
easat-10037	232	27	the	the	DET
easat-10037	232	28	random	random	ADJ
easat-10037	232	29	forest	forest	NOUN
easat-10037	232	30	and	and	CCONJ
easat-10037	232	31	deep	deep	ADJ
easat-10037	232	32	neural	neural	ADJ
easat-10037	232	33	network	network	NOUN
easat-10037	232	34	models	model	NOUN
easat-10037	232	35	before	before	ADP
easat-10037	232	36	and	and	CCONJ
easat-10037	232	37	during	during	ADP
easat-10037	232	38	the	the	DET
easat-10037	232	39	covid-19	covid-19	PROPN
easat-10037	232	40	period	period	NOUN
easat-10037	232	41	,	,	PUNCT
easat-10037	232	42	"	"	PUNCT
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easat-10037	232	44	in	in	ADP
easat-10037	232	45	environmental	environmental	ADJ
easat-10037	232	46	science	science	NOUN
easat-10037	232	47	,	,	PUNCT
easat-10037	232	48	vol	vol	NOUN
easat-10037	232	49	.	.	PROPN
easat-10037	232	50	10	10	NUM
easat-10037	232	51	,	,	PUNCT
easat-10037	232	52	p.	p.	NOUN
easat-10037	232	53	917047	917047	NUM
easat-10037	232	54	,	,	PUNCT
easat-10037	232	55	2022	2022	NUM
easat-10037	232	56	.	.	PUNCT
easat-10037	233	1	[	[	X
easat-10037	233	2	27	27	NUM
easat-10037	233	3	]	]	X
easat-10037	233	4	e.	e.	PROPN
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easat-10037	233	6	,	,	PUNCT
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easat-10037	233	8	learning	learning	NOUN
easat-10037	233	9	.	.	PUNCT
easat-10037	234	1	cambridge	cambridge	PROPN
easat-10037	234	2	,	,	PUNCT
easat-10037	234	3	ma	ma	PROPN
easat-10037	234	4	,	,	PUNCT
easat-10037	234	5	usa	usa	PROPN
easat-10037	234	6	:	:	PUNCT
easat-10037	234	7	mit	mit	PROPN
easat-10037	234	8	press	press	NOUN
easat-10037	234	9	,	,	PUNCT
easat-10037	234	10	2021	2021	NUM
easat-10037	234	11	.	.	PUNCT
easat-10037	235	1	[	[	X
easat-10037	235	2	28	28	NUM
easat-10037	235	3	]	]	X
easat-10037	235	4	s.	s.	PROPN
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easat-10037	235	6	,	,	PUNCT
easat-10037	235	7	h.	h.	PROPN
easat-10037	235	8	khurram	khurram	PROPN
easat-10037	235	9	,	,	PUNCT
easat-10037	235	10	a.	a.	PROPN
easat-10037	235	11	lim	lim	PROPN
easat-10037	235	12	,	,	PUNCT
easat-10037	235	13	m.	m.	PROPN
easat-10037	235	14	f.	f.	PROPN
easat-10037	235	15	shabbir	shabbir	PROPN
easat-10037	235	16	,	,	PUNCT
easat-10037	235	17	and	and	CCONJ
easat-10037	235	18	b.	b.	PROPN
easat-10037	235	19	billah	billah	PROPN
easat-10037	235	20	,	,	PUNCT
easat-10037	235	21	"	"	PUNCT
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easat-10037	235	24	cyanotic	cyanotic	ADJ
easat-10037	235	25	and	and	CCONJ
easat-10037	235	26	acyanotic	acyanotic	ADJ
easat-10037	235	27	congenital	congenital	ADJ
easat-10037	235	28	heart	heart	NOUN
easat-10037	235	29	disease	disease	NOUN
easat-10037	235	30	using	use	VERB
easat-10037	235	31	machine	machine	NOUN
easat-10037	235	32	learning	learning	NOUN
easat-10037	235	33	models	model	NOUN
easat-10037	235	34	,	,	PUNCT
easat-10037	235	35	"	"	PUNCT
easat-10037	235	36	world	world	NOUN
easat-10037	235	37	journal	journal	NOUN
easat-10037	235	38	of	of	ADP
easat-10037	235	39	clinical	clinical	ADJ
easat-10037	235	40	pediatrics	pediatric	NOUN
easat-10037	235	41	,	,	PUNCT
easat-10037	235	42	vol	vol	NOUN
easat-10037	235	43	.	.	PROPN
easat-10037	235	44	13	13	NUM
easat-10037	235	45	,	,	PUNCT
easat-10037	235	46	no	no	INTJ
easat-10037	235	47	.	.	NOUN
easat-10037	235	48	4	4	NUM
easat-10037	235	49	,	,	PUNCT
easat-10037	235	50	p.	p.	NOUN
easat-10037	235	51	98472	98472	NUM
easat-10037	235	52	,	,	PUNCT
easat-10037	235	53	2024	2024	NUM
easat-10037	235	54	.	.	PUNCT
easat-10037	236	1	[	[	X
easat-10037	236	2	29	29	NUM
easat-10037	236	3	]	]	X
easat-10037	236	4	h.	h.	PROPN
easat-10037	236	5	khurram	khurram	PROPN
easat-10037	236	6	and	and	CCONJ
easat-10037	236	7	a.	a.	NOUN
easat-10037	236	8	lim	lim	PROPN
easat-10037	236	9	,	,	PUNCT
easat-10037	236	10	"	"	PUNCT
easat-10037	236	11	analyzing	analyze	VERB
easat-10037	236	12	and	and	CCONJ
easat-10037	236	13	forecasting	forecasting	NOUN
easat-10037	236	14	air	air	NOUN
easat-10037	236	15	pollution	pollution	NOUN
easat-10037	236	16	concentration	concentration	NOUN
easat-10037	236	17	in	in	ADP
easat-10037	236	18	the	the	DET
easat-10037	236	19	capital	capital	NOUN
easat-10037	236	20	and	and	CCONJ
easat-10037	236	21	southern	southern	ADJ
easat-10037	236	22	thailand	thailand	PROPN
easat-10037	236	23	using	use	VERB
easat-10037	236	24	a	a	DET
easat-10037	236	25	lag	lag	NOUN
easat-10037	236	26	-	-	PUNCT
easat-10037	236	27	dependent	dependent	ADJ
easat-10037	236	28	gaussian	gaussian	ADJ
easat-10037	236	29	process	process	NOUN
easat-10037	236	30	model	model	NOUN
easat-10037	236	31	,	,	PUNCT
easat-10037	236	32	"	"	PUNCT
easat-10037	236	33	environmental	environmental	ADJ
easat-10037	236	34	monitoring	monitoring	NOUN
easat-10037	236	35	and	and	CCONJ
easat-10037	236	36	assessment	assessment	NOUN
easat-10037	236	37	,	,	PUNCT
easat-10037	236	38	vol	vol	NOUN
easat-10037	236	39	.	.	PROPN
easat-10037	236	40	196	196	NUM
easat-10037	236	41	,	,	PUNCT
easat-10037	236	42	no	no	INTJ
easat-10037	236	43	.	.	NOUN
easat-10037	236	44	11	11	NUM
easat-10037	236	45	,	,	PUNCT
easat-10037	236	46	p.	p.	NOUN
easat-10037	236	47	1106	1106	NUM
easat-10037	236	48	,	,	PUNCT
easat-10037	236	49	2024	2024	NUM
easat-10037	236	50	.	.	PUNCT
easat-10037	237	1	https://doi.org/10.3934/math.2022269	https://doi.org/10.3934/math.2022269	PROPN
easat-10037	238	1	https://doi.org/10.12688/f1000research.153978.1	https://doi.org/10.12688/f1000research.153978.1	PROPN
easat-10037	238	2	https://doi.org/10.1038/nature08631	https://doi.org/10.1038/nature08631	VERB
easat-10037	238	3	https://doi.org/10.1371/journal.pone.0048633	https://doi.org/10.1371/journal.pone.0048633	NOUN
easat-10037	238	4	https://doi.org/10.1007/978-3-319-28025-9_11	https://doi.org/10.1007/978-3-319-28025-9_11	NOUN