id	sid	tid	token	lemma	pos
american_scientific_journal-12113	1	1	464	464	NUM
american_scientific_journal-12113	1	2	american	american	ADJ
american_scientific_journal-12113	1	3	academic	academic	ADJ
american_scientific_journal-12113	1	4	scientific	scientific	ADJ
american_scientific_journal-12113	1	5	research	research	NOUN
american_scientific_journal-12113	1	6	journal	journal	NOUN
american_scientific_journal-12113	1	7	for	for	ADP
american_scientific_journal-12113	1	8	engineering	engineering	NOUN
american_scientific_journal-12113	1	9	,	,	PUNCT
american_scientific_journal-12113	1	10	technology	technology	NOUN
american_scientific_journal-12113	1	11	,	,	PUNCT
american_scientific_journal-12113	1	12	and	and	CCONJ
american_scientific_journal-12113	1	13	sciences	sciences	PROPN
american_scientific_journal-12113	1	14	issn	issn	PROPN
american_scientific_journal-12113	1	15	(	(	PUNCT
american_scientific_journal-12113	1	16	print	print	NOUN
american_scientific_journal-12113	1	17	)	)	PUNCT
american_scientific_journal-12113	1	18	2313	2313	NUM
american_scientific_journal-12113	1	19	-	-	SYM
american_scientific_journal-12113	1	20	4410	4410	NUM
american_scientific_journal-12113	1	21	,	,	PUNCT
american_scientific_journal-12113	1	22	issn	issn	PROPN
american_scientific_journal-12113	1	23	(	(	PUNCT
american_scientific_journal-12113	1	24	online	online	ADJ
american_scientific_journal-12113	1	25	)	)	PUNCT
american_scientific_journal-12113	1	26	2313	2313	NUM
american_scientific_journal-12113	1	27	-	-	SYM
american_scientific_journal-12113	1	28	4402	4402	NUM
american_scientific_journal-12113	1	29	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-12113	1	30	application	application	NOUN
american_scientific_journal-12113	1	31	of	of	ADP
american_scientific_journal-12113	1	32	machine	machine	NOUN
american_scientific_journal-12113	1	33	learning	learn	VERB
american_scientific_journal-12113	1	34	for	for	ADP
american_scientific_journal-12113	1	35	managing	manage	VERB
american_scientific_journal-12113	1	36	highdefinition	highdefinition	NOUN
american_scientific_journal-12113	1	37	video	video	NOUN
american_scientific_journal-12113	1	38	streaming	streaming	NOUN
american_scientific_journal-12113	1	39	kumar	kumar	PROPN
american_scientific_journal-12113	1	40	avinash	avinash	PROPN
american_scientific_journal-12113	1	41	*	*	PROPN
american_scientific_journal-12113	1	42	*	*	PUNCT
american_scientific_journal-12113	1	43	software	software	NOUN
american_scientific_journal-12113	1	44	development	development	NOUN
american_scientific_journal-12113	1	45	engineer	engineer	NOUN
american_scientific_journal-12113	1	46	,	,	PUNCT
american_scientific_journal-12113	1	47	google	google	PROPN
american_scientific_journal-12113	1	48	,	,	PUNCT
american_scientific_journal-12113	1	49	seattle	seattle	PROPN
american_scientific_journal-12113	1	50	,	,	PUNCT
american_scientific_journal-12113	1	51	usa	usa	PROPN
american_scientific_journal-12113	1	52	abstract	abstract	PROPN
american_scientific_journal-12113	1	53	the	the	DET
american_scientific_journal-12113	1	54	paper	paper	NOUN
american_scientific_journal-12113	1	55	explores	explore	VERB
american_scientific_journal-12113	1	56	the	the	DET
american_scientific_journal-12113	1	57	idea	idea	NOUN
american_scientific_journal-12113	1	58	of	of	ADP
american_scientific_journal-12113	1	59	using	use	VERB
american_scientific_journal-12113	1	60	machine	machine	NOUN
american_scientific_journal-12113	1	61	learning	learning	NOUN
american_scientific_journal-12113	1	62	for	for	ADP
american_scientific_journal-12113	1	63	high	high	ADJ
american_scientific_journal-12113	1	64	-	-	PUNCT
american_scientific_journal-12113	1	65	definition	definition	NOUN
american_scientific_journal-12113	1	66	video	video	NOUN
american_scientific_journal-12113	1	67	streaming	streaming	NOUN
american_scientific_journal-12113	1	68	.	.	PUNCT
american_scientific_journal-12113	2	1	formats	format	NOUN
american_scientific_journal-12113	2	2	like	like	ADP
american_scientific_journal-12113	2	3	4k	4k	NOUN
american_scientific_journal-12113	2	4	,	,	PUNCT
american_scientific_journal-12113	2	5	8k	8k	NUM
american_scientific_journal-12113	2	6	,	,	PUNCT
american_scientific_journal-12113	2	7	and	and	CCONJ
american_scientific_journal-12113	2	8	vr	vr	NOUN
american_scientific_journal-12113	2	9	make	make	VERB
american_scientific_journal-12113	2	10	this	this	DET
american_scientific_journal-12113	2	11	task	task	NOUN
american_scientific_journal-12113	2	12	harder	hard	ADV
american_scientific_journal-12113	2	13	because	because	SCONJ
american_scientific_journal-12113	2	14	they	they	PRON
american_scientific_journal-12113	2	15	need	need	VERB
american_scientific_journal-12113	2	16	more	more	ADV
american_scientific_journal-12113	2	17	stable	stable	ADJ
american_scientific_journal-12113	2	18	delivery	delivery	NOUN
american_scientific_journal-12113	2	19	.	.	PUNCT
american_scientific_journal-12113	3	1	the	the	DET
american_scientific_journal-12113	3	2	purpose	purpose	NOUN
american_scientific_journal-12113	3	3	is	be	AUX
american_scientific_journal-12113	3	4	to	to	PART
american_scientific_journal-12113	3	5	review	review	VERB
american_scientific_journal-12113	3	6	the	the	DET
american_scientific_journal-12113	3	7	work	work	NOUN
american_scientific_journal-12113	3	8	from	from	ADP
american_scientific_journal-12113	3	9	2021	2021	NUM
american_scientific_journal-12113	3	10	to	to	ADP
american_scientific_journal-12113	3	11	2024	2024	NUM
american_scientific_journal-12113	3	12	and	and	CCONJ
american_scientific_journal-12113	3	13	apply	apply	VERB
american_scientific_journal-12113	3	14	different	different	ADJ
american_scientific_journal-12113	3	15	approaches	approach	NOUN
american_scientific_journal-12113	3	16	—	—	PUNCT
american_scientific_journal-12113	3	17	forecasting	forecasting	NOUN
american_scientific_journal-12113	3	18	models	model	NOUN
american_scientific_journal-12113	3	19	,	,	PUNCT
american_scientific_journal-12113	3	20	reinforcement	reinforcement	NOUN
american_scientific_journal-12113	3	21	learning	learning	NOUN
american_scientific_journal-12113	3	22	,	,	PUNCT
american_scientific_journal-12113	3	23	and	and	CCONJ
american_scientific_journal-12113	3	24	some	some	DET
american_scientific_journal-12113	3	25	unsupervised	unsupervised	ADJ
american_scientific_journal-12113	3	26	methods	method	NOUN
american_scientific_journal-12113	3	27	—	—	PUNCT
american_scientific_journal-12113	3	28	to	to	PART
american_scientific_journal-12113	3	29	see	see	VERB
american_scientific_journal-12113	3	30	how	how	SCONJ
american_scientific_journal-12113	3	31	they	they	PRON
american_scientific_journal-12113	3	32	affect	affect	VERB
american_scientific_journal-12113	3	33	the	the	DET
american_scientific_journal-12113	3	34	stability	stability	NOUN
american_scientific_journal-12113	3	35	and	and	CCONJ
american_scientific_journal-12113	3	36	quality	quality	NOUN
american_scientific_journal-12113	3	37	of	of	ADP
american_scientific_journal-12113	3	38	adaptive	adaptive	ADJ
american_scientific_journal-12113	3	39	bitrate	bitrate	NOUN
american_scientific_journal-12113	3	40	streaming	streaming	NOUN
american_scientific_journal-12113	3	41	.	.	PUNCT
american_scientific_journal-12113	4	1	the	the	DET
american_scientific_journal-12113	4	2	review	review	NOUN
american_scientific_journal-12113	4	3	covers	cover	VERB
american_scientific_journal-12113	4	4	a	a	DET
american_scientific_journal-12113	4	5	variety	variety	NOUN
american_scientific_journal-12113	4	6	of	of	ADP
american_scientific_journal-12113	4	7	research	research	NOUN
american_scientific_journal-12113	4	8	:	:	PUNCT
american_scientific_journal-12113	4	9	forecasting	forecast	VERB
american_scientific_journal-12113	4	10	with	with	ADP
american_scientific_journal-12113	4	11	bilstm	bilstm	NOUN
american_scientific_journal-12113	4	12	–	–	PUNCT
american_scientific_journal-12113	4	13	cnn	cnn	PROPN
american_scientific_journal-12113	4	14	and	and	CCONJ
american_scientific_journal-12113	4	15	gru	gru	NOUN
american_scientific_journal-12113	4	16	models	model	NOUN
american_scientific_journal-12113	4	17	,	,	PUNCT
american_scientific_journal-12113	4	18	reinforcement	reinforcement	NOUN
american_scientific_journal-12113	4	19	learning	learning	NOUN
american_scientific_journal-12113	4	20	systems	system	NOUN
american_scientific_journal-12113	4	21	like	like	ADP
american_scientific_journal-12113	4	22	dqnreg	dqnreg	NOUN
american_scientific_journal-12113	4	23	,	,	PUNCT
american_scientific_journal-12113	4	24	deepvr	deepvr	NOUN
american_scientific_journal-12113	4	25	,	,	PUNCT
american_scientific_journal-12113	4	26	or	or	CCONJ
american_scientific_journal-12113	4	27	greenabr	greenabr	ADJ
american_scientific_journal-12113	4	28	,	,	PUNCT
american_scientific_journal-12113	4	29	and	and	CCONJ
american_scientific_journal-12113	4	30	clustering	cluster	VERB
american_scientific_journal-12113	4	31	techniques	technique	NOUN
american_scientific_journal-12113	4	32	for	for	ADP
american_scientific_journal-12113	4	33	monitoring	monitor	VERB
american_scientific_journal-12113	4	34	qoe	qoe	NOUN
american_scientific_journal-12113	4	35	.	.	PUNCT
american_scientific_journal-12113	5	1	the	the	DET
american_scientific_journal-12113	5	2	main	main	ADJ
american_scientific_journal-12113	5	3	results	result	NOUN
american_scientific_journal-12113	5	4	indicate	indicate	VERB
american_scientific_journal-12113	5	5	that	that	SCONJ
american_scientific_journal-12113	5	6	machine	machine	NOUN
american_scientific_journal-12113	5	7	learning	learn	VERB
american_scientific_journal-12113	5	8	solutions	solution	NOUN
american_scientific_journal-12113	5	9	outperform	outperform	VERB
american_scientific_journal-12113	5	10	older	old	ADJ
american_scientific_journal-12113	5	11	abr	abr	NOUN
american_scientific_journal-12113	5	12	rules	rule	NOUN
american_scientific_journal-12113	5	13	:	:	PUNCT
american_scientific_journal-12113	5	14	fewer	few	ADJ
american_scientific_journal-12113	5	15	stalls	stall	NOUN
american_scientific_journal-12113	5	16	,	,	PUNCT
american_scientific_journal-12113	5	17	smoother	smooth	ADJ
american_scientific_journal-12113	5	18	quality	quality	NOUN
american_scientific_journal-12113	5	19	,	,	PUNCT
american_scientific_journal-12113	5	20	higher	high	ADJ
american_scientific_journal-12113	5	21	qoe	qoe	NOUN
american_scientific_journal-12113	5	22	,	,	PUNCT
american_scientific_journal-12113	5	23	and	and	CCONJ
american_scientific_journal-12113	5	24	in	in	ADP
american_scientific_journal-12113	5	25	some	some	DET
american_scientific_journal-12113	5	26	cases	case	NOUN
american_scientific_journal-12113	5	27	lower	low	ADJ
american_scientific_journal-12113	5	28	power	power	NOUN
american_scientific_journal-12113	5	29	use	use	NOUN
american_scientific_journal-12113	5	30	on	on	ADP
american_scientific_journal-12113	5	31	mobile	mobile	ADJ
american_scientific_journal-12113	5	32	devices	device	NOUN
american_scientific_journal-12113	5	33	.	.	PUNCT
american_scientific_journal-12113	6	1	at	at	ADP
american_scientific_journal-12113	6	2	the	the	DET
american_scientific_journal-12113	6	3	same	same	ADJ
american_scientific_journal-12113	6	4	time	time	NOUN
american_scientific_journal-12113	6	5	,	,	PUNCT
american_scientific_journal-12113	6	6	the	the	DET
american_scientific_journal-12113	6	7	models	model	NOUN
american_scientific_journal-12113	6	8	are	be	AUX
american_scientific_journal-12113	6	9	often	often	ADV
american_scientific_journal-12113	6	10	heavy	heavy	ADJ
american_scientific_journal-12113	6	11	to	to	PART
american_scientific_journal-12113	6	12	run	run	VERB
american_scientific_journal-12113	6	13	and	and	CCONJ
american_scientific_journal-12113	6	14	may	may	AUX
american_scientific_journal-12113	6	15	not	not	PART
american_scientific_journal-12113	6	16	generalize	generalize	VERB
american_scientific_journal-12113	6	17	well	well	ADV
american_scientific_journal-12113	6	18	outside	outside	ADP
american_scientific_journal-12113	6	19	the	the	DET
american_scientific_journal-12113	6	20	training	training	NOUN
american_scientific_journal-12113	6	21	data	datum	NOUN
american_scientific_journal-12113	6	22	.	.	PUNCT
american_scientific_journal-12113	7	1	the	the	DET
american_scientific_journal-12113	7	2	article	article	NOUN
american_scientific_journal-12113	7	3	is	be	AUX
american_scientific_journal-12113	7	4	meant	mean	VERB
american_scientific_journal-12113	7	5	for	for	ADP
american_scientific_journal-12113	7	6	researchers	researcher	NOUN
american_scientific_journal-12113	7	7	and	and	CCONJ
american_scientific_journal-12113	7	8	engineers	engineer	NOUN
american_scientific_journal-12113	7	9	working	work	VERB
american_scientific_journal-12113	7	10	on	on	ADP
american_scientific_journal-12113	7	11	video	video	NOUN
american_scientific_journal-12113	7	12	delivery	delivery	NOUN
american_scientific_journal-12113	7	13	and	and	CCONJ
american_scientific_journal-12113	7	14	network	network	NOUN
american_scientific_journal-12113	7	15	optimization	optimization	NOUN
american_scientific_journal-12113	7	16	,	,	PUNCT
american_scientific_journal-12113	7	17	and	and	CCONJ
american_scientific_journal-12113	7	18	points	point	VERB
american_scientific_journal-12113	7	19	to	to	ADP
american_scientific_journal-12113	7	20	where	where	SCONJ
american_scientific_journal-12113	7	21	ml	ml	NOUN
american_scientific_journal-12113	7	22	-	-	PUNCT
american_scientific_journal-12113	7	23	based	base	VERB
american_scientific_journal-12113	7	24	streaming	streaming	NOUN
american_scientific_journal-12113	7	25	could	could	AUX
american_scientific_journal-12113	7	26	be	be	AUX
american_scientific_journal-12113	7	27	applied	apply	VERB
american_scientific_journal-12113	7	28	in	in	ADP
american_scientific_journal-12113	7	29	practice	practice	NOUN
american_scientific_journal-12113	7	30	.	.	PUNCT
american_scientific_journal-12113	8	1	keywords	keyword	NOUN
american_scientific_journal-12113	8	2	:	:	PUNCT
american_scientific_journal-12113	8	3	machine	machine	NOUN
american_scientific_journal-12113	8	4	learning	learning	NOUN
american_scientific_journal-12113	8	5	;	;	PUNCT
american_scientific_journal-12113	8	6	adaptive	adaptive	ADJ
american_scientific_journal-12113	8	7	bitrate	bitrate	NOUN
american_scientific_journal-12113	8	8	streaming	streaming	NOUN
american_scientific_journal-12113	8	9	;	;	PUNCT
american_scientific_journal-12113	8	10	quality	quality	NOUN
american_scientific_journal-12113	8	11	of	of	ADP
american_scientific_journal-12113	8	12	experience	experience	NOUN
american_scientific_journal-12113	8	13	;	;	PUNCT
american_scientific_journal-12113	8	14	reinforcement	reinforcement	NOUN
american_scientific_journal-12113	8	15	learning	learning	NOUN
american_scientific_journal-12113	8	16	;	;	PUNCT
american_scientific_journal-12113	8	17	bandwidth	bandwidth	ADJ
american_scientific_journal-12113	8	18	prediction	prediction	NOUN
american_scientific_journal-12113	8	19	;	;	PUNCT
american_scientific_journal-12113	8	20	unsupervised	unsupervised	ADJ
american_scientific_journal-12113	8	21	learning	learning	NOUN
american_scientific_journal-12113	8	22	;	;	PUNCT
american_scientific_journal-12113	8	23	video	video	NOUN
american_scientific_journal-12113	8	24	streaming	streaming	NOUN
american_scientific_journal-12113	8	25	;	;	PUNCT
american_scientific_journal-12113	8	26	vr/360	vr/360	NOUN
american_scientific_journal-12113	8	27	°	°	PROPN
american_scientific_journal-12113	8	28	video	video	NOUN
american_scientific_journal-12113	8	29	;	;	PUNCT
american_scientific_journal-12113	8	30	energy	energy	NOUN
american_scientific_journal-12113	8	31	-	-	PUNCT
american_scientific_journal-12113	8	32	aware	aware	ADJ
american_scientific_journal-12113	8	33	streaming	streaming	NOUN
american_scientific_journal-12113	8	34	;	;	PUNCT
american_scientific_journal-12113	8	35	network	network	NOUN
american_scientific_journal-12113	8	36	optimization	optimization	NOUN
american_scientific_journal-12113	8	37	.	.	PUNCT
american_scientific_journal-12113	9	1	1	1	X
american_scientific_journal-12113	9	2	.	.	X
american_scientific_journal-12113	9	3	introduction	introduction	NOUN
american_scientific_journal-12113	9	4	online	online	PROPN
american_scientific_journal-12113	9	5	video	video	NOUN
american_scientific_journal-12113	9	6	has	have	AUX
american_scientific_journal-12113	9	7	grown	grow	VERB
american_scientific_journal-12113	9	8	so	so	ADV
american_scientific_journal-12113	9	9	quickly	quickly	ADV
american_scientific_journal-12113	9	10	that	that	SCONJ
american_scientific_journal-12113	9	11	it	it	PRON
american_scientific_journal-12113	9	12	now	now	ADV
american_scientific_journal-12113	9	13	dominates	dominate	VERB
american_scientific_journal-12113	9	14	internet	internet	NOUN
american_scientific_journal-12113	9	15	traffic	traffic	NOUN
american_scientific_journal-12113	9	16	.	.	PUNCT
american_scientific_journal-12113	10	1	the	the	DET
american_scientific_journal-12113	10	2	web	web	NOUN
american_scientific_journal-12113	10	3	has	have	AUX
american_scientific_journal-12113	10	4	effectively	effectively	ADV
american_scientific_journal-12113	10	5	turned	turn	VERB
american_scientific_journal-12113	10	6	into	into	ADP
american_scientific_journal-12113	10	7	a	a	DET
american_scientific_journal-12113	10	8	bandwidth	bandwidth	ADJ
american_scientific_journal-12113	10	9	-	-	ADJ
american_scientific_journal-12113	10	10	hungry	hungry	ADJ
american_scientific_journal-12113	10	11	space	space	NOUN
american_scientific_journal-12113	10	12	.	.	PUNCT
american_scientific_journal-12113	11	1	high	high	ADJ
american_scientific_journal-12113	11	2	-	-	PUNCT
american_scientific_journal-12113	11	3	definition	definition	NOUN
american_scientific_journal-12113	11	4	,	,	PUNCT
american_scientific_journal-12113	11	5	4k	4k	NOUN
american_scientific_journal-12113	11	6	,	,	PUNCT
american_scientific_journal-12113	11	7	and	and	CCONJ
american_scientific_journal-12113	11	8	even	even	ADV
american_scientific_journal-12113	11	9	immersive	immersive	ADJ
american_scientific_journal-12113	11	10	formats	format	NOUN
american_scientific_journal-12113	11	11	like	like	ADP
american_scientific_journal-12113	11	12	360	360	NUM
american_scientific_journal-12113	11	13	°	°	NUM
american_scientific_journal-12113	11	14	and	and	CCONJ
american_scientific_journal-12113	11	15	vr	vr	NOUN
american_scientific_journal-12113	11	16	make	make	VERB
american_scientific_journal-12113	11	17	the	the	DET
american_scientific_journal-12113	11	18	problem	problem	NOUN
american_scientific_journal-12113	11	19	worse	worse	ADV
american_scientific_journal-12113	11	20	,	,	PUNCT
american_scientific_journal-12113	11	21	since	since	SCONJ
american_scientific_journal-12113	11	22	they	they	PRON
american_scientific_journal-12113	11	23	demand	demand	VERB
american_scientific_journal-12113	11	24	far	far	ADV
american_scientific_journal-12113	11	25	more	more	ADV
american_scientific_journal-12113	11	26	stable	stable	ADJ
american_scientific_journal-12113	11	27	delivery	delivery	NOUN
american_scientific_journal-12113	11	28	.	.	PUNCT
american_scientific_journal-12113	12	1	streaming	streaming	NOUN
american_scientific_journal-12113	12	2	services	service	NOUN
american_scientific_journal-12113	12	3	therefore	therefore	ADV
american_scientific_journal-12113	12	4	run	run	VERB
american_scientific_journal-12113	12	5	into	into	ADP
american_scientific_journal-12113	12	6	constant	constant	ADJ
american_scientific_journal-12113	12	7	challenges	challenge	NOUN
american_scientific_journal-12113	12	8	:	:	PUNCT
american_scientific_journal-12113	12	9	networks	network	NOUN
american_scientific_journal-12113	12	10	fluctuate	fluctuate	NOUN
american_scientific_journal-12113	12	11	,	,	PUNCT
american_scientific_journal-12113	12	12	devices	device	NOUN
american_scientific_journal-12113	12	13	differ	differ	VERB
american_scientific_journal-12113	12	14	,	,	PUNCT
american_scientific_journal-12113	12	15	and	and	CCONJ
american_scientific_journal-12113	12	16	users	user	NOUN
american_scientific_journal-12113	12	17	still	still	ADV
american_scientific_journal-12113	12	18	expect	expect	VERB
american_scientific_journal-12113	12	19	smooth	smooth	ADJ
american_scientific_journal-12113	12	20	,	,	PUNCT
american_scientific_journal-12113	12	21	high	high	ADJ
american_scientific_journal-12113	12	22	-	-	PUNCT
american_scientific_journal-12113	12	23	quality	quality	NOUN
american_scientific_journal-12113	12	24	playback	playback	NOUN
american_scientific_journal-12113	12	25	without	without	ADP
american_scientific_journal-12113	12	26	pauses	pause	NOUN
american_scientific_journal-12113	12	27	.	.	PUNCT
american_scientific_journal-12113	13	1	traditional	traditional	ADJ
american_scientific_journal-12113	13	2	adaptive	adaptive	ADJ
american_scientific_journal-12113	13	3	bitrate	bitrate	NOUN
american_scientific_journal-12113	13	4	(	(	PUNCT
american_scientific_journal-12113	13	5	abr	abr	NOUN
american_scientific_journal-12113	13	6	)	)	PUNCT
american_scientific_journal-12113	13	7	algorithms	algorithm	NOUN
american_scientific_journal-12113	13	8	try	try	VERB
american_scientific_journal-12113	13	9	to	to	PART
american_scientific_journal-12113	13	10	handle	handle	VERB
american_scientific_journal-12113	13	11	this	this	PRON
american_scientific_journal-12113	13	12	by	by	ADP
american_scientific_journal-12113	13	13	switching	switch	VERB
american_scientific_journal-12113	13	14	video	video	NOUN
american_scientific_journal-12113	13	15	quality	quality	NOUN
american_scientific_journal-12113	13	16	according	accord	VERB
american_scientific_journal-12113	13	17	to	to	ADP
american_scientific_journal-12113	13	18	buffer	buffer	NOUN
american_scientific_journal-12113	13	19	size	size	NOUN
american_scientific_journal-12113	13	20	or	or	CCONJ
american_scientific_journal-12113	13	21	throughput	throughput	NOUN
american_scientific_journal-12113	13	22	estimates	estimate	NOUN
american_scientific_journal-12113	13	23	.	.	PUNCT
american_scientific_journal-12113	14	1	that	that	DET
american_scientific_journal-12113	14	2	approach	approach	NOUN
american_scientific_journal-12113	14	3	works	work	VERB
american_scientific_journal-12113	14	4	to	to	ADP
american_scientific_journal-12113	14	5	a	a	DET
american_scientific_journal-12113	14	6	degree	degree	NOUN
american_scientific_journal-12113	14	7	but	but	CCONJ
american_scientific_journal-12113	14	8	is	be	AUX
american_scientific_journal-12113	14	9	easy	easy	ADJ
american_scientific_journal-12113	14	10	to	to	PART
american_scientific_journal-12113	14	11	break	break	VERB
american_scientific_journal-12113	14	12	.	.	PUNCT
american_scientific_journal-12113	15	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-12113	15	2	received	receive	VERB
american_scientific_journal-12113	15	3	:	:	PUNCT
american_scientific_journal-12113	15	4	9/19/2025	9/19/2025	NUM
american_scientific_journal-12113	15	5	accepted	accept	VERB
american_scientific_journal-12113	15	6	:	:	PUNCT
american_scientific_journal-12113	15	7	11/19/2025	11/19/2025	NUM
american_scientific_journal-12113	15	8	published	publish	VERB
american_scientific_journal-12113	15	9	:	:	PUNCT
american_scientific_journal-12113	15	10	11/29/2025	11/29/2025	NUM
american_scientific_journal-12113	15	11	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-12113	15	12	*	*	PUNCT
american_scientific_journal-12113	15	13	corresponding	correspond	VERB
american_scientific_journal-12113	15	14	author	author	NOUN
american_scientific_journal-12113	15	15	.	.	PUNCT
american_scientific_journal-12113	16	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-12113	16	2	american	american	PROPN
american_scientific_journal-12113	16	3	academic	academic	PROPN
american_scientific_journal-12113	16	4	scientific	scientific	ADJ
american_scientific_journal-12113	16	5	research	research	NOUN
american_scientific_journal-12113	16	6	journal	journal	NOUN
american_scientific_journal-12113	16	7	for	for	ADP
american_scientific_journal-12113	16	8	engineering	engineering	NOUN
american_scientific_journal-12113	16	9	,	,	PUNCT
american_scientific_journal-12113	16	10	technology	technology	NOUN
american_scientific_journal-12113	16	11	,	,	PUNCT
american_scientific_journal-12113	16	12	and	and	CCONJ
american_scientific_journal-12113	16	13	sciences	science	NOUN
american_scientific_journal-12113	16	14	(	(	PUNCT
american_scientific_journal-12113	16	15	asrjets	asrjet	NOUN
american_scientific_journal-12113	16	16	)	)	PUNCT
american_scientific_journal-12113	16	17	volume	volume	NOUN
american_scientific_journal-12113	16	18	103	103	NUM
american_scientific_journal-12113	16	19	,	,	PUNCT
american_scientific_journal-12113	16	20	no	no	DET
american_scientific_journal-12113	16	21	1	1	NUM
american_scientific_journal-12113	16	22	,	,	PUNCT
american_scientific_journal-12113	16	23	pp	pp	ADV
american_scientific_journal-12113	16	24	464	464	NUM
american_scientific_journal-12113	16	25	-	-	SYM
american_scientific_journal-12113	16	26	473	473	NUM
american_scientific_journal-12113	16	27	465	465	NUM
american_scientific_journal-12113	16	28	a	a	DET
american_scientific_journal-12113	16	29	sudden	sudden	ADJ
american_scientific_journal-12113	16	30	drop	drop	NOUN
american_scientific_journal-12113	16	31	in	in	ADP
american_scientific_journal-12113	16	32	bandwidth	bandwidth	NOUN
american_scientific_journal-12113	16	33	can	can	AUX
american_scientific_journal-12113	16	34	trigger	trigger	VERB
american_scientific_journal-12113	16	35	overreactions	overreaction	NOUN
american_scientific_journal-12113	16	36	—	—	PUNCT
american_scientific_journal-12113	16	37	long	long	ADJ
american_scientific_journal-12113	16	38	stalls	stall	NOUN
american_scientific_journal-12113	16	39	,	,	PUNCT
american_scientific_journal-12113	16	40	jarring	jarring	ADJ
american_scientific_journal-12113	16	41	quality	quality	NOUN
american_scientific_journal-12113	16	42	changes	change	NOUN
american_scientific_journal-12113	16	43	,	,	PUNCT
american_scientific_journal-12113	16	44	or	or	CCONJ
american_scientific_journal-12113	16	45	wasted	waste	VERB
american_scientific_journal-12113	16	46	capacity	capacity	NOUN
american_scientific_journal-12113	16	47	when	when	SCONJ
american_scientific_journal-12113	16	48	the	the	DET
american_scientific_journal-12113	16	49	network	network	NOUN
american_scientific_journal-12113	16	50	could	could	AUX
american_scientific_journal-12113	16	51	have	have	AUX
american_scientific_journal-12113	16	52	carried	carry	VERB
american_scientific_journal-12113	16	53	more.machine	more.machine	NOUN
american_scientific_journal-12113	16	54	learning	learning	NOUN
american_scientific_journal-12113	16	55	has	have	AUX
american_scientific_journal-12113	16	56	been	be	AUX
american_scientific_journal-12113	16	57	proposed	propose	VERB
american_scientific_journal-12113	16	58	as	as	ADP
american_scientific_journal-12113	16	59	a	a	DET
american_scientific_journal-12113	16	60	way	way	NOUN
american_scientific_journal-12113	16	61	out	out	ADP
american_scientific_journal-12113	16	62	of	of	ADP
american_scientific_journal-12113	16	63	this	this	DET
american_scientific_journal-12113	16	64	cycle	cycle	NOUN
american_scientific_journal-12113	16	65	.	.	PUNCT
american_scientific_journal-12113	17	1	predictive	predictive	ADJ
american_scientific_journal-12113	17	2	models	model	NOUN
american_scientific_journal-12113	17	3	,	,	PUNCT
american_scientific_journal-12113	17	4	reinforcement	reinforcement	NOUN
american_scientific_journal-12113	17	5	learning	learning	NOUN
american_scientific_journal-12113	17	6	,	,	PUNCT
american_scientific_journal-12113	17	7	and	and	CCONJ
american_scientific_journal-12113	17	8	even	even	ADV
american_scientific_journal-12113	17	9	unsupervised	unsupervised	ADJ
american_scientific_journal-12113	17	10	methods	method	NOUN
american_scientific_journal-12113	17	11	make	make	VERB
american_scientific_journal-12113	17	12	it	it	PRON
american_scientific_journal-12113	17	13	possible	possible	ADJ
american_scientific_journal-12113	17	14	to	to	PART
american_scientific_journal-12113	17	15	anticipate	anticipate	VERB
american_scientific_journal-12113	17	16	network	network	NOUN
american_scientific_journal-12113	17	17	changes	change	NOUN
american_scientific_journal-12113	17	18	instead	instead	ADV
american_scientific_journal-12113	17	19	of	of	ADP
american_scientific_journal-12113	17	20	just	just	ADV
american_scientific_journal-12113	17	21	reacting	react	VERB
american_scientific_journal-12113	17	22	to	to	ADP
american_scientific_journal-12113	17	23	them	they	PRON
american_scientific_journal-12113	17	24	.	.	PUNCT
american_scientific_journal-12113	18	1	some	some	PRON
american_scientific_journal-12113	18	2	of	of	ADP
american_scientific_journal-12113	18	3	these	these	DET
american_scientific_journal-12113	18	4	methods	method	NOUN
american_scientific_journal-12113	18	5	aim	aim	VERB
american_scientific_journal-12113	18	6	at	at	ADP
american_scientific_journal-12113	18	7	more	more	ADJ
american_scientific_journal-12113	18	8	than	than	ADP
american_scientific_journal-12113	18	9	one	one	NUM
american_scientific_journal-12113	18	10	target	target	NOUN
american_scientific_journal-12113	18	11	at	at	ADP
american_scientific_journal-12113	18	12	once	once	ADV
american_scientific_journal-12113	18	13	—	—	PUNCT
american_scientific_journal-12113	18	14	they	they	PRON
american_scientific_journal-12113	18	15	do	do	AUX
american_scientific_journal-12113	18	16	n’t	not	PART
american_scientific_journal-12113	18	17	just	just	ADV
american_scientific_journal-12113	18	18	cut	cut	VERB
american_scientific_journal-12113	18	19	stalls	stall	NOUN
american_scientific_journal-12113	18	20	,	,	PUNCT
american_scientific_journal-12113	18	21	but	but	CCONJ
american_scientific_journal-12113	18	22	also	also	ADV
american_scientific_journal-12113	18	23	try	try	VERB
american_scientific_journal-12113	18	24	to	to	PART
american_scientific_journal-12113	18	25	hold	hold	VERB
american_scientific_journal-12113	18	26	resolution	resolution	NOUN
american_scientific_journal-12113	18	27	steady	steady	ADJ
american_scientific_journal-12113	18	28	or	or	CCONJ
american_scientific_journal-12113	18	29	,	,	PUNCT
american_scientific_journal-12113	18	30	on	on	ADP
american_scientific_journal-12113	18	31	phones	phone	NOUN
american_scientific_journal-12113	18	32	,	,	PUNCT
american_scientific_journal-12113	18	33	save	save	VERB
american_scientific_journal-12113	18	34	a	a	DET
american_scientific_journal-12113	18	35	bit	bit	NOUN
american_scientific_journal-12113	18	36	of	of	ADP
american_scientific_journal-12113	18	37	battery	battery	NOUN
american_scientific_journal-12113	18	38	.	.	PUNCT
american_scientific_journal-12113	19	1	not	not	PART
american_scientific_journal-12113	19	2	every	every	DET
american_scientific_journal-12113	19	3	improvement	improvement	NOUN
american_scientific_journal-12113	19	4	comes	come	VERB
american_scientific_journal-12113	19	5	from	from	ADP
american_scientific_journal-12113	19	6	ml	ml	ADP
american_scientific_journal-12113	19	7	,	,	PUNCT
american_scientific_journal-12113	19	8	though	though	ADV
american_scientific_journal-12113	19	9	.	.	PUNCT
american_scientific_journal-12113	20	1	systems	system	NOUN
american_scientific_journal-12113	20	2	-	-	PUNCT
american_scientific_journal-12113	20	3	level	level	NOUN
american_scientific_journal-12113	20	4	fixes	fix	NOUN
american_scientific_journal-12113	20	5	can	can	AUX
american_scientific_journal-12113	20	6	help	help	VERB
american_scientific_journal-12113	20	7	too	too	ADV
american_scientific_journal-12113	20	8	.	.	PUNCT
american_scientific_journal-12113	21	1	for	for	ADP
american_scientific_journal-12113	21	2	example	example	NOUN
american_scientific_journal-12113	21	3	,	,	PUNCT
american_scientific_journal-12113	21	4	prime	prime	ADJ
american_scientific_journal-12113	21	5	video	video	NOUN
american_scientific_journal-12113	21	6	’s	’s	PART
american_scientific_journal-12113	21	7	startover	startover	NOUN
american_scientific_journal-12113	21	8	playback	playback	NOUN
american_scientific_journal-12113	21	9	,	,	PUNCT
american_scientific_journal-12113	21	10	on	on	ADP
american_scientific_journal-12113	21	11	which	which	PRON
american_scientific_journal-12113	21	12	the	the	DET
american_scientific_journal-12113	21	13	author	author	NOUN
american_scientific_journal-12113	21	14	worked	work	VERB
american_scientific_journal-12113	21	15	directly	directly	ADV
american_scientific_journal-12113	21	16	,	,	PUNCT
american_scientific_journal-12113	21	17	tackled	tackle	VERB
american_scientific_journal-12113	21	18	the	the	DET
american_scientific_journal-12113	21	19	problem	problem	NOUN
american_scientific_journal-12113	21	20	of	of	ADP
american_scientific_journal-12113	21	21	keeping	keep	VERB
american_scientific_journal-12113	21	22	live	live	ADJ
american_scientific_journal-12113	21	23	streams	stream	NOUN
american_scientific_journal-12113	21	24	smooth	smooth	ADJ
american_scientific_journal-12113	21	25	on	on	ADP
american_scientific_journal-12113	21	26	older	old	ADJ
american_scientific_journal-12113	21	27	or	or	CCONJ
american_scientific_journal-12113	21	28	limited	limited	ADJ
american_scientific_journal-12113	21	29	devices	device	NOUN
american_scientific_journal-12113	21	30	.	.	PUNCT
american_scientific_journal-12113	22	1	studies	study	NOUN
american_scientific_journal-12113	22	2	over	over	ADP
american_scientific_journal-12113	22	3	the	the	DET
american_scientific_journal-12113	22	4	last	last	ADJ
american_scientific_journal-12113	22	5	few	few	ADJ
american_scientific_journal-12113	22	6	years	year	NOUN
american_scientific_journal-12113	22	7	show	show	VERB
american_scientific_journal-12113	22	8	measurable	measurable	ADJ
american_scientific_journal-12113	22	9	gains	gain	NOUN
american_scientific_journal-12113	22	10	in	in	ADP
american_scientific_journal-12113	22	11	both	both	DET
american_scientific_journal-12113	22	12	objective	objective	ADJ
american_scientific_journal-12113	22	13	terms	term	NOUN
american_scientific_journal-12113	22	14	(	(	PUNCT
american_scientific_journal-12113	22	15	shorter	short	ADJ
american_scientific_journal-12113	22	16	stall	stall	NOUN
american_scientific_journal-12113	22	17	times	time	NOUN
american_scientific_journal-12113	22	18	,	,	PUNCT
american_scientific_journal-12113	22	19	fewer	few	ADJ
american_scientific_journal-12113	22	20	abrupt	abrupt	ADJ
american_scientific_journal-12113	22	21	switches	switch	NOUN
american_scientific_journal-12113	22	22	)	)	PUNCT
american_scientific_journal-12113	22	23	and	and	CCONJ
american_scientific_journal-12113	22	24	in	in	ADP
american_scientific_journal-12113	22	25	subjective	subjective	ADJ
american_scientific_journal-12113	22	26	quality	quality	NOUN
american_scientific_journal-12113	22	27	of	of	ADP
american_scientific_journal-12113	22	28	experience	experience	NOUN
american_scientific_journal-12113	22	29	(	(	PUNCT
american_scientific_journal-12113	22	30	qoe	qoe	NOUN
american_scientific_journal-12113	22	31	)	)	PUNCT
american_scientific_journal-12113	22	32	.	.	PUNCT
american_scientific_journal-12113	23	1	ml	ml	AUX
american_scientific_journal-12113	23	2	opens	open	VERB
american_scientific_journal-12113	23	3	up	up	ADP
american_scientific_journal-12113	23	4	things	thing	NOUN
american_scientific_journal-12113	23	5	the	the	DET
american_scientific_journal-12113	23	6	old	old	ADJ
american_scientific_journal-12113	23	7	abr	abr	NOUN
american_scientific_journal-12113	23	8	algorithms	algorithm	NOUN
american_scientific_journal-12113	23	9	were	be	AUX
american_scientific_journal-12113	23	10	not	not	PART
american_scientific_journal-12113	23	11	able	able	ADJ
american_scientific_journal-12113	23	12	to	to	PART
american_scientific_journal-12113	23	13	do	do	VERB
american_scientific_journal-12113	23	14	.	.	PUNCT
american_scientific_journal-12113	24	1	one	one	NUM
american_scientific_journal-12113	24	2	clear	clear	ADJ
american_scientific_journal-12113	24	3	case	case	NOUN
american_scientific_journal-12113	24	4	is	be	AUX
american_scientific_journal-12113	24	5	virtual	virtual	ADJ
american_scientific_journal-12113	24	6	reality	reality	NOUN
american_scientific_journal-12113	24	7	(	(	PUNCT
american_scientific_journal-12113	24	8	vr	vr	NOUN
american_scientific_journal-12113	24	9	)	)	PUNCT
american_scientific_journal-12113	24	10	.	.	PUNCT
american_scientific_journal-12113	25	1	in	in	ADP
american_scientific_journal-12113	25	2	360	360	NUM
american_scientific_journal-12113	25	3	°	°	PART
american_scientific_journal-12113	25	4	video	video	NOUN
american_scientific_journal-12113	25	5	there	there	PRON
american_scientific_journal-12113	25	6	is	be	VERB
american_scientific_journal-12113	25	7	no	no	DET
american_scientific_journal-12113	25	8	necessity	necessity	NOUN
american_scientific_journal-12113	25	9	to	to	PART
american_scientific_journal-12113	25	10	send	send	VERB
american_scientific_journal-12113	25	11	the	the	DET
american_scientific_journal-12113	25	12	entire	entire	ADJ
american_scientific_journal-12113	25	13	scene	scene	NOUN
american_scientific_journal-12113	25	14	in	in	ADP
american_scientific_journal-12113	25	15	high	high	ADJ
american_scientific_journal-12113	25	16	resolution	resolution	NOUN
american_scientific_journal-12113	25	17	.	.	PUNCT
american_scientific_journal-12113	26	1	instead	instead	ADV
american_scientific_journal-12113	26	2	,	,	PUNCT
american_scientific_journal-12113	26	3	the	the	DET
american_scientific_journal-12113	26	4	system	system	NOUN
american_scientific_journal-12113	26	5	can	can	AUX
american_scientific_journal-12113	26	6	try	try	VERB
american_scientific_journal-12113	26	7	to	to	PART
american_scientific_journal-12113	26	8	guess	guess	VERB
american_scientific_journal-12113	26	9	where	where	SCONJ
american_scientific_journal-12113	26	10	the	the	DET
american_scientific_journal-12113	26	11	viewer	viewer	NOUN
american_scientific_journal-12113	26	12	will	will	AUX
american_scientific_journal-12113	26	13	turn	turn	VERB
american_scientific_journal-12113	26	14	their	their	PRON
american_scientific_journal-12113	26	15	head	head	NOUN
american_scientific_journal-12113	26	16	and	and	CCONJ
american_scientific_journal-12113	26	17	keep	keep	VERB
american_scientific_journal-12113	26	18	that	that	DET
american_scientific_journal-12113	26	19	part	part	NOUN
american_scientific_journal-12113	26	20	sharp	sharp	ADJ
american_scientific_journal-12113	26	21	while	while	SCONJ
american_scientific_journal-12113	26	22	lowering	lower	VERB
american_scientific_journal-12113	26	23	quality	quality	NOUN
american_scientific_journal-12113	26	24	in	in	ADP
american_scientific_journal-12113	26	25	the	the	DET
american_scientific_journal-12113	26	26	rest	rest	NOUN
american_scientific_journal-12113	26	27	.	.	PUNCT
american_scientific_journal-12113	27	1	that	that	DET
american_scientific_journal-12113	27	2	way	way	NOUN
american_scientific_journal-12113	27	3	,	,	PUNCT
american_scientific_journal-12113	27	4	a	a	DET
american_scientific_journal-12113	27	5	lot	lot	NOUN
american_scientific_journal-12113	27	6	of	of	ADP
american_scientific_journal-12113	27	7	bandwidth	bandwidth	NOUN
american_scientific_journal-12113	27	8	is	be	AUX
american_scientific_journal-12113	27	9	saved	save	VERB
american_scientific_journal-12113	27	10	and	and	CCONJ
american_scientific_journal-12113	27	11	most	most	ADJ
american_scientific_journal-12113	27	12	people	people	NOUN
american_scientific_journal-12113	27	13	will	will	AUX
american_scientific_journal-12113	27	14	not	not	PART
american_scientific_journal-12113	27	15	notice	notice	VERB
american_scientific_journal-12113	27	16	the	the	DET
american_scientific_journal-12113	27	17	difference	difference	NOUN
american_scientific_journal-12113	27	18	.	.	PUNCT
american_scientific_journal-12113	28	1	in	in	ADP
american_scientific_journal-12113	28	2	general	general	ADJ
american_scientific_journal-12113	28	3	,	,	PUNCT
american_scientific_journal-12113	28	4	machine	machine	NOUN
american_scientific_journal-12113	28	5	learning	learning	NOUN
american_scientific_journal-12113	28	6	lets	let	VERB
american_scientific_journal-12113	28	7	streaming	streaming	NOUN
american_scientific_journal-12113	28	8	players	player	NOUN
american_scientific_journal-12113	28	9	do	do	VERB
american_scientific_journal-12113	28	10	things	thing	NOUN
american_scientific_journal-12113	28	11	the	the	DET
american_scientific_journal-12113	28	12	old	old	ADJ
american_scientific_journal-12113	28	13	abr	abr	NOUN
american_scientific_journal-12113	28	14	rules	rule	NOUN
american_scientific_journal-12113	28	15	could	could	AUX
american_scientific_journal-12113	28	16	not	not	PART
american_scientific_journal-12113	28	17	handle	handle	VERB
american_scientific_journal-12113	28	18	.	.	PUNCT
american_scientific_journal-12113	29	1	it	it	PRON
american_scientific_journal-12113	29	2	makes	make	VERB
american_scientific_journal-12113	29	3	it	it	PRON
american_scientific_journal-12113	29	4	possible	possible	ADJ
american_scientific_journal-12113	29	5	to	to	PART
american_scientific_journal-12113	29	6	forecast	forecast	VERB
american_scientific_journal-12113	29	7	bandwidth	bandwidth	NOUN
american_scientific_journal-12113	29	8	,	,	PUNCT
american_scientific_journal-12113	29	9	adjust	adjust	VERB
american_scientific_journal-12113	29	10	bitrate	bitrate	NOUN
american_scientific_journal-12113	29	11	before	before	SCONJ
american_scientific_journal-12113	29	12	problems	problem	NOUN
american_scientific_journal-12113	29	13	occur	occur	VERB
american_scientific_journal-12113	29	14	,	,	PUNCT
american_scientific_journal-12113	29	15	and	and	CCONJ
american_scientific_journal-12113	29	16	tune	tune	NOUN
american_scientific_journal-12113	29	17	playback	playback	NOUN
american_scientific_journal-12113	29	18	to	to	ADP
american_scientific_journal-12113	29	19	the	the	DET
american_scientific_journal-12113	29	20	special	special	ADJ
american_scientific_journal-12113	29	21	demands	demand	NOUN
american_scientific_journal-12113	29	22	of	of	ADP
american_scientific_journal-12113	29	23	immersive	immersive	NOUN
american_scientific_journal-12113	29	24	formats	format	NOUN
american_scientific_journal-12113	29	25	.	.	PUNCT
american_scientific_journal-12113	30	1	a	a	DET
american_scientific_journal-12113	30	2	practical	practical	ADJ
american_scientific_journal-12113	30	3	example	example	NOUN
american_scientific_journal-12113	30	4	is	be	AUX
american_scientific_journal-12113	30	5	viewport	viewport	NOUN
american_scientific_journal-12113	30	6	prediction	prediction	NOUN
american_scientific_journal-12113	30	7	in	in	ADP
american_scientific_journal-12113	30	8	360	360	NUM
american_scientific_journal-12113	30	9	°	°	NOUN
american_scientific_journal-12113	30	10	video	video	NOUN
american_scientific_journal-12113	30	11	,	,	PUNCT
american_scientific_journal-12113	30	12	where	where	SCONJ
american_scientific_journal-12113	30	13	only	only	ADV
american_scientific_journal-12113	30	14	the	the	DET
american_scientific_journal-12113	30	15	visible	visible	ADJ
american_scientific_journal-12113	30	16	part	part	NOUN
american_scientific_journal-12113	30	17	of	of	ADP
american_scientific_journal-12113	30	18	the	the	DET
american_scientific_journal-12113	30	19	scene	scene	NOUN
american_scientific_journal-12113	30	20	is	be	AUX
american_scientific_journal-12113	30	21	sent	send	VERB
american_scientific_journal-12113	30	22	in	in	ADP
american_scientific_journal-12113	30	23	high	high	ADJ
american_scientific_journal-12113	30	24	quality	quality	NOUN
american_scientific_journal-12113	30	25	,	,	PUNCT
american_scientific_journal-12113	30	26	saving	save	VERB
american_scientific_journal-12113	30	27	bandwidth	bandwidth	NOUN
american_scientific_journal-12113	30	28	without	without	ADP
american_scientific_journal-12113	30	29	lowering	lower	VERB
american_scientific_journal-12113	30	30	user	user	NOUN
american_scientific_journal-12113	30	31	satisfaction	satisfaction	NOUN
american_scientific_journal-12113	30	32	.	.	PUNCT
american_scientific_journal-12113	31	1	these	these	DET
american_scientific_journal-12113	31	2	kinds	kind	NOUN
american_scientific_journal-12113	31	3	of	of	ADP
american_scientific_journal-12113	31	4	methods	method	NOUN
american_scientific_journal-12113	31	5	show	show	VERB
american_scientific_journal-12113	31	6	clear	clear	ADJ
american_scientific_journal-12113	31	7	improvements	improvement	NOUN
american_scientific_journal-12113	31	8	in	in	ADP
american_scientific_journal-12113	31	9	both	both	DET
american_scientific_journal-12113	31	10	playback	playback	NOUN
american_scientific_journal-12113	31	11	stability	stability	NOUN
american_scientific_journal-12113	31	12	and	and	CCONJ
american_scientific_journal-12113	31	13	perceived	perceive	VERB
american_scientific_journal-12113	31	14	quality	quality	NOUN
american_scientific_journal-12113	31	15	.	.	PUNCT
american_scientific_journal-12113	32	1	the	the	DET
american_scientific_journal-12113	32	2	studies	study	NOUN
american_scientific_journal-12113	32	3	from	from	ADP
american_scientific_journal-12113	32	4	2021	2021	NUM
american_scientific_journal-12113	32	5	to	to	ADP
american_scientific_journal-12113	32	6	2024	2024	NUM
american_scientific_journal-12113	32	7	examined	examine	VERB
american_scientific_journal-12113	32	8	in	in	ADP
american_scientific_journal-12113	32	9	this	this	DET
american_scientific_journal-12113	32	10	paper	paper	NOUN
american_scientific_journal-12113	32	11	illustrate	illustrate	VERB
american_scientific_journal-12113	32	12	how	how	SCONJ
american_scientific_journal-12113	32	13	such	such	ADJ
american_scientific_journal-12113	32	14	approaches	approach	NOUN
american_scientific_journal-12113	32	15	are	be	AUX
american_scientific_journal-12113	32	16	being	be	AUX
american_scientific_journal-12113	32	17	tested	test	VERB
american_scientific_journal-12113	32	18	and	and	CCONJ
american_scientific_journal-12113	32	19	refined	refine	VERB
american_scientific_journal-12113	32	20	in	in	ADP
american_scientific_journal-12113	32	21	practice	practice	NOUN
american_scientific_journal-12113	32	22	.	.	PUNCT
american_scientific_journal-12113	33	1	2	2	X
american_scientific_journal-12113	33	2	.	.	X
american_scientific_journal-12113	33	3	methods	method	NOUN
american_scientific_journal-12113	33	4	and	and	CCONJ
american_scientific_journal-12113	33	5	materials	material	NOUN
american_scientific_journal-12113	33	6	one	one	NUM
american_scientific_journal-12113	33	7	study	study	NOUN
american_scientific_journal-12113	33	8	by	by	ADP
american_scientific_journal-12113	33	9	andruloniw	andruloniw	PROPN
american_scientific_journal-12113	33	10	and	and	CCONJ
american_scientific_journal-12113	33	11	his	his	PRON
american_scientific_journal-12113	33	12	colleagues	colleague	NOUN
american_scientific_journal-12113	33	13	used	use	VERB
american_scientific_journal-12113	33	14	clustering	cluster	VERB
american_scientific_journal-12113	33	15	for	for	ADP
american_scientific_journal-12113	33	16	iptv	iptv	PROPN
american_scientific_journal-12113	33	17	.	.	PUNCT
american_scientific_journal-12113	34	1	no	no	DET
american_scientific_journal-12113	34	2	labels	label	NOUN
american_scientific_journal-12113	34	3	,	,	PUNCT
american_scientific_journal-12113	34	4	just	just	ADV
american_scientific_journal-12113	34	5	raw	raw	ADJ
american_scientific_journal-12113	34	6	playback	playback	NOUN
american_scientific_journal-12113	34	7	data	datum	NOUN
american_scientific_journal-12113	34	8	,	,	PUNCT
american_scientific_journal-12113	34	9	and	and	CCONJ
american_scientific_journal-12113	34	10	it	it	PRON
american_scientific_journal-12113	34	11	could	could	AUX
american_scientific_journal-12113	34	12	still	still	ADV
american_scientific_journal-12113	34	13	detect	detect	VERB
american_scientific_journal-12113	34	14	when	when	SCONJ
american_scientific_journal-12113	34	15	quality	quality	NOUN
american_scientific_journal-12113	34	16	was	be	AUX
american_scientific_journal-12113	34	17	going	go	VERB
american_scientific_journal-12113	34	18	down	down	ADP
american_scientific_journal-12113	34	19	[	[	X
american_scientific_journal-12113	34	20	1	1	NUM
american_scientific_journal-12113	34	21	]	]	PUNCT
american_scientific_journal-12113	34	22	.	.	PUNCT
american_scientific_journal-12113	35	1	dinaki	dinaki	PROPN
american_scientific_journal-12113	35	2	and	and	CCONJ
american_scientific_journal-12113	35	3	his	his	PRON
american_scientific_journal-12113	35	4	colleagues	colleague	NOUN
american_scientific_journal-12113	35	5	went	go	VERB
american_scientific_journal-12113	35	6	another	another	DET
american_scientific_journal-12113	35	7	way	way	NOUN
american_scientific_journal-12113	35	8	.	.	PUNCT
american_scientific_journal-12113	36	1	they	they	PRON
american_scientific_journal-12113	36	2	trained	train	VERB
american_scientific_journal-12113	36	3	a	a	DET
american_scientific_journal-12113	36	4	bilstm	bilstm	NOUN
american_scientific_journal-12113	36	5	–	–	PUNCT
american_scientific_journal-12113	36	6	cnn	cnn	PROPN
american_scientific_journal-12113	36	7	on	on	ADP
american_scientific_journal-12113	36	8	multivariate	multivariate	NOUN
american_scientific_journal-12113	36	9	time	time	NOUN
american_scientific_journal-12113	36	10	-	-	PUNCT
american_scientific_journal-12113	36	11	series	series	NOUN
american_scientific_journal-12113	36	12	,	,	PUNCT
american_scientific_journal-12113	36	13	mixing	mix	VERB
american_scientific_journal-12113	36	14	temporal	temporal	ADJ
american_scientific_journal-12113	36	15	with	with	ADP
american_scientific_journal-12113	36	16	spatial	spatial	ADJ
american_scientific_journal-12113	36	17	data	datum	NOUN
american_scientific_journal-12113	36	18	.	.	PUNCT
american_scientific_journal-12113	37	1	that	that	PRON
american_scientific_journal-12113	37	2	let	let	VERB
american_scientific_journal-12113	37	3	them	they	PRON
american_scientific_journal-12113	37	4	predict	predict	VERB
american_scientific_journal-12113	37	5	qoe	qoe	NOUN
american_scientific_journal-12113	37	6	a	a	DET
american_scientific_journal-12113	37	7	step	step	NOUN
american_scientific_journal-12113	37	8	ahead	ahead	ADV
american_scientific_journal-12113	37	9	and	and	CCONJ
american_scientific_journal-12113	37	10	react	react	VERB
american_scientific_journal-12113	37	11	before	before	SCONJ
american_scientific_journal-12113	37	12	the	the	DET
american_scientific_journal-12113	37	13	stream	stream	NOUN
american_scientific_journal-12113	37	14	froze	freeze	VERB
american_scientific_journal-12113	37	15	[	[	X
american_scientific_journal-12113	37	16	2	2	NUM
american_scientific_journal-12113	37	17	]	]	PUNCT
american_scientific_journal-12113	37	18	.	.	PUNCT
american_scientific_journal-12113	38	1	ghosh	ghosh	PROPN
american_scientific_journal-12113	38	2	and	and	CCONJ
american_scientific_journal-12113	38	3	singhal	singhal	PROPN
american_scientific_journal-12113	38	4	tried	try	VERB
american_scientific_journal-12113	38	5	to	to	PART
american_scientific_journal-12113	38	6	push	push	VERB
american_scientific_journal-12113	38	7	accuracy	accuracy	NOUN
american_scientific_journal-12113	38	8	further	far	ADV
american_scientific_journal-12113	38	9	with	with	ADP
american_scientific_journal-12113	38	10	mo	mo	PROPN
american_scientific_journal-12113	38	11	-	-	NOUN
american_scientific_journal-12113	38	12	qoe	qoe	NOUN
american_scientific_journal-12113	38	13	,	,	PUNCT
american_scientific_journal-12113	38	14	which	which	PRON
american_scientific_journal-12113	38	15	blends	blend	VERB
american_scientific_journal-12113	38	16	network	network	NOUN
american_scientific_journal-12113	38	17	measurements	measurement	NOUN
american_scientific_journal-12113	38	18	and	and	CCONJ
american_scientific_journal-12113	38	19	perceptual	perceptual	ADJ
american_scientific_journal-12113	38	20	features	feature	NOUN
american_scientific_journal-12113	38	21	[	[	X
american_scientific_journal-12113	38	22	3	3	NUM
american_scientific_journal-12113	38	23	]	]	PUNCT
american_scientific_journal-12113	38	24	.	.	PUNCT
american_scientific_journal-12113	39	1	hou	hou	PROPN
american_scientific_journal-12113	39	2	and	and	CCONJ
american_scientific_journal-12113	39	3	his	his	PRON
american_scientific_journal-12113	39	4	colleagues	colleague	NOUN
american_scientific_journal-12113	39	5	built	build	VERB
american_scientific_journal-12113	39	6	nova	nova	PROPN
american_scientific_journal-12113	39	7	for	for	ADP
american_scientific_journal-12113	39	8	360	360	NUM
american_scientific_journal-12113	39	9	°	°	NOUN
american_scientific_journal-12113	39	10	streaming	streaming	NOUN
american_scientific_journal-12113	39	11	,	,	PUNCT
american_scientific_journal-12113	39	12	designed	design	VERB
american_scientific_journal-12113	39	13	to	to	PART
american_scientific_journal-12113	39	14	predict	predict	VERB
american_scientific_journal-12113	39	15	viewports	viewport	NOUN
american_scientific_journal-12113	39	16	and	and	CCONJ
american_scientific_journal-12113	39	17	allocate	allocate	ADJ
american_scientific_journal-12113	39	18	bandwidth	bandwidth	NOUN
american_scientific_journal-12113	39	19	at	at	ADP
american_scientific_journal-12113	39	20	the	the	DET
american_scientific_journal-12113	39	21	edge	edge	NOUN
american_scientific_journal-12113	39	22	[	[	X
american_scientific_journal-12113	39	23	4	4	NUM
american_scientific_journal-12113	39	24	]	]	PUNCT
american_scientific_journal-12113	39	25	.	.	PUNCT
american_scientific_journal-12113	40	1	kougioumtzidis	kougioumtzidi	NOUN
american_scientific_journal-12113	40	2	and	and	CCONJ
american_scientific_journal-12113	40	3	his	his	PRON
american_scientific_journal-12113	40	4	colleagues	colleague	NOUN
american_scientific_journal-12113	40	5	did	do	AUX
american_scientific_journal-12113	40	6	n’t	not	PART
american_scientific_journal-12113	40	7	build	build	VERB
american_scientific_journal-12113	40	8	a	a	DET
american_scientific_journal-12113	40	9	system	system	NOUN
american_scientific_journal-12113	40	10	but	but	CCONJ
american_scientific_journal-12113	40	11	reviewed	review	VERB
american_scientific_journal-12113	40	12	the	the	DET
american_scientific_journal-12113	40	13	field	field	NOUN
american_scientific_journal-12113	40	14	.	.	PUNCT
american_scientific_journal-12113	41	1	their	their	PRON
american_scientific_journal-12113	41	2	conclusion	conclusion	NOUN
american_scientific_journal-12113	41	3	:	:	PUNCT
american_scientific_journal-12113	41	4	no	no	DET
american_scientific_journal-12113	41	5	single	single	ADJ
american_scientific_journal-12113	41	6	qoe	qoe	NOUN
american_scientific_journal-12113	41	7	metric	metric	ADJ
american_scientific_journal-12113	41	8	is	be	AUX
american_scientific_journal-12113	41	9	enough	enough	ADJ
american_scientific_journal-12113	41	10	—	—	PUNCT
american_scientific_journal-12113	41	11	the	the	DET
american_scientific_journal-12113	41	12	models	model	NOUN
american_scientific_journal-12113	41	13	need	need	VERB
american_scientific_journal-12113	41	14	to	to	PART
american_scientific_journal-12113	41	15	combine	combine	VERB
american_scientific_journal-12113	41	16	several	several	ADJ
american_scientific_journal-12113	41	17	signals	signal	NOUN
american_scientific_journal-12113	41	18	.	.	PUNCT
american_scientific_journal-12113	42	1	other	other	ADJ
american_scientific_journal-12113	42	2	engineering	engineering	NOUN
american_scientific_journal-12113	42	3	approaches	approach	NOUN
american_scientific_journal-12113	42	4	,	,	PUNCT
american_scientific_journal-12113	42	5	for	for	ADP
american_scientific_journal-12113	42	6	instance	instance	NOUN
american_scientific_journal-12113	42	7	the	the	DET
american_scientific_journal-12113	42	8	startover	startover	NOUN
american_scientific_journal-12113	42	9	playback	playback	NOUN
american_scientific_journal-12113	42	10	pipeline	pipeline	NOUN
american_scientific_journal-12113	42	11	at	at	ADP
american_scientific_journal-12113	42	12	prime	prime	ADJ
american_scientific_journal-12113	42	13	video	video	NOUN
american_scientific_journal-12113	42	14	,	,	PUNCT
american_scientific_journal-12113	42	15	have	have	AUX
american_scientific_journal-12113	42	16	contributed	contribute	VERB
american_scientific_journal-12113	42	17	to	to	PART
american_scientific_journal-12113	42	18	improved	improve	VERB
american_scientific_journal-12113	42	19	streaming	streaming	NOUN
american_scientific_journal-12113	42	20	resilience	resilience	NOUN
american_scientific_journal-12113	42	21	without	without	ADP
american_scientific_journal-12113	42	22	ml	ml	NOUN
american_scientific_journal-12113	42	23	by	by	ADP
american_scientific_journal-12113	42	24	optimizing	optimize	VERB
american_scientific_journal-12113	42	25	caching	cache	VERB
american_scientific_journal-12113	42	26	and	and	CCONJ
american_scientific_journal-12113	42	27	time	time	NOUN
american_scientific_journal-12113	42	28	-	-	PUNCT
american_scientific_journal-12113	42	29	indexed	index	VERB
american_scientific_journal-12113	42	30	stream	stream	NOUN
american_scientific_journal-12113	42	31	delivery	delivery	NOUN
american_scientific_journal-12113	42	32	other	other	ADJ
american_scientific_journal-12113	42	33	studies	study	NOUN
american_scientific_journal-12113	42	34	zoomed	zoom	VERB
american_scientific_journal-12113	42	35	in	in	ADP
american_scientific_journal-12113	42	36	on	on	ADP
american_scientific_journal-12113	42	37	narrower	narrow	ADJ
american_scientific_journal-12113	42	38	bottlenecks	bottleneck	NOUN
american_scientific_journal-12113	42	39	.	.	PUNCT
american_scientific_journal-12113	43	1	lebreton	lebreton	PROPN
american_scientific_journal-12113	43	2	and	and	CCONJ
american_scientific_journal-12113	43	3	yamagishi	yamagishi	PROPN
american_scientific_journal-12113	43	4	,	,	PUNCT
american_scientific_journal-12113	43	5	for	for	ADP
american_scientific_journal-12113	43	6	example	example	NOUN
american_scientific_journal-12113	43	7	,	,	PUNCT
american_scientific_journal-12113	43	8	proposed	propose	VERB
american_scientific_journal-12113	43	9	a	a	DET
american_scientific_journal-12113	43	10	bitrate	bitrate	NOUN
american_scientific_journal-12113	43	11	ladder	ladder	NOUN
american_scientific_journal-12113	43	12	adjustment	adjustment	NOUN
american_scientific_journal-12113	43	13	based	base	VERB
american_scientific_journal-12113	43	14	on	on	ADP
american_scientific_journal-12113	43	15	the	the	DET
american_scientific_journal-12113	43	16	“	"	PUNCT
american_scientific_journal-12113	43	17	quitting	quit	VERB
american_scientific_journal-12113	43	18	ratio	ratio	NOUN
american_scientific_journal-12113	43	19	,	,	PUNCT
american_scientific_journal-12113	43	20	”	"	PUNCT
american_scientific_journal-12113	43	21	a	a	DET
american_scientific_journal-12113	43	22	metric	metric	NOUN
american_scientific_journal-12113	43	23	tied	tie	VERB
american_scientific_journal-12113	43	24	directly	directly	ADV
american_scientific_journal-12113	43	25	to	to	ADP
american_scientific_journal-12113	43	26	user	user	NOUN
american_scientific_journal-12113	43	27	drop	drop	NOUN
american_scientific_journal-12113	43	28	-	-	PUNCT
american_scientific_journal-12113	43	29	off	off	NOUN
american_scientific_journal-12113	43	30	.	.	PUNCT
american_scientific_journal-12113	44	1	souane	souane	NOUN
american_scientific_journal-12113	44	2	and	and	CCONJ
american_scientific_journal-12113	44	3	his	his	PRON
american_scientific_journal-12113	44	4	colleagues	colleague	NOUN
american_scientific_journal-12113	44	5	worked	work	VERB
american_scientific_journal-12113	44	6	with	with	ADP
american_scientific_journal-12113	44	7	deep	deep	ADJ
american_scientific_journal-12113	44	8	reinforcement	reinforcement	NOUN
american_scientific_journal-12113	44	9	learning	learning	NOUN
american_scientific_journal-12113	44	10	,	,	PUNCT
american_scientific_journal-12113	44	11	building	build	VERB
american_scientific_journal-12113	44	12	an	an	DET
american_scientific_journal-12113	44	13	lstm	lstm	NOUN
american_scientific_journal-12113	44	14	-	-	PUNCT
american_scientific_journal-12113	44	15	driven	drive	VERB
american_scientific_journal-12113	44	16	agent	agent	NOUN
american_scientific_journal-12113	44	17	that	that	PRON
american_scientific_journal-12113	44	18	adapted	adapt	VERB
american_scientific_journal-12113	44	19	bitrates	bitrate	NOUN
american_scientific_journal-12113	44	20	on	on	ADP
american_scientific_journal-12113	44	21	the	the	DET
american_scientific_journal-12113	44	22	fly	fly	NOUN
american_scientific_journal-12113	44	23	in	in	ADP
american_scientific_journal-12113	44	24	wireless	wireless	ADJ
american_scientific_journal-12113	44	25	environments	environment	NOUN
american_scientific_journal-12113	44	26	.	.	PUNCT
american_scientific_journal-12113	45	1	turkkan	turkkan	PROPN
american_scientific_journal-12113	45	2	and	and	CCONJ
american_scientific_journal-12113	45	3	his	his	PRON
american_scientific_journal-12113	45	4	colleagues	colleague	NOUN
american_scientific_journal-12113	45	5	went	go	VERB
american_scientific_journal-12113	45	6	in	in	ADP
american_scientific_journal-12113	45	7	a	a	DET
american_scientific_journal-12113	45	8	different	different	ADJ
american_scientific_journal-12113	45	9	direction	direction	NOUN
american_scientific_journal-12113	45	10	with	with	ADP
american_scientific_journal-12113	45	11	greenabr	greenabr	NOUN
american_scientific_journal-12113	45	12	,	,	PUNCT
american_scientific_journal-12113	45	13	which	which	PRON
american_scientific_journal-12113	45	14	folded	fold	VERB
american_scientific_journal-12113	45	15	energy	energy	NOUN
american_scientific_journal-12113	45	16	use	use	NOUN
american_scientific_journal-12113	45	17	into	into	ADP
american_scientific_journal-12113	45	18	the	the	DET
american_scientific_journal-12113	45	19	reward	reward	NOUN
american_scientific_journal-12113	45	20	function	function	NOUN
american_scientific_journal-12113	45	21	.	.	PUNCT
american_scientific_journal-12113	46	1	their	their	PRON
american_scientific_journal-12113	46	2	tests	test	NOUN
american_scientific_journal-12113	46	3	showed	show	VERB
american_scientific_journal-12113	46	4	that	that	SCONJ
american_scientific_journal-12113	46	5	power	power	NOUN
american_scientific_journal-12113	46	6	consumption	consumption	NOUN
american_scientific_journal-12113	46	7	could	could	AUX
american_scientific_journal-12113	46	8	be	be	AUX
american_scientific_journal-12113	46	9	cut	cut	VERB
american_scientific_journal-12113	46	10	in	in	ADP
american_scientific_journal-12113	46	11	half	half	NOUN
american_scientific_journal-12113	46	12	without	without	ADP
american_scientific_journal-12113	46	13	lowering	lower	VERB
american_scientific_journal-12113	46	14	qoe	qoe	NOUN
american_scientific_journal-12113	46	15	.	.	PUNCT
american_scientific_journal-12113	47	1	woo	woo	VERB
american_scientific_journal-12113	47	2	and	and	CCONJ
american_scientific_journal-12113	47	3	his	his	PRON
american_scientific_journal-12113	47	4	colleagues	colleague	NOUN
american_scientific_journal-12113	47	5	combined	combine	VERB
american_scientific_journal-12113	47	6	a	a	DET
american_scientific_journal-12113	47	7	conventional	conventional	ADJ
american_scientific_journal-12113	47	8	buffer	buffer	NOUN
american_scientific_journal-12113	47	9	-	-	PUNCT
american_scientific_journal-12113	47	10	based	base	VERB
american_scientific_journal-12113	47	11	controller	controller	NOUN
american_scientific_journal-12113	47	12	with	with	ADP
american_scientific_journal-12113	47	13	gru	gru	NOUN
american_scientific_journal-12113	47	14	-	-	PUNCT
american_scientific_journal-12113	47	15	based	base	VERB
american_scientific_journal-12113	47	16	bandwidth	bandwidth	ADJ
american_scientific_journal-12113	47	17	prediction	prediction	NOUN
american_scientific_journal-12113	47	18	and	and	CCONJ
american_scientific_journal-12113	47	19	reported	report	VERB
american_scientific_journal-12113	47	20	about	about	ADP
american_scientific_journal-12113	47	21	an	an	DET
american_scientific_journal-12113	47	22	11	11	NUM
american_scientific_journal-12113	47	23	%	%	NOUN
american_scientific_journal-12113	47	24	boost	boost	NOUN
american_scientific_journal-12113	47	25	in	in	ADP
american_scientific_journal-12113	47	26	qoe	qoe	NOUN
american_scientific_journal-12113	47	27	under	under	ADP
american_scientific_journal-12113	47	28	unstable	unstable	ADJ
american_scientific_journal-12113	47	29	conditions	condition	NOUN
american_scientific_journal-12113	47	30	.	.	PUNCT
american_scientific_journal-12113	48	1	for	for	ADP
american_scientific_journal-12113	48	2	vr	vr	PROPN
american_scientific_journal-12113	48	3	,	,	PUNCT
american_scientific_journal-12113	48	4	xiao	xiao	PROPN
american_scientific_journal-12113	48	5	and	and	CCONJ
american_scientific_journal-12113	48	6	his	his	PRON
american_scientific_journal-12113	48	7	colleagues	colleague	NOUN
american_scientific_journal-12113	48	8	introduced	introduce	VERB
american_scientific_journal-12113	48	9	american	american	ADJ
american_scientific_journal-12113	48	10	academic	academic	ADJ
american_scientific_journal-12113	48	11	scientific	scientific	ADJ
american_scientific_journal-12113	48	12	research	research	NOUN
american_scientific_journal-12113	48	13	journal	journal	NOUN
american_scientific_journal-12113	48	14	for	for	ADP
american_scientific_journal-12113	48	15	engineering	engineering	NOUN
american_scientific_journal-12113	48	16	,	,	PUNCT
american_scientific_journal-12113	48	17	technology	technology	NOUN
american_scientific_journal-12113	48	18	,	,	PUNCT
american_scientific_journal-12113	48	19	and	and	CCONJ
american_scientific_journal-12113	48	20	sciences	science	NOUN
american_scientific_journal-12113	48	21	(	(	PUNCT
american_scientific_journal-12113	48	22	asrjets	asrjet	NOUN
american_scientific_journal-12113	48	23	)	)	PUNCT
american_scientific_journal-12113	48	24	volume	volume	NOUN
american_scientific_journal-12113	48	25	103	103	NUM
american_scientific_journal-12113	48	26	,	,	PUNCT
american_scientific_journal-12113	48	27	no	no	DET
american_scientific_journal-12113	48	28	1	1	NUM
american_scientific_journal-12113	48	29	,	,	PUNCT
american_scientific_journal-12113	48	30	pp	pp	ADV
american_scientific_journal-12113	48	31	464	464	NUM
american_scientific_journal-12113	48	32	-	-	SYM
american_scientific_journal-12113	48	33	473	473	NUM
american_scientific_journal-12113	48	34	466	466	NUM
american_scientific_journal-12113	48	35	deepvr	deepvr	NOUN
american_scientific_journal-12113	48	36	,	,	PUNCT
american_scientific_journal-12113	48	37	a	a	DET
american_scientific_journal-12113	48	38	reinforcement	reinforcement	NOUN
american_scientific_journal-12113	48	39	framework	framework	NOUN
american_scientific_journal-12113	48	40	that	that	PRON
american_scientific_journal-12113	48	41	predicts	predict	VERB
american_scientific_journal-12113	48	42	the	the	DET
american_scientific_journal-12113	48	43	user	user	NOUN
american_scientific_journal-12113	48	44	’s	’s	PART
american_scientific_journal-12113	48	45	viewport	viewport	NOUN
american_scientific_journal-12113	48	46	and	and	CCONJ
american_scientific_journal-12113	48	47	adjusts	adjust	VERB
american_scientific_journal-12113	48	48	bitrate	bitrate	NOUN
american_scientific_journal-12113	48	49	accordingly	accordingly	ADV
american_scientific_journal-12113	48	50	,	,	PUNCT
american_scientific_journal-12113	48	51	so	so	ADV
american_scientific_journal-12113	48	52	only	only	ADV
american_scientific_journal-12113	48	53	the	the	DET
american_scientific_journal-12113	48	54	visible	visible	ADJ
american_scientific_journal-12113	48	55	part	part	NOUN
american_scientific_journal-12113	48	56	of	of	ADP
american_scientific_journal-12113	48	57	the	the	DET
american_scientific_journal-12113	48	58	360	360	NUM
american_scientific_journal-12113	48	59	°	°	PRON
american_scientific_journal-12113	48	60	scene	scene	NOUN
american_scientific_journal-12113	48	61	is	be	AUX
american_scientific_journal-12113	48	62	streamed	stream	VERB
american_scientific_journal-12113	48	63	in	in	ADP
american_scientific_journal-12113	48	64	full	full	ADJ
american_scientific_journal-12113	48	65	quality	quality	NOUN
american_scientific_journal-12113	49	1	[	[	X
american_scientific_journal-12113	49	2	10].time	10].time	NUM
american_scientific_journal-12113	49	3	-	-	PUNCT
american_scientific_journal-12113	49	4	series	series	NOUN
american_scientific_journal-12113	49	5	forecasting	forecasting	NOUN
american_scientific_journal-12113	49	6	has	have	AUX
american_scientific_journal-12113	49	7	also	also	ADV
american_scientific_journal-12113	49	8	become	become	VERB
american_scientific_journal-12113	49	9	central	central	ADJ
american_scientific_journal-12113	49	10	.	.	PUNCT
american_scientific_journal-12113	50	1	dinaki	dinaki	PROPN
american_scientific_journal-12113	50	2	and	and	CCONJ
american_scientific_journal-12113	50	3	his	his	PRON
american_scientific_journal-12113	50	4	colleagues	colleague	NOUN
american_scientific_journal-12113	50	5	showed	show	VERB
american_scientific_journal-12113	50	6	that	that	SCONJ
american_scientific_journal-12113	50	7	a	a	DET
american_scientific_journal-12113	50	8	bilstm	bilstm	NOUN
american_scientific_journal-12113	50	9	–	–	PUNCT
american_scientific_journal-12113	50	10	cnn	cnn	PROPN
american_scientific_journal-12113	50	11	model	model	NOUN
american_scientific_journal-12113	50	12	could	could	AUX
american_scientific_journal-12113	50	13	anticipate	anticipate	VERB
american_scientific_journal-12113	50	14	qoe	qoe	NOUN
american_scientific_journal-12113	50	15	one	one	NUM
american_scientific_journal-12113	50	16	step	step	NOUN
american_scientific_journal-12113	50	17	ahead	ahead	ADV
american_scientific_journal-12113	50	18	by	by	ADP
american_scientific_journal-12113	50	19	combining	combine	VERB
american_scientific_journal-12113	50	20	spatial	spatial	ADJ
american_scientific_journal-12113	50	21	and	and	CCONJ
american_scientific_journal-12113	50	22	temporal	temporal	ADJ
american_scientific_journal-12113	50	23	features	feature	NOUN
american_scientific_journal-12113	50	24	[	[	X
american_scientific_journal-12113	50	25	2	2	NUM
american_scientific_journal-12113	50	26	]	]	PUNCT
american_scientific_journal-12113	50	27	.	.	PUNCT
american_scientific_journal-12113	51	1	woo	woo	VERB
american_scientific_journal-12113	51	2	and	and	CCONJ
american_scientific_journal-12113	51	3	his	his	PRON
american_scientific_journal-12113	51	4	colleagues	colleague	NOUN
american_scientific_journal-12113	51	5	applied	apply	VERB
american_scientific_journal-12113	51	6	a	a	DET
american_scientific_journal-12113	51	7	gru	gru	NOUN
american_scientific_journal-12113	51	8	predictor	predictor	NOUN
american_scientific_journal-12113	51	9	for	for	ADP
american_scientific_journal-12113	51	10	bandwidth	bandwidth	NOUN
american_scientific_journal-12113	51	11	,	,	PUNCT
american_scientific_journal-12113	51	12	which	which	PRON
american_scientific_journal-12113	51	13	allowed	allow	VERB
american_scientific_journal-12113	51	14	bitrate	bitrate	NOUN
american_scientific_journal-12113	51	15	changes	change	NOUN
american_scientific_journal-12113	51	16	before	before	ADP
american_scientific_journal-12113	51	17	a	a	DET
american_scientific_journal-12113	51	18	drop	drop	NOUN
american_scientific_journal-12113	51	19	was	be	AUX
american_scientific_journal-12113	51	20	noticeable	noticeable	ADJ
american_scientific_journal-12113	51	21	,	,	PUNCT
american_scientific_journal-12113	51	22	again	again	ADV
american_scientific_journal-12113	51	23	yielding	yield	VERB
american_scientific_journal-12113	51	24	an	an	DET
american_scientific_journal-12113	51	25	11	11	NUM
american_scientific_journal-12113	51	26	%	%	NOUN
american_scientific_journal-12113	51	27	gain	gain	NOUN
american_scientific_journal-12113	51	28	compared	compare	VERB
american_scientific_journal-12113	51	29	with	with	ADP
american_scientific_journal-12113	51	30	a	a	DET
american_scientific_journal-12113	51	31	plain	plain	ADJ
american_scientific_journal-12113	51	32	buffer	buffer	NOUN
american_scientific_journal-12113	51	33	-	-	PUNCT
american_scientific_journal-12113	51	34	based	base	VERB
american_scientific_journal-12113	51	35	baseline	baseline	NOUN
american_scientific_journal-12113	52	1	[	[	X
american_scientific_journal-12113	52	2	9	9	NUM
american_scientific_journal-12113	52	3	]	]	PUNCT
american_scientific_journal-12113	52	4	.	.	PUNCT
american_scientific_journal-12113	53	1	these	these	DET
american_scientific_journal-12113	53	2	models	model	NOUN
american_scientific_journal-12113	53	3	rely	rely	VERB
american_scientific_journal-12113	53	4	on	on	ADP
american_scientific_journal-12113	53	5	real	real	ADJ
american_scientific_journal-12113	53	6	network	network	NOUN
american_scientific_journal-12113	53	7	traces	trace	NOUN
american_scientific_journal-12113	53	8	—	—	PUNCT
american_scientific_journal-12113	53	9	throughput	throughput	NOUN
american_scientific_journal-12113	53	10	logs	log	NOUN
american_scientific_journal-12113	53	11	,	,	PUNCT
american_scientific_journal-12113	53	12	stall	stall	VERB
american_scientific_journal-12113	53	13	events	event	NOUN
american_scientific_journal-12113	53	14	,	,	PUNCT
american_scientific_journal-12113	53	15	bitrate	bitrate	NOUN
american_scientific_journal-12113	53	16	histories	history	NOUN
american_scientific_journal-12113	53	17	—	—	PUNCT
american_scientific_journal-12113	53	18	so	so	ADV
american_scientific_journal-12113	53	19	they	they	PRON
american_scientific_journal-12113	53	20	can	can	AUX
american_scientific_journal-12113	53	21	act	act	VERB
american_scientific_journal-12113	53	22	proactively	proactively	ADV
american_scientific_journal-12113	53	23	rather	rather	ADV
american_scientific_journal-12113	53	24	than	than	ADP
american_scientific_journal-12113	53	25	reactively	reactively	ADV
american_scientific_journal-12113	53	26	.	.	PUNCT
american_scientific_journal-12113	54	1	reinforcement	reinforcement	NOUN
american_scientific_journal-12113	54	2	learning	learning	NOUN
american_scientific_journal-12113	54	3	has	have	AUX
american_scientific_journal-12113	54	4	had	have	VERB
american_scientific_journal-12113	54	5	a	a	DET
american_scientific_journal-12113	54	6	similar	similar	ADJ
american_scientific_journal-12113	54	7	impact	impact	NOUN
american_scientific_journal-12113	54	8	on	on	ADP
american_scientific_journal-12113	54	9	adaptive	adaptive	ADJ
american_scientific_journal-12113	54	10	bitrate	bitrate	NOUN
american_scientific_journal-12113	54	11	(	(	PUNCT
american_scientific_journal-12113	54	12	abr	abr	PROPN
american_scientific_journal-12113	54	13	)	)	PUNCT
american_scientific_journal-12113	54	14	itself	itself	PRON
american_scientific_journal-12113	54	15	.	.	PUNCT
american_scientific_journal-12113	55	1	souane	souane	VERB
american_scientific_journal-12113	55	2	and	and	CCONJ
american_scientific_journal-12113	55	3	his	his	PRON
american_scientific_journal-12113	55	4	colleagues	colleague	NOUN
american_scientific_journal-12113	55	5	modified	modify	VERB
american_scientific_journal-12113	55	6	the	the	DET
american_scientific_journal-12113	55	7	state	state	NOUN
american_scientific_journal-12113	55	8	space	space	NOUN
american_scientific_journal-12113	55	9	with	with	ADP
american_scientific_journal-12113	55	10	a	a	DET
american_scientific_journal-12113	55	11	“	"	PUNCT
american_scientific_journal-12113	55	12	quality	quality	NOUN
american_scientific_journal-12113	55	13	distance	distance	NOUN
american_scientific_journal-12113	55	14	”	"	PUNCT
american_scientific_journal-12113	55	15	feature	feature	NOUN
american_scientific_journal-12113	55	16	,	,	PUNCT
american_scientific_journal-12113	55	17	which	which	PRON
american_scientific_journal-12113	55	18	let	let	VERB
american_scientific_journal-12113	55	19	their	their	PRON
american_scientific_journal-12113	55	20	lstm	lstm	NOUN
american_scientific_journal-12113	55	21	-	-	PUNCT
american_scientific_journal-12113	55	22	based	base	VERB
american_scientific_journal-12113	55	23	agent	agent	NOUN
american_scientific_journal-12113	55	24	make	make	VERB
american_scientific_journal-12113	55	25	finer	fine	ADJ
american_scientific_journal-12113	55	26	segmentby	segmentby	NOUN
american_scientific_journal-12113	55	27	-	-	PUNCT
american_scientific_journal-12113	55	28	segment	segment	NOUN
american_scientific_journal-12113	55	29	decisions	decision	NOUN
american_scientific_journal-12113	55	30	[	[	X
american_scientific_journal-12113	55	31	7	7	NUM
american_scientific_journal-12113	55	32	]	]	PUNCT
american_scientific_journal-12113	55	33	.	.	PUNCT
american_scientific_journal-12113	56	1	rl	rl	PROPN
american_scientific_journal-12113	56	2	approaches	approach	NOUN
american_scientific_journal-12113	56	3	handle	handle	VERB
american_scientific_journal-12113	56	4	adaptive	adaptive	ADJ
american_scientific_journal-12113	56	5	bitrate	bitrate	NOUN
american_scientific_journal-12113	56	6	(	(	PUNCT
american_scientific_journal-12113	56	7	abr	abr	NOUN
american_scientific_journal-12113	56	8	)	)	PUNCT
american_scientific_journal-12113	56	9	differently	differently	ADV
american_scientific_journal-12113	56	10	from	from	ADP
american_scientific_journal-12113	56	11	heuristics	heuristic	NOUN
american_scientific_journal-12113	56	12	.	.	PUNCT
american_scientific_journal-12113	57	1	instead	instead	ADV
american_scientific_journal-12113	57	2	of	of	ADP
american_scientific_journal-12113	57	3	following	follow	VERB
american_scientific_journal-12113	57	4	fixed	fix	VERB
american_scientific_journal-12113	57	5	rules	rule	NOUN
american_scientific_journal-12113	57	6	,	,	PUNCT
american_scientific_journal-12113	57	7	they	they	PRON
american_scientific_journal-12113	57	8	model	model	VERB
american_scientific_journal-12113	57	9	it	it	PRON
american_scientific_journal-12113	57	10	as	as	ADP
american_scientific_journal-12113	57	11	a	a	DET
american_scientific_journal-12113	57	12	markov	markov	NOUN
american_scientific_journal-12113	57	13	decision	decision	NOUN
american_scientific_journal-12113	57	14	process	process	NOUN
american_scientific_journal-12113	57	15	.	.	PUNCT
american_scientific_journal-12113	58	1	the	the	DET
american_scientific_journal-12113	58	2	player	player	NOUN
american_scientific_journal-12113	58	3	makes	make	VERB
american_scientific_journal-12113	58	4	a	a	DET
american_scientific_journal-12113	58	5	choice	choice	NOUN
american_scientific_journal-12113	58	6	—	—	PUNCT
american_scientific_journal-12113	58	7	say	say	INTJ
american_scientific_journal-12113	58	8	,	,	PUNCT
american_scientific_journal-12113	58	9	a	a	DET
american_scientific_journal-12113	58	10	certain	certain	ADJ
american_scientific_journal-12113	58	11	bitrate	bitrate	NOUN
american_scientific_journal-12113	58	12	—	—	PUNCT
american_scientific_journal-12113	58	13	then	then	ADV
american_scientific_journal-12113	58	14	sees	see	VERB
american_scientific_journal-12113	58	15	what	what	PRON
american_scientific_journal-12113	58	16	happens	happen	VERB
american_scientific_journal-12113	58	17	to	to	ADP
american_scientific_journal-12113	58	18	the	the	DET
american_scientific_journal-12113	58	19	buffer	buffer	NOUN
american_scientific_journal-12113	58	20	and	and	CCONJ
american_scientific_journal-12113	58	21	the	the	DET
american_scientific_journal-12113	58	22	network	network	NOUN
american_scientific_journal-12113	58	23	,	,	PUNCT
american_scientific_journal-12113	58	24	and	and	CCONJ
american_scientific_journal-12113	58	25	adjusts	adjust	VERB
american_scientific_journal-12113	58	26	the	the	DET
american_scientific_journal-12113	58	27	next	next	ADJ
american_scientific_journal-12113	58	28	step	step	NOUN
american_scientific_journal-12113	58	29	depending	depend	VERB
american_scientific_journal-12113	58	30	on	on	ADP
american_scientific_journal-12113	58	31	the	the	DET
american_scientific_journal-12113	58	32	qoe	qoe	NOUN
american_scientific_journal-12113	58	33	reward	reward	NOUN
american_scientific_journal-12113	58	34	.	.	PUNCT
american_scientific_journal-12113	59	1	after	after	ADP
american_scientific_journal-12113	59	2	enough	enough	ADJ
american_scientific_journal-12113	59	3	rounds	round	NOUN
american_scientific_journal-12113	59	4	,	,	PUNCT
american_scientific_journal-12113	59	5	the	the	DET
american_scientific_journal-12113	59	6	agent	agent	NOUN
american_scientific_journal-12113	59	7	ends	end	VERB
american_scientific_journal-12113	59	8	up	up	ADP
american_scientific_journal-12113	59	9	with	with	ADP
american_scientific_journal-12113	59	10	a	a	DET
american_scientific_journal-12113	59	11	policy	policy	NOUN
american_scientific_journal-12113	59	12	that	that	PRON
american_scientific_journal-12113	59	13	balances	balance	VERB
american_scientific_journal-12113	59	14	three	three	NUM
american_scientific_journal-12113	59	15	things	thing	NOUN
american_scientific_journal-12113	59	16	:	:	PUNCT
american_scientific_journal-12113	59	17	keeping	keep	VERB
american_scientific_journal-12113	59	18	the	the	DET
american_scientific_journal-12113	59	19	resolution	resolution	NOUN
american_scientific_journal-12113	59	20	high	high	ADJ
american_scientific_journal-12113	59	21	,	,	PUNCT
american_scientific_journal-12113	59	22	avoiding	avoid	VERB
american_scientific_journal-12113	59	23	stalls	stall	NOUN
american_scientific_journal-12113	59	24	,	,	PUNCT
american_scientific_journal-12113	59	25	and	and	CCONJ
american_scientific_journal-12113	59	26	keeping	keep	VERB
american_scientific_journal-12113	59	27	playback	playback	NOUN
american_scientific_journal-12113	59	28	smooth	smooth	NOUN
american_scientific_journal-12113	59	29	.	.	PUNCT
american_scientific_journal-12113	60	1	in	in	ADP
american_scientific_journal-12113	60	2	trials	trial	NOUN
american_scientific_journal-12113	60	3	with	with	ADP
american_scientific_journal-12113	60	4	wireless	wireless	ADJ
american_scientific_journal-12113	60	5	traces	trace	NOUN
american_scientific_journal-12113	60	6	,	,	PUNCT
american_scientific_journal-12113	60	7	these	these	DET
american_scientific_journal-12113	60	8	rl	rl	PROPN
american_scientific_journal-12113	60	9	agents	agent	NOUN
american_scientific_journal-12113	60	10	consistently	consistently	ADV
american_scientific_journal-12113	60	11	beat	beat	VERB
american_scientific_journal-12113	60	12	older	old	ADJ
american_scientific_journal-12113	60	13	buffer	buffer	NOUN
american_scientific_journal-12113	60	14	-	-	PUNCT
american_scientific_journal-12113	60	15	based	base	VERB
american_scientific_journal-12113	60	16	or	or	CCONJ
american_scientific_journal-12113	60	17	rate	rate	NOUN
american_scientific_journal-12113	60	18	-	-	PUNCT
american_scientific_journal-12113	60	19	based	base	VERB
american_scientific_journal-12113	60	20	schemes	scheme	NOUN
american_scientific_journal-12113	60	21	.	.	PUNCT
american_scientific_journal-12113	61	1	the	the	DET
american_scientific_journal-12113	61	2	video	video	NOUN
american_scientific_journal-12113	61	3	looked	look	VERB
american_scientific_journal-12113	61	4	steadier	steady	ADJ
american_scientific_journal-12113	61	5	and	and	CCONJ
american_scientific_journal-12113	61	6	interruptions	interruption	VERB
american_scientific_journal-12113	61	7	dropped.earlier	dropped.earli	ADJ
american_scientific_journal-12113	61	8	literature	literature	NOUN
american_scientific_journal-12113	61	9	—	—	PUNCT
american_scientific_journal-12113	61	10	particularly	particularly	ADV
american_scientific_journal-12113	61	11	the	the	DET
american_scientific_journal-12113	61	12	surveys	survey	NOUN
american_scientific_journal-12113	61	13	by	by	ADP
american_scientific_journal-12113	61	14	kougioumtzidis	kougioumtzidi	NOUN
american_scientific_journal-12113	61	15	and	and	CCONJ
american_scientific_journal-12113	61	16	his	his	PRON
american_scientific_journal-12113	61	17	colleagues	colleague	NOUN
american_scientific_journal-12113	61	18	and	and	CCONJ
american_scientific_journal-12113	61	19	early	early	ADJ
american_scientific_journal-12113	61	20	abr	abr	NOUN
american_scientific_journal-12113	61	21	frameworks	framework	NOUN
american_scientific_journal-12113	61	22	such	such	ADJ
american_scientific_journal-12113	61	23	as	as	ADP
american_scientific_journal-12113	61	24	pensieve	pensieve	NOUN
american_scientific_journal-12113	61	25	—	—	PUNCT
american_scientific_journal-12113	61	26	identified	identify	VERB
american_scientific_journal-12113	61	27	the	the	DET
american_scientific_journal-12113	61	28	need	need	NOUN
american_scientific_journal-12113	61	29	for	for	ADP
american_scientific_journal-12113	61	30	composite	composite	ADJ
american_scientific_journal-12113	61	31	qoe	qoe	NOUN
american_scientific_journal-12113	61	32	metrics	metric	NOUN
american_scientific_journal-12113	61	33	and	and	CCONJ
american_scientific_journal-12113	61	34	adaptive	adaptive	ADJ
american_scientific_journal-12113	61	35	learning	learning	NOUN
american_scientific_journal-12113	61	36	policies	policy	NOUN
american_scientific_journal-12113	61	37	[	[	X
american_scientific_journal-12113	61	38	5	5	X
american_scientific_journal-12113	61	39	]	]	PUNCT
american_scientific_journal-12113	61	40	the	the	DET
american_scientific_journal-12113	61	41	present	present	ADJ
american_scientific_journal-12113	61	42	review	review	NOUN
american_scientific_journal-12113	61	43	extends	extend	VERB
american_scientific_journal-12113	61	44	that	that	DET
american_scientific_journal-12113	61	45	discussion	discussion	NOUN
american_scientific_journal-12113	61	46	through	through	ADP
american_scientific_journal-12113	61	47	2024	2024	NUM
american_scientific_journal-12113	61	48	by	by	ADP
american_scientific_journal-12113	61	49	showing	show	VERB
american_scientific_journal-12113	61	50	that	that	SCONJ
american_scientific_journal-12113	61	51	subsequent	subsequent	ADJ
american_scientific_journal-12113	61	52	models	model	NOUN
american_scientific_journal-12113	61	53	operationalized	operationalize	VERB
american_scientific_journal-12113	61	54	these	these	DET
american_scientific_journal-12113	61	55	recommendations	recommendation	NOUN
american_scientific_journal-12113	61	56	:	:	PUNCT
american_scientific_journal-12113	61	57	mo	mo	NOUN
american_scientific_journal-12113	61	58	-	-	PUNCT
american_scientific_journal-12113	61	59	qoe	qoe	NOUN
american_scientific_journal-12113	61	60	fuses	fuse	VERB
american_scientific_journal-12113	61	61	perceptual	perceptual	ADJ
american_scientific_journal-12113	61	62	and	and	CCONJ
american_scientific_journal-12113	61	63	network	network	NOUN
american_scientific_journal-12113	61	64	features	feature	NOUN
american_scientific_journal-12113	61	65	,	,	PUNCT
american_scientific_journal-12113	61	66	while	while	SCONJ
american_scientific_journal-12113	61	67	greenabr	greenabr	ADJ
american_scientific_journal-12113	61	68	incorporates	incorporate	VERB
american_scientific_journal-12113	61	69	energy	energy	NOUN
american_scientific_journal-12113	61	70	cost	cost	NOUN
american_scientific_journal-12113	61	71	directly	directly	ADV
american_scientific_journal-12113	61	72	into	into	ADP
american_scientific_journal-12113	61	73	the	the	DET
american_scientific_journal-12113	61	74	rl	rl	PROPN
american_scientific_journal-12113	61	75	reward	reward	NOUN
american_scientific_journal-12113	61	76	function	function	NOUN
american_scientific_journal-12113	61	77	[	[	X
american_scientific_journal-12113	61	78	3	3	NUM
american_scientific_journal-12113	61	79	,	,	PUNCT
american_scientific_journal-12113	61	80	8	8	NUM
american_scientific_journal-12113	61	81	]	]	PUNCT
american_scientific_journal-12113	61	82	.	.	PUNCT
american_scientific_journal-12113	62	1	together	together	ADV
american_scientific_journal-12113	62	2	,	,	PUNCT
american_scientific_journal-12113	62	3	these	these	DET
american_scientific_journal-12113	62	4	innovations	innovation	NOUN
american_scientific_journal-12113	62	5	reinforce	reinforce	VERB
american_scientific_journal-12113	62	6	and	and	CCONJ
american_scientific_journal-12113	62	7	broaden	broaden	VERB
american_scientific_journal-12113	62	8	the	the	DET
american_scientific_journal-12113	62	9	multidimensional	multidimensional	ADJ
american_scientific_journal-12113	62	10	idea	idea	NOUN
american_scientific_journal-12113	62	11	of	of	ADP
american_scientific_journal-12113	62	12	quality	quality	NOUN
american_scientific_journal-12113	62	13	of	of	ADP
american_scientific_journal-12113	62	14	experience	experience	NOUN
american_scientific_journal-12113	62	15	described	describe	VERB
american_scientific_journal-12113	62	16	in	in	ADP
american_scientific_journal-12113	62	17	earlier	early	ADJ
american_scientific_journal-12113	62	18	studies	study	NOUN
american_scientific_journal-12113	62	19	.	.	PUNCT
american_scientific_journal-12113	63	1	in	in	ADP
american_scientific_journal-12113	63	2	those	those	DET
american_scientific_journal-12113	63	3	earlier	early	ADJ
american_scientific_journal-12113	63	4	papers	paper	NOUN
american_scientific_journal-12113	63	5	,	,	PUNCT
american_scientific_journal-12113	63	6	machine	machine	NOUN
american_scientific_journal-12113	63	7	learning	learning	NOUN
american_scientific_journal-12113	63	8	was	be	AUX
american_scientific_journal-12113	63	9	mostly	mostly	ADV
american_scientific_journal-12113	63	10	a	a	DET
american_scientific_journal-12113	63	11	side	side	NOUN
american_scientific_journal-12113	63	12	feature	feature	NOUN
american_scientific_journal-12113	63	13	—	—	PUNCT
american_scientific_journal-12113	63	14	an	an	DET
american_scientific_journal-12113	63	15	add	add	NOUN
american_scientific_journal-12113	63	16	-	-	PUNCT
american_scientific_journal-12113	63	17	on	on	ADP
american_scientific_journal-12113	63	18	that	that	PRON
american_scientific_journal-12113	63	19	helped	help	VERB
american_scientific_journal-12113	63	20	heuristic	heuristic	ADJ
american_scientific_journal-12113	63	21	controllers	controller	NOUN
american_scientific_journal-12113	63	22	make	make	VERB
american_scientific_journal-12113	63	23	slightly	slightly	ADV
american_scientific_journal-12113	63	24	better	well	ADJ
american_scientific_journal-12113	63	25	guesses	guess	NOUN
american_scientific_journal-12113	63	26	.	.	PUNCT
american_scientific_journal-12113	64	1	more	more	ADV
american_scientific_journal-12113	64	2	recent	recent	ADJ
american_scientific_journal-12113	64	3	work	work	NOUN
american_scientific_journal-12113	64	4	turns	turn	VERB
american_scientific_journal-12113	64	5	that	that	DET
american_scientific_journal-12113	64	6	logic	logic	NOUN
american_scientific_journal-12113	64	7	upside	upside	ADV
american_scientific_journal-12113	64	8	down	down	ADV
american_scientific_journal-12113	64	9	:	:	PUNCT
american_scientific_journal-12113	64	10	learning	learn	VERB
american_scientific_journal-12113	64	11	systems	system	NOUN
american_scientific_journal-12113	64	12	now	now	ADV
american_scientific_journal-12113	64	13	form	form	VERB
american_scientific_journal-12113	64	14	the	the	DET
american_scientific_journal-12113	64	15	core	core	NOUN
american_scientific_journal-12113	64	16	of	of	ADP
american_scientific_journal-12113	64	17	streaming	stream	VERB
american_scientific_journal-12113	64	18	optimization	optimization	NOUN
american_scientific_journal-12113	64	19	itself	itself	PRON
american_scientific_journal-12113	64	20	.	.	PUNCT
american_scientific_journal-12113	65	1	taken	take	VERB
american_scientific_journal-12113	65	2	as	as	ADP
american_scientific_journal-12113	65	3	a	a	DET
american_scientific_journal-12113	65	4	whole	whole	NOUN
american_scientific_journal-12113	65	5	,	,	PUNCT
american_scientific_journal-12113	65	6	the	the	DET
american_scientific_journal-12113	65	7	shift	shift	NOUN
american_scientific_journal-12113	65	8	traces	trace	VERB
american_scientific_journal-12113	65	9	a	a	DET
american_scientific_journal-12113	65	10	clear	clear	ADJ
american_scientific_journal-12113	65	11	line	line	NOUN
american_scientific_journal-12113	65	12	from	from	ADP
american_scientific_journal-12113	65	13	handcrafted	handcraft	VERB
american_scientific_journal-12113	65	14	bitrate	bitrate	NOUN
american_scientific_journal-12113	65	15	rules	rule	NOUN
american_scientific_journal-12113	65	16	to	to	ADP
american_scientific_journal-12113	65	17	self	self	NOUN
american_scientific_journal-12113	65	18	-	-	PUNCT
american_scientific_journal-12113	65	19	learning	learning	NOUN
american_scientific_journal-12113	65	20	,	,	PUNCT
american_scientific_journal-12113	65	21	multi	multi	ADJ
american_scientific_journal-12113	65	22	-	-	ADJ
american_scientific_journal-12113	65	23	objective	objective	ADJ
american_scientific_journal-12113	65	24	agents	agent	NOUN
american_scientific_journal-12113	65	25	and	and	CCONJ
american_scientific_journal-12113	65	26	links	link	VERB
american_scientific_journal-12113	65	27	the	the	DET
american_scientific_journal-12113	65	28	theory	theory	NOUN
american_scientific_journal-12113	65	29	work	work	NOUN
american_scientific_journal-12113	65	30	of	of	ADP
american_scientific_journal-12113	65	31	2020	2020	NUM
american_scientific_journal-12113	65	32	–	–	PUNCT
american_scientific_journal-12113	65	33	2021	2021	NUM
american_scientific_journal-12113	65	34	to	to	ADP
american_scientific_journal-12113	65	35	the	the	DET
american_scientific_journal-12113	65	36	edge	edge	NOUN
american_scientific_journal-12113	65	37	-	-	PUNCT
american_scientific_journal-12113	65	38	computing	compute	VERB
american_scientific_journal-12113	65	39	frameworks	framework	NOUN
american_scientific_journal-12113	65	40	that	that	PRON
american_scientific_journal-12113	65	41	appeared	appear	VERB
american_scientific_journal-12113	65	42	around	around	ADP
american_scientific_journal-12113	65	43	2023–2024	2023–2024	NUM
american_scientific_journal-12113	65	44	.	.	PUNCT
american_scientific_journal-12113	65	45	by	by	ADP
american_scientific_journal-12113	65	46	explicitly	explicitly	ADV
american_scientific_journal-12113	65	47	synthesizing	synthesize	VERB
american_scientific_journal-12113	65	48	these	these	DET
american_scientific_journal-12113	65	49	developments	development	NOUN
american_scientific_journal-12113	65	50	,	,	PUNCT
american_scientific_journal-12113	65	51	the	the	DET
american_scientific_journal-12113	65	52	current	current	ADJ
american_scientific_journal-12113	65	53	paper	paper	NOUN
american_scientific_journal-12113	65	54	provides	provide	VERB
american_scientific_journal-12113	65	55	a	a	DET
american_scientific_journal-12113	65	56	more	more	ADV
american_scientific_journal-12113	65	57	integrated	integrate	VERB
american_scientific_journal-12113	65	58	perspective	perspective	NOUN
american_scientific_journal-12113	65	59	on	on	ADP
american_scientific_journal-12113	65	60	how	how	SCONJ
american_scientific_journal-12113	65	61	machine	machine	NOUN
american_scientific_journal-12113	65	62	learning	learning	NOUN
american_scientific_journal-12113	65	63	transforms	transform	VERB
american_scientific_journal-12113	65	64	not	not	PART
american_scientific_journal-12113	65	65	only	only	ADV
american_scientific_journal-12113	65	66	bitrate	bitrate	VERB
american_scientific_journal-12113	65	67	adaptation	adaptation	NOUN
american_scientific_journal-12113	65	68	but	but	CCONJ
american_scientific_journal-12113	65	69	the	the	DET
american_scientific_journal-12113	65	70	entire	entire	ADJ
american_scientific_journal-12113	65	71	end	end	NOUN
american_scientific_journal-12113	65	72	-	-	PUNCT
american_scientific_journal-12113	65	73	to	to	ADP
american_scientific_journal-12113	65	74	-	-	PUNCT
american_scientific_journal-12113	65	75	end	end	NOUN
american_scientific_journal-12113	65	76	design	design	NOUN
american_scientific_journal-12113	65	77	philosophy	philosophy	NOUN
american_scientific_journal-12113	65	78	of	of	ADP
american_scientific_journal-12113	65	79	high	high	ADJ
american_scientific_journal-12113	65	80	-	-	PUNCT
american_scientific_journal-12113	65	81	definition	definition	NOUN
american_scientific_journal-12113	65	82	video	video	NOUN
american_scientific_journal-12113	65	83	delivery.nevertheless	delivery.nevertheless	NOUN
american_scientific_journal-12113	65	84	,	,	PUNCT
american_scientific_journal-12113	65	85	much	much	ADJ
american_scientific_journal-12113	65	86	of	of	ADP
american_scientific_journal-12113	65	87	the	the	DET
american_scientific_journal-12113	65	88	research	research	NOUN
american_scientific_journal-12113	65	89	cited	cite	VERB
american_scientific_journal-12113	65	90	here	here	ADV
american_scientific_journal-12113	65	91	still	still	ADV
american_scientific_journal-12113	65	92	comes	come	VERB
american_scientific_journal-12113	65	93	from	from	ADP
american_scientific_journal-12113	65	94	lab	lab	NOUN
american_scientific_journal-12113	65	95	simulations	simulation	NOUN
american_scientific_journal-12113	65	96	or	or	CCONJ
american_scientific_journal-12113	65	97	from	from	ADP
american_scientific_journal-12113	65	98	a	a	DET
american_scientific_journal-12113	65	99	few	few	ADJ
american_scientific_journal-12113	65	100	narrow	narrow	ADJ
american_scientific_journal-12113	65	101	network	network	NOUN
american_scientific_journal-12113	65	102	-	-	PUNCT
american_scientific_journal-12113	65	103	trace	trace	NOUN
american_scientific_journal-12113	65	104	datasets	dataset	NOUN
american_scientific_journal-12113	65	105	such	such	ADJ
american_scientific_journal-12113	65	106	as	as	ADP
american_scientific_journal-12113	65	107	live	live	ADJ
american_scientific_journal-12113	65	108	-	-	PUNCT
american_scientific_journal-12113	65	109	nflx	nflx	PROPN
american_scientific_journal-12113	65	110	or	or	CCONJ
american_scientific_journal-12113	65	111	the	the	DET
american_scientific_journal-12113	65	112	norway	norway	PROPN
american_scientific_journal-12113	65	113	traces	trace	VERB
american_scientific_journal-12113	65	114	.	.	PUNCT
american_scientific_journal-12113	66	1	those	those	DET
american_scientific_journal-12113	66	2	setups	setup	NOUN
american_scientific_journal-12113	66	3	make	make	VERB
american_scientific_journal-12113	66	4	life	life	NOUN
american_scientific_journal-12113	66	5	streamline	streamline	VERB
american_scientific_journal-12113	66	6	the	the	DET
american_scientific_journal-12113	66	7	experimentation	experimentation	NOUN
american_scientific_journal-12113	66	8	but	but	CCONJ
american_scientific_journal-12113	66	9	also	also	ADV
american_scientific_journal-12113	66	10	devalue	devalue	VERB
american_scientific_journal-12113	66	11	the	the	DET
american_scientific_journal-12113	66	12	comlexity	comlexity	NOUN
american_scientific_journal-12113	66	13	of	of	ADP
american_scientific_journal-12113	66	14	real	real	ADJ
american_scientific_journal-12113	66	15	networks	network	NOUN
american_scientific_journal-12113	66	16	,	,	PUNCT
american_scientific_journal-12113	66	17	where	where	SCONJ
american_scientific_journal-12113	66	18	congestion	congestion	NOUN
american_scientific_journal-12113	66	19	,	,	PUNCT
american_scientific_journal-12113	66	20	codecs	codec	NOUN
american_scientific_journal-12113	66	21	,	,	PUNCT
american_scientific_journal-12113	66	22	and	and	CCONJ
american_scientific_journal-12113	66	23	user	user	NOUN
american_scientific_journal-12113	66	24	interactions	interaction	NOUN
american_scientific_journal-12113	66	25	change	change	VERB
american_scientific_journal-12113	66	26	from	from	ADP
american_scientific_journal-12113	66	27	moment	moment	NOUN
american_scientific_journal-12113	66	28	to	to	PART
american_scientific_journal-12113	66	29	moment	moment	VERB
american_scientific_journal-12113	66	30	.	.	PUNCT
american_scientific_journal-12113	67	1	it	it	PRON
american_scientific_journal-12113	67	2	is	be	AUX
american_scientific_journal-12113	67	3	not	not	PART
american_scientific_journal-12113	67	4	unusual	unusual	ADJ
american_scientific_journal-12113	67	5	for	for	ADP
american_scientific_journal-12113	67	6	a	a	DET
american_scientific_journal-12113	67	7	model	model	NOUN
american_scientific_journal-12113	67	8	that	that	PRON
american_scientific_journal-12113	67	9	performs	perform	VERB
american_scientific_journal-12113	67	10	beautifully	beautifully	ADV
american_scientific_journal-12113	67	11	in	in	ADP
american_scientific_journal-12113	67	12	those	those	DET
american_scientific_journal-12113	67	13	controlled	control	VERB
american_scientific_journal-12113	67	14	runs	run	NOUN
american_scientific_journal-12113	67	15	to	to	PART
american_scientific_journal-12113	67	16	stumble	stumble	VERB
american_scientific_journal-12113	67	17	once	once	SCONJ
american_scientific_journal-12113	67	18	it	it	PRON
american_scientific_journal-12113	67	19	meets	meet	VERB
american_scientific_journal-12113	67	20	live	live	ADJ
american_scientific_journal-12113	67	21	traffic	traffic	NOUN
american_scientific_journal-12113	67	22	.	.	PUNCT
american_scientific_journal-12113	68	1	a	a	DET
american_scientific_journal-12113	68	2	second	second	ADJ
american_scientific_journal-12113	68	3	limitation	limitation	NOUN
american_scientific_journal-12113	68	4	is	be	AUX
american_scientific_journal-12113	68	5	cost	cost	NOUN
american_scientific_journal-12113	68	6	—	—	PUNCT
american_scientific_journal-12113	68	7	deep	deep	ADJ
american_scientific_journal-12113	68	8	models	model	NOUN
american_scientific_journal-12113	68	9	with	with	ADP
american_scientific_journal-12113	68	10	millions	million	NOUN
american_scientific_journal-12113	68	11	of	of	ADP
american_scientific_journal-12113	68	12	parameters	parameter	NOUN
american_scientific_journal-12113	68	13	can	can	AUX
american_scientific_journal-12113	68	14	be	be	AUX
american_scientific_journal-12113	68	15	awkward	awkward	ADJ
american_scientific_journal-12113	68	16	to	to	PART
american_scientific_journal-12113	68	17	deploy	deploy	VERB
american_scientific_journal-12113	68	18	on	on	ADP
american_scientific_journal-12113	68	19	lightweight	lightweight	ADJ
american_scientific_journal-12113	68	20	or	or	CCONJ
american_scientific_journal-12113	68	21	edge	edge	NOUN
american_scientific_journal-12113	68	22	hardware	hardware	NOUN
american_scientific_journal-12113	68	23	that	that	PRON
american_scientific_journal-12113	68	24	has	have	VERB
american_scientific_journal-12113	68	25	to	to	PART
american_scientific_journal-12113	68	26	react	react	VERB
american_scientific_journal-12113	68	27	within	within	ADP
american_scientific_journal-12113	68	28	tight	tight	ADJ
american_scientific_journal-12113	68	29	latency	latency	NOUN
american_scientific_journal-12113	68	30	windows	window	NOUN
american_scientific_journal-12113	68	31	.	.	PUNCT
american_scientific_journal-12113	69	1	to	to	PART
american_scientific_journal-12113	69	2	move	move	VERB
american_scientific_journal-12113	69	3	forward	forward	ADV
american_scientific_journal-12113	69	4	,	,	PUNCT
american_scientific_journal-12113	69	5	researchers	researcher	NOUN
american_scientific_journal-12113	69	6	could	could	AUX
american_scientific_journal-12113	69	7	focus	focus	VERB
american_scientific_journal-12113	69	8	on	on	ADP
american_scientific_journal-12113	69	9	testing	testing	NOUN
american_scientific_journal-12113	69	10	across	across	ADP
american_scientific_journal-12113	69	11	several	several	ADJ
american_scientific_journal-12113	69	12	datasets	dataset	NOUN
american_scientific_journal-12113	69	13	,	,	PUNCT
american_scientific_journal-12113	69	14	trimming	trim	VERB
american_scientific_journal-12113	69	15	or	or	CCONJ
american_scientific_journal-12113	69	16	distilling	distil	VERB
american_scientific_journal-12113	69	17	large	large	ADJ
american_scientific_journal-12113	69	18	networks	network	NOUN
american_scientific_journal-12113	69	19	so	so	SCONJ
american_scientific_journal-12113	69	20	they	they	PRON
american_scientific_journal-12113	69	21	run	run	VERB
american_scientific_journal-12113	69	22	faster	fast	ADV
american_scientific_journal-12113	69	23	,	,	PUNCT
american_scientific_journal-12113	69	24	and	and	CCONJ
american_scientific_journal-12113	69	25	using	use	VERB
american_scientific_journal-12113	69	26	live	live	ADJ
american_scientific_journal-12113	69	27	telemetry	telemetry	NOUN
american_scientific_journal-12113	69	28	for	for	ADP
american_scientific_journal-12113	69	29	continuous	continuous	ADJ
american_scientific_journal-12113	69	30	updates	update	NOUN
american_scientific_journal-12113	69	31	as	as	SCONJ
american_scientific_journal-12113	69	32	conditions	condition	NOUN
american_scientific_journal-12113	69	33	change	change	VERB
american_scientific_journal-12113	69	34	.	.	PUNCT
american_scientific_journal-12113	70	1	3	3	X
american_scientific_journal-12113	70	2	.	.	NOUN
american_scientific_journal-12113	70	3	results	result	NOUN
american_scientific_journal-12113	70	4	and	and	CCONJ
american_scientific_journal-12113	70	5	discussion	discussion	NOUN
american_scientific_journal-12113	70	6	bitrate	bitrate	NOUN
american_scientific_journal-12113	70	7	control	control	NOUN
american_scientific_journal-12113	70	8	has	have	AUX
american_scientific_journal-12113	70	9	shifted	shift	VERB
american_scientific_journal-12113	70	10	a	a	DET
american_scientific_journal-12113	70	11	lot	lot	NOUN
american_scientific_journal-12113	70	12	in	in	ADP
american_scientific_journal-12113	70	13	recent	recent	ADJ
american_scientific_journal-12113	70	14	years	year	NOUN
american_scientific_journal-12113	70	15	.	.	PUNCT
american_scientific_journal-12113	71	1	early	early	ADJ
american_scientific_journal-12113	71	2	work	work	NOUN
american_scientific_journal-12113	71	3	like	like	ADP
american_scientific_journal-12113	71	4	pensieve	pensieve	VERB
american_scientific_journal-12113	71	5	trained	train	VERB
american_scientific_journal-12113	71	6	agents	agent	NOUN
american_scientific_journal-12113	71	7	directly	directly	ADV
american_scientific_journal-12113	71	8	on	on	ADP
american_scientific_journal-12113	71	9	qoe	qoe	NOUN
american_scientific_journal-12113	71	10	,	,	PUNCT
american_scientific_journal-12113	71	11	and	and	CCONJ
american_scientific_journal-12113	71	12	it	it	PRON
american_scientific_journal-12113	71	13	worked	work	VERB
american_scientific_journal-12113	71	14	,	,	PUNCT
american_scientific_journal-12113	71	15	but	but	CCONJ
american_scientific_journal-12113	71	16	stability	stability	NOUN
american_scientific_journal-12113	71	17	was	be	AUX
american_scientific_journal-12113	71	18	shaky	shaky	ADJ
american_scientific_journal-12113	71	19	.	.	PUNCT
american_scientific_journal-12113	72	1	later	late	ADJ
american_scientific_journal-12113	72	2	groups	group	NOUN
american_scientific_journal-12113	72	3	tried	try	VERB
american_scientific_journal-12113	72	4	to	to	PART
american_scientific_journal-12113	72	5	fix	fix	VERB
american_scientific_journal-12113	72	6	that	that	PRON
american_scientific_journal-12113	72	7	.	.	PUNCT
american_scientific_journal-12113	73	1	souane	souane	PROPN
american_scientific_journal-12113	73	2	and	and	CCONJ
american_scientific_journal-12113	73	3	his	his	PRON
american_scientific_journal-12113	73	4	colleagues	colleague	NOUN
american_scientific_journal-12113	73	5	,	,	PUNCT
american_scientific_journal-12113	73	6	for	for	ADP
american_scientific_journal-12113	73	7	example	example	NOUN
american_scientific_journal-12113	73	8	,	,	PUNCT
american_scientific_journal-12113	73	9	added	add	VERB
american_scientific_journal-12113	73	10	american	american	ADJ
american_scientific_journal-12113	73	11	academic	academic	ADJ
american_scientific_journal-12113	73	12	scientific	scientific	ADJ
american_scientific_journal-12113	73	13	research	research	NOUN
american_scientific_journal-12113	73	14	journal	journal	NOUN
american_scientific_journal-12113	73	15	for	for	ADP
american_scientific_journal-12113	73	16	engineering	engineering	NOUN
american_scientific_journal-12113	73	17	,	,	PUNCT
american_scientific_journal-12113	73	18	technology	technology	NOUN
american_scientific_journal-12113	73	19	,	,	PUNCT
american_scientific_journal-12113	73	20	and	and	CCONJ
american_scientific_journal-12113	73	21	sciences	science	NOUN
american_scientific_journal-12113	73	22	(	(	PUNCT
american_scientific_journal-12113	73	23	asrjets	asrjet	NOUN
american_scientific_journal-12113	73	24	)	)	PUNCT
american_scientific_journal-12113	73	25	volume	volume	NOUN
american_scientific_journal-12113	73	26	103	103	NUM
american_scientific_journal-12113	73	27	,	,	PUNCT
american_scientific_journal-12113	73	28	no	no	DET
american_scientific_journal-12113	73	29	1	1	NUM
american_scientific_journal-12113	73	30	,	,	PUNCT
american_scientific_journal-12113	73	31	pp	pp	ADV
american_scientific_journal-12113	73	32	464	464	NUM
american_scientific_journal-12113	73	33	-	-	SYM
american_scientific_journal-12113	73	34	473	473	NUM
american_scientific_journal-12113	73	35	467	467	NUM
american_scientific_journal-12113	73	36	regularization	regularization	NOUN
american_scientific_journal-12113	73	37	to	to	ADP
american_scientific_journal-12113	73	38	a	a	DET
american_scientific_journal-12113	73	39	dqn	dqn	NOUN
american_scientific_journal-12113	74	1	[	[	X
american_scientific_journal-12113	74	2	7	7	NUM
american_scientific_journal-12113	74	3	]	]	PUNCT
american_scientific_journal-12113	74	4	.	.	PUNCT
american_scientific_journal-12113	75	1	the	the	DET
american_scientific_journal-12113	75	2	change	change	NOUN
american_scientific_journal-12113	75	3	sounds	sound	VERB
american_scientific_journal-12113	75	4	small	small	ADJ
american_scientific_journal-12113	75	5	,	,	PUNCT
american_scientific_journal-12113	75	6	but	but	CCONJ
american_scientific_journal-12113	75	7	it	it	PRON
american_scientific_journal-12113	75	8	sped	speed	VERB
american_scientific_journal-12113	75	9	up	up	ADP
american_scientific_journal-12113	75	10	training	training	NOUN
american_scientific_journal-12113	75	11	and	and	CCONJ
american_scientific_journal-12113	75	12	lifted	lift	VERB
american_scientific_journal-12113	75	13	qoe	qoe	NOUN
american_scientific_journal-12113	75	14	scores	score	NOUN
american_scientific_journal-12113	75	15	compared	compare	VERB
american_scientific_journal-12113	75	16	with	with	ADP
american_scientific_journal-12113	75	17	older	old	ADJ
american_scientific_journal-12113	75	18	rl	rl	ADP
american_scientific_journal-12113	75	19	setups	setup	NOUN
american_scientific_journal-12113	75	20	.	.	PUNCT
american_scientific_journal-12113	76	1	other	other	ADJ
american_scientific_journal-12113	76	2	researchers	researcher	NOUN
american_scientific_journal-12113	76	3	pushed	push	VERB
american_scientific_journal-12113	76	4	toward	toward	ADP
american_scientific_journal-12113	76	5	actor	actor	NOUN
american_scientific_journal-12113	76	6	–	–	PUNCT
american_scientific_journal-12113	76	7	critic	critic	NOUN
american_scientific_journal-12113	76	8	models	model	NOUN
american_scientific_journal-12113	76	9	.	.	PUNCT
american_scientific_journal-12113	77	1	soft	soft	ADJ
american_scientific_journal-12113	77	2	actor	actor	NOUN
american_scientific_journal-12113	77	3	–	–	PUNCT
american_scientific_journal-12113	77	4	critic	critic	NOUN
american_scientific_journal-12113	77	5	(	(	PUNCT
american_scientific_journal-12113	77	6	sac	sac	NOUN
american_scientific_journal-12113	77	7	)	)	PUNCT
american_scientific_journal-12113	77	8	allowed	allow	VERB
american_scientific_journal-12113	77	9	continuous	continuous	ADJ
american_scientific_journal-12113	77	10	bitrate	bitrate	NOUN
american_scientific_journal-12113	77	11	choices	choice	NOUN
american_scientific_journal-12113	77	12	rather	rather	ADV
american_scientific_journal-12113	77	13	than	than	ADP
american_scientific_journal-12113	77	14	fixed	fix	VERB
american_scientific_journal-12113	77	15	steps	step	NOUN
american_scientific_journal-12113	77	16	,	,	PUNCT
american_scientific_journal-12113	77	17	which	which	PRON
american_scientific_journal-12113	77	18	made	make	VERB
american_scientific_journal-12113	77	19	quality	quality	NOUN
american_scientific_journal-12113	77	20	changes	change	NOUN
american_scientific_journal-12113	77	21	feel	feel	VERB
american_scientific_journal-12113	77	22	smoother	smooth	ADJ
american_scientific_journal-12113	77	23	on	on	ADP
american_scientific_journal-12113	77	24	unstable	unstable	ADJ
american_scientific_journal-12113	77	25	links	link	NOUN
american_scientific_journal-12113	77	26	.	.	PUNCT
american_scientific_journal-12113	78	1	a3c	a3c	ADJ
american_scientific_journal-12113	78	2	agents	agent	NOUN
american_scientific_journal-12113	78	3	took	take	VERB
american_scientific_journal-12113	78	4	a	a	DET
american_scientific_journal-12113	78	5	different	different	ADJ
american_scientific_journal-12113	78	6	route	route	NOUN
american_scientific_journal-12113	78	7	,	,	PUNCT
american_scientific_journal-12113	78	8	adapting	adapt	VERB
american_scientific_journal-12113	78	9	playback	playback	NOUN
american_scientific_journal-12113	78	10	not	not	PART
american_scientific_journal-12113	78	11	just	just	ADV
american_scientific_journal-12113	78	12	to	to	ADP
american_scientific_journal-12113	78	13	the	the	DET
american_scientific_journal-12113	78	14	network	network	NOUN
american_scientific_journal-12113	78	15	but	but	CCONJ
american_scientific_journal-12113	78	16	to	to	ADP
american_scientific_journal-12113	78	17	user	user	NOUN
american_scientific_journal-12113	78	18	preference	preference	NOUN
american_scientific_journal-12113	78	19	as	as	ADV
american_scientific_journal-12113	78	20	well	well	ADV
american_scientific_journal-12113	78	21	.	.	PUNCT
american_scientific_journal-12113	79	1	one	one	NUM
american_scientific_journal-12113	79	2	approach	approach	NOUN
american_scientific_journal-12113	79	3	is	be	AUX
american_scientific_journal-12113	79	4	clustering	cluster	VERB
american_scientific_journal-12113	79	5	streaming	streaming	NOUN
american_scientific_journal-12113	79	6	session	session	NOUN
american_scientific_journal-12113	79	7	data	datum	NOUN
american_scientific_journal-12113	79	8	to	to	PART
american_scientific_journal-12113	79	9	detect	detect	VERB
american_scientific_journal-12113	79	10	qoe	qoe	NOUN
american_scientific_journal-12113	79	11	degradation	degradation	NOUN
american_scientific_journal-12113	79	12	patterns	pattern	NOUN
american_scientific_journal-12113	79	13	without	without	ADP
american_scientific_journal-12113	79	14	explicit	explicit	ADJ
american_scientific_journal-12113	79	15	labels	label	NOUN
american_scientific_journal-12113	79	16	.	.	PUNCT
american_scientific_journal-12113	80	1	andruloniw	andruloniw	PROPN
american_scientific_journal-12113	80	2	and	and	CCONJ
american_scientific_journal-12113	80	3	his	his	PRON
american_scientific_journal-12113	80	4	colleagues	colleague	NOUN
american_scientific_journal-12113	80	5	developed	develop	VERB
american_scientific_journal-12113	80	6	an	an	DET
american_scientific_journal-12113	80	7	unsupervised	unsupervised	ADJ
american_scientific_journal-12113	80	8	two	two	NUM
american_scientific_journal-12113	80	9	-	-	PUNCT
american_scientific_journal-12113	80	10	phase	phase	NOUN
american_scientific_journal-12113	80	11	clustering	clustering	NOUN
american_scientific_journal-12113	80	12	method	method	NOUN
american_scientific_journal-12113	80	13	to	to	PART
american_scientific_journal-12113	80	14	continuously	continuously	ADV
american_scientific_journal-12113	80	15	assess	assess	VERB
american_scientific_journal-12113	80	16	qoe	qoe	NOUN
american_scientific_journal-12113	80	17	in	in	ADP
american_scientific_journal-12113	80	18	an	an	DET
american_scientific_journal-12113	80	19	iptv	iptv	PROPN
american_scientific_journal-12113	80	20	streaming	streaming	NOUN
american_scientific_journal-12113	80	21	system	system	NOUN
american_scientific_journal-12113	80	22	[	[	X
american_scientific_journal-12113	80	23	1	1	NUM
american_scientific_journal-12113	80	24	]	]	PUNCT
american_scientific_journal-12113	80	25	.	.	PUNCT
american_scientific_journal-12113	81	1	their	their	PRON
american_scientific_journal-12113	81	2	system	system	NOUN
american_scientific_journal-12113	81	3	analyzes	analyze	VERB
american_scientific_journal-12113	81	4	metrics	metric	NOUN
american_scientific_journal-12113	81	5	like	like	ADP
american_scientific_journal-12113	81	6	video	video	NOUN
american_scientific_journal-12113	81	7	stall	stall	NOUN
american_scientific_journal-12113	81	8	durations	duration	NOUN
american_scientific_journal-12113	81	9	,	,	PUNCT
american_scientific_journal-12113	81	10	quality	quality	NOUN
american_scientific_journal-12113	81	11	switches	switch	NOUN
american_scientific_journal-12113	81	12	,	,	PUNCT
american_scientific_journal-12113	81	13	and	and	CCONJ
american_scientific_journal-12113	81	14	time	time	NOUN
american_scientific_journal-12113	81	15	since	since	SCONJ
american_scientific_journal-12113	81	16	last	last	ADJ
american_scientific_journal-12113	81	17	downswitch	downswitch	NOUN
american_scientific_journal-12113	81	18	to	to	ADP
american_scientific_journal-12113	81	19	group	group	NOUN
american_scientific_journal-12113	81	20	playback	playback	NOUN
american_scientific_journal-12113	81	21	periods	period	NOUN
american_scientific_journal-12113	81	22	into	into	ADP
american_scientific_journal-12113	81	23	“	"	PUNCT
american_scientific_journal-12113	81	24	satisfaction	satisfaction	NOUN
american_scientific_journal-12113	81	25	”	"	PUNCT
american_scientific_journal-12113	81	26	levels	level	NOUN
american_scientific_journal-12113	81	27	.	.	PUNCT
american_scientific_journal-12113	82	1	this	this	DET
american_scientific_journal-12113	82	2	data	data	NOUN
american_scientific_journal-12113	82	3	-	-	PUNCT
american_scientific_journal-12113	82	4	driven	drive	VERB
american_scientific_journal-12113	82	5	qoe	qoe	NOUN
american_scientific_journal-12113	82	6	assessment	assessment	NOUN
american_scientific_journal-12113	82	7	runs	run	VERB
american_scientific_journal-12113	82	8	in	in	ADP
american_scientific_journal-12113	82	9	real	real	ADJ
american_scientific_journal-12113	82	10	time	time	NOUN
american_scientific_journal-12113	82	11	on	on	ADP
american_scientific_journal-12113	82	12	set	set	NOUN
american_scientific_journal-12113	82	13	-	-	PUNCT
american_scientific_journal-12113	82	14	top	top	NOUN
american_scientific_journal-12113	82	15	boxes	box	NOUN
american_scientific_journal-12113	82	16	,	,	PUNCT
american_scientific_journal-12113	82	17	helping	help	VERB
american_scientific_journal-12113	82	18	network	network	NOUN
american_scientific_journal-12113	82	19	operators	operator	NOUN
american_scientific_journal-12113	82	20	identify	identify	VERB
american_scientific_journal-12113	82	21	when	when	SCONJ
american_scientific_journal-12113	82	22	a	a	DET
american_scientific_journal-12113	82	23	viewer	viewer	NOUN
american_scientific_journal-12113	82	24	’s	’s	PART
american_scientific_journal-12113	82	25	experience	experience	NOUN
american_scientific_journal-12113	82	26	deteriorates	deteriorate	VERB
american_scientific_journal-12113	82	27	so	so	SCONJ
american_scientific_journal-12113	82	28	they	they	PRON
american_scientific_journal-12113	82	29	can	can	AUX
american_scientific_journal-12113	82	30	adjust	adjust	VERB
american_scientific_journal-12113	82	31	delivery	delivery	NOUN
american_scientific_journal-12113	82	32	(	(	PUNCT
american_scientific_journal-12113	82	33	for	for	ADP
american_scientific_journal-12113	82	34	instance	instance	NOUN
american_scientific_journal-12113	82	35	,	,	PUNCT
american_scientific_journal-12113	82	36	by	by	ADP
american_scientific_journal-12113	82	37	reallocating	reallocate	VERB
american_scientific_journal-12113	82	38	bandwidth	bandwidth	NOUN
american_scientific_journal-12113	82	39	or	or	CCONJ
american_scientific_journal-12113	82	40	switching	switch	VERB
american_scientific_journal-12113	82	41	cdn	cdn	NOUN
american_scientific_journal-12113	82	42	servers	server	NOUN
american_scientific_journal-12113	82	43	)	)	PUNCT
american_scientific_journal-12113	82	44	.	.	PUNCT
american_scientific_journal-12113	83	1	such	such	ADJ
american_scientific_journal-12113	83	2	unsupervised	unsupervised	ADJ
american_scientific_journal-12113	83	3	qoe	qoe	NOUN
american_scientific_journal-12113	83	4	monitoring	monitoring	NOUN
american_scientific_journal-12113	83	5	is	be	AUX
american_scientific_journal-12113	83	6	valuable	valuable	ADJ
american_scientific_journal-12113	83	7	for	for	ADP
american_scientific_journal-12113	83	8	managing	manage	VERB
american_scientific_journal-12113	83	9	high	high	ADJ
american_scientific_journal-12113	83	10	-	-	PUNCT
american_scientific_journal-12113	83	11	definition	definition	NOUN
american_scientific_journal-12113	83	12	streams	stream	NOUN
american_scientific_journal-12113	83	13	,	,	PUNCT
american_scientific_journal-12113	83	14	as	as	SCONJ
american_scientific_journal-12113	83	15	it	it	PRON
american_scientific_journal-12113	83	16	can	can	AUX
american_scientific_journal-12113	83	17	flag	flag	VERB
american_scientific_journal-12113	83	18	subtle	subtle	ADJ
american_scientific_journal-12113	83	19	quality	quality	NOUN
american_scientific_journal-12113	83	20	issues	issue	NOUN
american_scientific_journal-12113	83	21	(	(	PUNCT
american_scientific_journal-12113	83	22	e.g.	e.g.	ADV
american_scientific_journal-12113	83	23	frequent	frequent	ADJ
american_scientific_journal-12113	83	24	small	small	ADJ
american_scientific_journal-12113	83	25	stalls	stall	NOUN
american_scientific_journal-12113	83	26	or	or	CCONJ
american_scientific_journal-12113	83	27	gradual	gradual	ADJ
american_scientific_journal-12113	83	28	quality	quality	NOUN
american_scientific_journal-12113	83	29	drops	drop	NOUN
american_scientific_journal-12113	83	30	)	)	PUNCT
american_scientific_journal-12113	83	31	that	that	PRON
american_scientific_journal-12113	83	32	might	might	AUX
american_scientific_journal-12113	83	33	be	be	AUX
american_scientific_journal-12113	83	34	overlooked	overlook	VERB
american_scientific_journal-12113	83	35	by	by	ADP
american_scientific_journal-12113	83	36	coarse	coarse	ADJ
american_scientific_journal-12113	83	37	metrics	metric	NOUN
american_scientific_journal-12113	83	38	.	.	PUNCT
american_scientific_journal-12113	84	1	it	it	PRON
american_scientific_journal-12113	84	2	effectively	effectively	ADV
american_scientific_journal-12113	84	3	creates	create	VERB
american_scientific_journal-12113	84	4	an	an	DET
american_scientific_journal-12113	84	5	ongoing	ongoing	ADJ
american_scientific_journal-12113	84	6	qoe	qoe	NOUN
american_scientific_journal-12113	84	7	“	"	PUNCT
american_scientific_journal-12113	84	8	feedback	feedback	NOUN
american_scientific_journal-12113	84	9	loop	loop	NOUN
american_scientific_journal-12113	84	10	”	"	PUNCT
american_scientific_journal-12113	84	11	for	for	ADP
american_scientific_journal-12113	84	12	the	the	DET
american_scientific_journal-12113	84	13	streaming	streaming	NOUN
american_scientific_journal-12113	84	14	service	service	NOUN
american_scientific_journal-12113	84	15	,	,	PUNCT
american_scientific_journal-12113	84	16	which	which	PRON
american_scientific_journal-12113	84	17	complements	complement	VERB
american_scientific_journal-12113	84	18	the	the	DET
american_scientific_journal-12113	84	19	proactive	proactive	ADJ
american_scientific_journal-12113	84	20	adjustments	adjustment	NOUN
american_scientific_journal-12113	84	21	made	make	VERB
american_scientific_journal-12113	84	22	by	by	ADP
american_scientific_journal-12113	84	23	predictive	predictive	NOUN
american_scientific_journal-12113	84	24	and	and	CCONJ
american_scientific_journal-12113	84	25	rl	rl	ADP
american_scientific_journal-12113	84	26	algorithms	algorithm	NOUN
american_scientific_journal-12113	84	27	.	.	PUNCT
american_scientific_journal-12113	85	1	360	360	NUM
american_scientific_journal-12113	85	2	-	-	PUNCT
american_scientific_journal-12113	85	3	degree	degree	NOUN
american_scientific_journal-12113	85	4	vr	vr	NOUN
american_scientific_journal-12113	85	5	video	video	NOUN
american_scientific_journal-12113	85	6	streaming	streaming	NOUN
american_scientific_journal-12113	85	7	(	(	PUNCT
american_scientific_journal-12113	85	8	an	an	DET
american_scientific_journal-12113	85	9	extreme	extreme	ADJ
american_scientific_journal-12113	85	10	case	case	NOUN
american_scientific_journal-12113	85	11	of	of	ADP
american_scientific_journal-12113	85	12	high	high	ADJ
american_scientific_journal-12113	85	13	-	-	PUNCT
american_scientific_journal-12113	85	14	definition	definition	NOUN
american_scientific_journal-12113	85	15	streaming	streaming	NOUN
american_scientific_journal-12113	85	16	)	)	PUNCT
american_scientific_journal-12113	85	17	presents	present	VERB
american_scientific_journal-12113	85	18	additional	additional	ADJ
american_scientific_journal-12113	85	19	challenges	challenge	NOUN
american_scientific_journal-12113	85	20	due	due	ADP
american_scientific_journal-12113	85	21	to	to	ADP
american_scientific_journal-12113	85	22	its	its	PRON
american_scientific_journal-12113	85	23	enormous	enormous	ADJ
american_scientific_journal-12113	85	24	bandwidth	bandwidth	ADJ
american_scientific_journal-12113	85	25	demands	demand	NOUN
american_scientific_journal-12113	85	26	.	.	PUNCT
american_scientific_journal-12113	86	1	machine	machine	NOUN
american_scientific_journal-12113	86	2	learning	learning	NOUN
american_scientific_journal-12113	86	3	has	have	AUX
american_scientific_journal-12113	86	4	addressed	address	VERB
american_scientific_journal-12113	86	5	the	the	DET
american_scientific_journal-12113	86	6	very	very	ADV
american_scientific_journal-12113	86	7	special	special	ADJ
american_scientific_journal-12113	86	8	issues	issue	NOUN
american_scientific_journal-12113	86	9	of	of	ADP
american_scientific_journal-12113	86	10	panoramic	panoramic	NOUN
american_scientific_journal-12113	86	11	and	and	CCONJ
american_scientific_journal-12113	86	12	360	360	NUM
american_scientific_journal-12113	86	13	°	°	PROPN
american_scientific_journal-12113	86	14	video	video	NOUN
american_scientific_journal-12113	86	15	,	,	PUNCT
american_scientific_journal-12113	86	16	wherein	wherein	SCONJ
american_scientific_journal-12113	86	17	the	the	DET
american_scientific_journal-12113	86	18	bandwidth	bandwidth	NOUN
american_scientific_journal-12113	86	19	for	for	ADP
american_scientific_journal-12113	86	20	transferring	transfer	VERB
american_scientific_journal-12113	86	21	the	the	DET
american_scientific_journal-12113	86	22	full	full	ADJ
american_scientific_journal-12113	86	23	scene	scene	NOUN
american_scientific_journal-12113	86	24	in	in	ADP
american_scientific_journal-12113	86	25	high	high	ADJ
american_scientific_journal-12113	86	26	resolution	resolution	NOUN
american_scientific_journal-12113	86	27	becomes	become	VERB
american_scientific_journal-12113	86	28	prohibitive	prohibitive	ADJ
american_scientific_journal-12113	86	29	.	.	PUNCT
american_scientific_journal-12113	87	1	one	one	NUM
american_scientific_journal-12113	87	2	common	common	ADJ
american_scientific_journal-12113	87	3	method	method	NOUN
american_scientific_journal-12113	87	4	is	be	AUX
american_scientific_journal-12113	87	5	sending	send	VERB
american_scientific_journal-12113	87	6	in	in	ADP
american_scientific_journal-12113	87	7	high	high	ADJ
american_scientific_journal-12113	87	8	quality	quality	NOUN
american_scientific_journal-12113	87	9	only	only	ADV
american_scientific_journal-12113	87	10	that	that	DET
american_scientific_journal-12113	87	11	area	area	NOUN
american_scientific_journal-12113	87	12	which	which	PRON
american_scientific_journal-12113	87	13	a	a	DET
american_scientific_journal-12113	87	14	viewer	viewer	NOUN
american_scientific_journal-12113	87	15	(	(	PUNCT
american_scientific_journal-12113	87	16	the	the	DET
american_scientific_journal-12113	87	17	viewport	viewport	NOUN
american_scientific_journal-12113	87	18	)	)	PUNCT
american_scientific_journal-12113	87	19	is	be	AUX
american_scientific_journal-12113	87	20	looking	look	VERB
american_scientific_journal-12113	87	21	at	at	ADP
american_scientific_journal-12113	87	22	while	while	SCONJ
american_scientific_journal-12113	87	23	reducing	reduce	VERB
american_scientific_journal-12113	87	24	quality	quality	NOUN
american_scientific_journal-12113	87	25	in	in	ADP
american_scientific_journal-12113	87	26	areas	area	NOUN
american_scientific_journal-12113	87	27	not	not	PART
american_scientific_journal-12113	87	28	seen	see	VERB
american_scientific_journal-12113	87	29	by	by	ADP
american_scientific_journal-12113	87	30	viewers	viewer	NOUN
american_scientific_journal-12113	87	31	.	.	PUNCT
american_scientific_journal-12113	88	1	this	this	DET
american_scientific_journal-12113	88	2	viewing	view	VERB
american_scientific_journal-12113	88	3	direction	direction	NOUN
american_scientific_journal-12113	88	4	prediction	prediction	NOUN
american_scientific_journal-12113	88	5	a	a	DET
american_scientific_journal-12113	88	6	few	few	ADJ
american_scientific_journal-12113	88	7	seconds	second	NOUN
american_scientific_journal-12113	88	8	in	in	ADP
american_scientific_journal-12113	88	9	advance	advance	NOUN
american_scientific_journal-12113	88	10	has	have	AUX
american_scientific_journal-12113	88	11	become	become	VERB
american_scientific_journal-12113	88	12	an	an	DET
american_scientific_journal-12113	88	13	important	important	ADJ
american_scientific_journal-12113	88	14	task	task	NOUN
american_scientific_journal-12113	88	15	.	.	PUNCT
american_scientific_journal-12113	89	1	it	it	PRON
american_scientific_journal-12113	89	2	was	be	AUX
american_scientific_journal-12113	89	3	found	find	VERB
american_scientific_journal-12113	89	4	by	by	ADP
american_scientific_journal-12113	89	5	ghosh	ghosh	PROPN
american_scientific_journal-12113	89	6	&	&	CCONJ
american_scientific_journal-12113	89	7	singhal	singhal	PROPN
american_scientific_journal-12113	89	8	that	that	SCONJ
american_scientific_journal-12113	89	9	the	the	DET
american_scientific_journal-12113	89	10	lstm	lstm	PROPN
american_scientific_journal-12113	89	11	sequence	sequence	NOUN
american_scientific_journal-12113	89	12	model	model	NOUN
american_scientific_journal-12113	89	13	could	could	AUX
american_scientific_journal-12113	89	14	predict	predict	VERB
american_scientific_journal-12113	89	15	a	a	DET
american_scientific_journal-12113	89	16	user	user	NOUN
american_scientific_journal-12113	89	17	’s	’s	PART
american_scientific_journal-12113	89	18	viewport	viewport	NOUN
american_scientific_journal-12113	89	19	accurately	accurately	ADV
american_scientific_journal-12113	89	20	enough	enough	ADV
american_scientific_journal-12113	89	21	to	to	PART
american_scientific_journal-12113	89	22	allocate	allocate	VERB
american_scientific_journal-12113	89	23	higher	high	ADJ
american_scientific_journal-12113	89	24	resolution	resolution	NOUN
american_scientific_journal-12113	89	25	in	in	ADP
american_scientific_journal-12113	89	26	advance	advance	NOUN
american_scientific_journal-12113	89	27	to	to	ADP
american_scientific_journal-12113	89	28	the	the	DET
american_scientific_journal-12113	89	29	relevant	relevant	ADJ
american_scientific_journal-12113	89	30	tiles	tile	NOUN
american_scientific_journal-12113	90	1	[	[	X
american_scientific_journal-12113	90	2	3	3	NUM
american_scientific_journal-12113	90	3	]	]	PUNCT
american_scientific_journal-12113	90	4	.	.	PUNCT
american_scientific_journal-12113	91	1	other	other	ADJ
american_scientific_journal-12113	91	2	systems	system	NOUN
american_scientific_journal-12113	91	3	use	use	VERB
american_scientific_journal-12113	91	4	both	both	CCONJ
american_scientific_journal-12113	91	5	spatial	spatial	ADJ
american_scientific_journal-12113	91	6	and	and	CCONJ
american_scientific_journal-12113	91	7	temporal	temporal	ADJ
american_scientific_journal-12113	91	8	features	feature	NOUN
american_scientific_journal-12113	91	9	;	;	PUNCT
american_scientific_journal-12113	91	10	e.g.	e.g.	ADV
american_scientific_journal-12113	91	11	,	,	PUNCT
american_scientific_journal-12113	91	12	as	as	ADP
american_scientific_journal-12113	91	13	in	in	ADP
american_scientific_journal-12113	91	14	mosaic	mosaic	ADJ
american_scientific_journal-12113	91	15	framework	framework	NOUN
american_scientific_journal-12113	91	16	where	where	SCONJ
american_scientific_journal-12113	91	17	a	a	DET
american_scientific_journal-12113	91	18	cnn	cnn	NOUN
american_scientific_journal-12113	91	19	is	be	AUX
american_scientific_journal-12113	91	20	combined	combine	VERB
american_scientific_journal-12113	91	21	with	with	ADP
american_scientific_journal-12113	91	22	an	an	DET
american_scientific_journal-12113	91	23	lstm	lstm	NOUN
american_scientific_journal-12113	91	24	trained	train	VERB
american_scientific_journal-12113	91	25	on	on	ADP
american_scientific_journal-12113	91	26	prior	prior	ADJ
american_scientific_journal-12113	91	27	head	head	NOUN
american_scientific_journal-12113	91	28	rotations	rotation	NOUN
american_scientific_journal-12113	91	29	,	,	PUNCT
american_scientific_journal-12113	91	30	video	video	NOUN
american_scientific_journal-12113	91	31	motion	motion	NOUN
american_scientific_journal-12113	91	32	fields	field	NOUN
american_scientific_journal-12113	91	33	,	,	PUNCT
american_scientific_journal-12113	91	34	and	and	CCONJ
american_scientific_journal-12113	91	35	saliency	saliency	NOUN
american_scientific_journal-12113	91	36	maps	map	NOUN
american_scientific_journal-12113	91	37	to	to	PART
american_scientific_journal-12113	91	38	anticipate	anticipate	VERB
american_scientific_journal-12113	91	39	where	where	SCONJ
american_scientific_journal-12113	91	40	attention	attention	NOUN
american_scientific_journal-12113	91	41	will	will	AUX
american_scientific_journal-12113	91	42	shift	shift	VERB
american_scientific_journal-12113	91	43	and	and	CCONJ
american_scientific_journal-12113	91	44	thus	thus	ADV
american_scientific_journal-12113	91	45	allocate	allocate	VERB
american_scientific_journal-12113	91	46	bitrate	bitrate	NOUN
american_scientific_journal-12113	91	47	.	.	PUNCT
american_scientific_journal-12113	92	1	immersive	immersive	ADJ
american_scientific_journal-12113	92	2	streaming	streaming	NOUN
american_scientific_journal-12113	92	3	has	have	AUX
american_scientific_journal-12113	92	4	also	also	ADV
american_scientific_journal-12113	92	5	been	be	AUX
american_scientific_journal-12113	92	6	tackled	tackle	VERB
american_scientific_journal-12113	92	7	with	with	ADP
american_scientific_journal-12113	92	8	learning	learn	VERB
american_scientific_journal-12113	92	9	approaches	approach	NOUN
american_scientific_journal-12113	92	10	.	.	PUNCT
american_scientific_journal-12113	93	1	one	one	NUM
american_scientific_journal-12113	93	2	example	example	NOUN
american_scientific_journal-12113	93	3	is	be	AUX
american_scientific_journal-12113	93	4	rapt360	rapt360	PROPN
american_scientific_journal-12113	93	5	,	,	PUNCT
american_scientific_journal-12113	93	6	a	a	DET
american_scientific_journal-12113	93	7	drl	drl	PROPN
american_scientific_journal-12113	93	8	method	method	NOUN
american_scientific_journal-12113	93	9	that	that	PRON
american_scientific_journal-12113	93	10	handles	handle	VERB
american_scientific_journal-12113	93	11	both	both	PRON
american_scientific_journal-12113	93	12	viewport	viewport	NOUN
american_scientific_journal-12113	93	13	prediction	prediction	NOUN
american_scientific_journal-12113	93	14	and	and	CCONJ
american_scientific_journal-12113	93	15	bitrate	bitrate	NOUN
american_scientific_journal-12113	93	16	selection	selection	NOUN
american_scientific_journal-12113	93	17	at	at	ADP
american_scientific_journal-12113	93	18	the	the	DET
american_scientific_journal-12113	93	19	same	same	ADJ
american_scientific_journal-12113	93	20	time	time	NOUN
american_scientific_journal-12113	93	21	.	.	PUNCT
american_scientific_journal-12113	94	1	it	it	PRON
american_scientific_journal-12113	94	2	works	work	VERB
american_scientific_journal-12113	94	3	by	by	ADP
american_scientific_journal-12113	94	4	splitting	split	VERB
american_scientific_journal-12113	94	5	the	the	DET
american_scientific_journal-12113	94	6	video	video	NOUN
american_scientific_journal-12113	94	7	into	into	ADP
american_scientific_journal-12113	94	8	tiles	tile	NOUN
american_scientific_journal-12113	94	9	and	and	CCONJ
american_scientific_journal-12113	94	10	then	then	ADV
american_scientific_journal-12113	94	11	using	use	VERB
american_scientific_journal-12113	94	12	a	a	DET
american_scientific_journal-12113	94	13	buffer	buffer	NOUN
american_scientific_journal-12113	94	14	-	-	PUNCT
american_scientific_journal-12113	94	15	aware	aware	ADJ
american_scientific_journal-12113	94	16	scheme	scheme	NOUN
american_scientific_journal-12113	94	17	to	to	PART
american_scientific_journal-12113	94	18	guess	guess	VERB
american_scientific_journal-12113	94	19	which	which	DET
american_scientific_journal-12113	94	20	region	region	NOUN
american_scientific_journal-12113	94	21	the	the	DET
american_scientific_journal-12113	94	22	viewer	viewer	NOUN
american_scientific_journal-12113	94	23	is	be	AUX
american_scientific_journal-12113	94	24	likely	likely	ADJ
american_scientific_journal-12113	94	25	to	to	PART
american_scientific_journal-12113	94	26	look	look	VERB
american_scientific_journal-12113	94	27	at	at	ADP
american_scientific_journal-12113	94	28	next	next	ADV
american_scientific_journal-12113	94	29	.	.	PUNCT
american_scientific_journal-12113	95	1	the	the	DET
american_scientific_journal-12113	95	2	benefit	benefit	NOUN
american_scientific_journal-12113	95	3	is	be	AUX
american_scientific_journal-12113	95	4	obvious	obvious	ADJ
american_scientific_journal-12113	95	5	.	.	PUNCT
american_scientific_journal-12113	96	1	less	less	ADJ
american_scientific_journal-12113	96	2	bandwidth	bandwidth	NOUN
american_scientific_journal-12113	96	3	is	be	AUX
american_scientific_journal-12113	96	4	wasted	waste	VERB
american_scientific_journal-12113	96	5	on	on	ADP
american_scientific_journal-12113	96	6	parts	part	NOUN
american_scientific_journal-12113	96	7	of	of	ADP
american_scientific_journal-12113	96	8	the	the	DET
american_scientific_journal-12113	96	9	scene	scene	NOUN
american_scientific_journal-12113	96	10	that	that	PRON
american_scientific_journal-12113	96	11	nobody	nobody	PRON
american_scientific_journal-12113	96	12	sees	see	VERB
american_scientific_journal-12113	96	13	,	,	PUNCT
american_scientific_journal-12113	96	14	while	while	SCONJ
american_scientific_journal-12113	96	15	the	the	DET
american_scientific_journal-12113	96	16	visible	visible	ADJ
american_scientific_journal-12113	96	17	viewport	viewport	NOUN
american_scientific_journal-12113	96	18	stays	stay	VERB
american_scientific_journal-12113	96	19	sharp	sharp	ADJ
american_scientific_journal-12113	96	20	.	.	PUNCT
american_scientific_journal-12113	97	1	in	in	ADP
american_scientific_journal-12113	97	2	practice	practice	NOUN
american_scientific_journal-12113	97	3	this	this	PRON
american_scientific_journal-12113	97	4	keeps	keep	VERB
american_scientific_journal-12113	97	5	the	the	DET
american_scientific_journal-12113	97	6	immersive	immersive	ADJ
american_scientific_journal-12113	97	7	experience	experience	NOUN
american_scientific_journal-12113	97	8	stable	stable	ADJ
american_scientific_journal-12113	97	9	without	without	ADP
american_scientific_journal-12113	97	10	putting	put	VERB
american_scientific_journal-12113	97	11	excessive	excessive	ADJ
american_scientific_journal-12113	97	12	strain	strain	NOUN
american_scientific_journal-12113	97	13	on	on	ADP
american_scientific_journal-12113	97	14	network	network	NOUN
american_scientific_journal-12113	97	15	resources	resource	NOUN
american_scientific_journal-12113	97	16	.	.	PUNCT
american_scientific_journal-12113	98	1	an	an	DET
american_scientific_journal-12113	98	2	interesting	interesting	ADJ
american_scientific_journal-12113	98	3	development	development	NOUN
american_scientific_journal-12113	98	4	is	be	AUX
american_scientific_journal-12113	98	5	energy	energy	NOUN
american_scientific_journal-12113	98	6	-	-	PUNCT
american_scientific_journal-12113	98	7	aware	aware	ADJ
american_scientific_journal-12113	98	8	streaming	streaming	NOUN
american_scientific_journal-12113	98	9	for	for	ADP
american_scientific_journal-12113	98	10	mobile	mobile	ADJ
american_scientific_journal-12113	98	11	devices	device	NOUN
american_scientific_journal-12113	98	12	,	,	PUNCT
american_scientific_journal-12113	98	13	where	where	SCONJ
american_scientific_journal-12113	98	14	ml	ml	AUX
american_scientific_journal-12113	98	15	helps	helps	AUX
american_scientific_journal-12113	98	16	minimize	minimize	VERB
american_scientific_journal-12113	98	17	power	power	NOUN
american_scientific_journal-12113	98	18	consumption	consumption	NOUN
american_scientific_journal-12113	98	19	.	.	PUNCT
american_scientific_journal-12113	99	1	a	a	DET
american_scientific_journal-12113	99	2	work	work	NOUN
american_scientific_journal-12113	99	3	by	by	ADP
american_scientific_journal-12113	99	4	turkkan	turkkan	PROPN
american_scientific_journal-12113	99	5	and	and	CCONJ
american_scientific_journal-12113	99	6	his	his	PRON
american_scientific_journal-12113	99	7	colleagues	colleague	NOUN
american_scientific_journal-12113	99	8	introduced	introduce	VERB
american_scientific_journal-12113	99	9	greenabr	greenabr	ADJ
american_scientific_journal-12113	99	10	,	,	PUNCT
american_scientific_journal-12113	99	11	a	a	DET
american_scientific_journal-12113	99	12	deep	deep	ADJ
american_scientific_journal-12113	99	13	rl	rl	NOUN
american_scientific_journal-12113	99	14	-	-	PUNCT
american_scientific_journal-12113	99	15	based	base	VERB
american_scientific_journal-12113	99	16	abr	abr	NOUN
american_scientific_journal-12113	99	17	scheme	scheme	NOUN
american_scientific_journal-12113	99	18	that	that	PRON
american_scientific_journal-12113	99	19	explicitly	explicitly	ADV
american_scientific_journal-12113	99	20	includes	include	VERB
american_scientific_journal-12113	99	21	energy	energy	NOUN
american_scientific_journal-12113	99	22	use	use	NOUN
american_scientific_journal-12113	99	23	in	in	ADP
american_scientific_journal-12113	99	24	its	its	PRON
american_scientific_journal-12113	99	25	reward	reward	NOUN
american_scientific_journal-12113	99	26	function	function	NOUN
american_scientific_journal-12113	99	27	[	[	X
american_scientific_journal-12113	99	28	8	8	NUM
american_scientific_journal-12113	99	29	]	]	PUNCT
american_scientific_journal-12113	99	30	.	.	PUNCT
american_scientific_journal-12113	100	1	greenabr	greenabr	PROPN
american_scientific_journal-12113	100	2	’s	’s	PART
american_scientific_journal-12113	100	3	neural	neural	ADJ
american_scientific_journal-12113	100	4	agent	agent	NOUN
american_scientific_journal-12113	100	5	was	be	AUX
american_scientific_journal-12113	100	6	trained	train	VERB
american_scientific_journal-12113	100	7	with	with	ADP
american_scientific_journal-12113	100	8	perceptual	perceptual	ADJ
american_scientific_journal-12113	100	9	quality	quality	NOUN
american_scientific_journal-12113	100	10	(	(	PUNCT
american_scientific_journal-12113	100	11	vmaf	vmaf	PROPN
american_scientific_journal-12113	100	12	)	)	PUNCT
american_scientific_journal-12113	100	13	and	and	CCONJ
american_scientific_journal-12113	100	14	measured	measure	VERB
american_scientific_journal-12113	100	15	battery	battery	NOUN
american_scientific_journal-12113	100	16	drain	drain	NOUN
american_scientific_journal-12113	100	17	data	datum	NOUN
american_scientific_journal-12113	100	18	,	,	PUNCT
american_scientific_journal-12113	100	19	learning	learn	VERB
american_scientific_journal-12113	100	20	to	to	PART
american_scientific_journal-12113	100	21	make	make	VERB
american_scientific_journal-12113	100	22	bitrate	bitrate	NOUN
american_scientific_journal-12113	100	23	decisions	decision	NOUN
american_scientific_journal-12113	100	24	that	that	PRON
american_scientific_journal-12113	100	25	save	save	VERB
american_scientific_journal-12113	100	26	energy	energy	NOUN
american_scientific_journal-12113	100	27	while	while	SCONJ
american_scientific_journal-12113	100	28	still	still	ADV
american_scientific_journal-12113	100	29	keeping	keep	VERB
american_scientific_journal-12113	100	30	video	video	NOUN
american_scientific_journal-12113	100	31	quality	quality	NOUN
american_scientific_journal-12113	100	32	high	high	ADJ
american_scientific_journal-12113	100	33	.	.	PUNCT
american_scientific_journal-12113	101	1	in	in	ADP
american_scientific_journal-12113	101	2	testing	testing	NOUN
american_scientific_journal-12113	101	3	,	,	PUNCT
american_scientific_journal-12113	101	4	greenabr	greenabr	PROPN
american_scientific_journal-12113	101	5	cut	cut	VERB
american_scientific_journal-12113	101	6	more	more	ADJ
american_scientific_journal-12113	101	7	than	than	ADP
american_scientific_journal-12113	101	8	50	50	NUM
american_scientific_journal-12113	101	9	%	%	NOUN
american_scientific_journal-12113	101	10	of	of	ADP
american_scientific_journal-12113	101	11	the	the	DET
american_scientific_journal-12113	101	12	energy	energy	NOUN
american_scientific_journal-12113	101	13	used	use	VERB
american_scientific_journal-12113	101	14	for	for	ADP
american_scientific_journal-12113	101	15	streaming	streaming	NOUN
american_scientific_journal-12113	101	16	and	and	CCONJ
american_scientific_journal-12113	101	17	about	about	ADV
american_scientific_journal-12113	101	18	60	60	NUM
american_scientific_journal-12113	101	19	%	%	NOUN
american_scientific_journal-12113	101	20	of	of	ADP
american_scientific_journal-12113	101	21	data	datum	NOUN
american_scientific_journal-12113	101	22	usage	usage	NOUN
american_scientific_journal-12113	101	23	,	,	PUNCT
american_scientific_journal-12113	101	24	while	while	SCONJ
american_scientific_journal-12113	101	25	also	also	ADV
american_scientific_journal-12113	101	26	making	make	VERB
american_scientific_journal-12113	101	27	qoe	qoe	NOUN
american_scientific_journal-12113	101	28	better	well	ADV
american_scientific_journal-12113	101	29	by	by	ADP
american_scientific_journal-12113	101	30	about	about	ADV
american_scientific_journal-12113	101	31	22	22	NUM
american_scientific_journal-12113	101	32	%	%	NOUN
american_scientific_journal-12113	101	33	because	because	SCONJ
american_scientific_journal-12113	101	34	there	there	PRON
american_scientific_journal-12113	101	35	were	be	VERB
american_scientific_journal-12113	101	36	fewer	few	ADJ
american_scientific_journal-12113	101	37	times	time	NOUN
american_scientific_journal-12113	101	38	when	when	SCONJ
american_scientific_journal-12113	101	39	it	it	PRON
american_scientific_journal-12113	101	40	needed	need	VERB
american_scientific_journal-12113	101	41	to	to	PART
american_scientific_journal-12113	101	42	stop	stop	VERB
american_scientific_journal-12113	101	43	and	and	CCONJ
american_scientific_journal-12113	101	44	buffer	buffer	VERB
american_scientific_journal-12113	101	45	.	.	PUNCT
american_scientific_journal-12113	102	1	this	this	PRON
american_scientific_journal-12113	102	2	shows	show	VERB
american_scientific_journal-12113	102	3	that	that	SCONJ
american_scientific_journal-12113	102	4	reinforcement	reinforcement	NOUN
american_scientific_journal-12113	102	5	learning	learning	NOUN
american_scientific_journal-12113	102	6	can	can	AUX
american_scientific_journal-12113	102	7	optimize	optimize	VERB
american_scientific_journal-12113	102	8	more	more	ADJ
american_scientific_journal-12113	102	9	than	than	ADP
american_scientific_journal-12113	102	10	just	just	ADV
american_scientific_journal-12113	102	11	perceptual	perceptual	ADJ
american_scientific_journal-12113	102	12	quality	quality	NOUN
american_scientific_journal-12113	102	13	.	.	PUNCT
american_scientific_journal-12113	103	1	turkkan	turkkan	PROPN
american_scientific_journal-12113	103	2	and	and	CCONJ
american_scientific_journal-12113	103	3	his	his	PRON
american_scientific_journal-12113	103	4	colleagues	colleague	NOUN
american_scientific_journal-12113	103	5	,	,	PUNCT
american_scientific_journal-12113	103	6	for	for	ADP
american_scientific_journal-12113	103	7	example	example	NOUN
american_scientific_journal-12113	103	8	,	,	PUNCT
american_scientific_journal-12113	103	9	balanced	balanced	ADJ
american_scientific_journal-12113	103	10	qoe	qoe	NOUN
american_scientific_journal-12113	103	11	against	against	ADP
american_scientific_journal-12113	103	12	battery	battery	NOUN
american_scientific_journal-12113	103	13	life	life	NOUN
american_scientific_journal-12113	103	14	,	,	PUNCT
american_scientific_journal-12113	103	15	and	and	CCONJ
american_scientific_journal-12113	103	16	their	their	PRON
american_scientific_journal-12113	103	17	agent	agent	NOUN
american_scientific_journal-12113	103	18	was	be	AUX
american_scientific_journal-12113	103	19	able	able	ADJ
american_scientific_journal-12113	103	20	to	to	PART
american_scientific_journal-12113	103	21	satisfy	satisfy	VERB
american_scientific_journal-12113	103	22	both	both	DET
american_scientific_journal-12113	103	23	goals	goal	NOUN
american_scientific_journal-12113	103	24	american	american	ADJ
american_scientific_journal-12113	103	25	academic	academic	ADJ
american_scientific_journal-12113	103	26	scientific	scientific	ADJ
american_scientific_journal-12113	103	27	research	research	NOUN
american_scientific_journal-12113	103	28	journal	journal	NOUN
american_scientific_journal-12113	103	29	for	for	ADP
american_scientific_journal-12113	103	30	engineering	engineering	NOUN
american_scientific_journal-12113	103	31	,	,	PUNCT
american_scientific_journal-12113	103	32	technology	technology	NOUN
american_scientific_journal-12113	103	33	,	,	PUNCT
american_scientific_journal-12113	103	34	and	and	CCONJ
american_scientific_journal-12113	103	35	sciences	science	NOUN
american_scientific_journal-12113	103	36	(	(	PUNCT
american_scientific_journal-12113	103	37	asrjets	asrjet	NOUN
american_scientific_journal-12113	103	38	)	)	PUNCT
american_scientific_journal-12113	103	39	volume	volume	NOUN
american_scientific_journal-12113	103	40	103	103	NUM
american_scientific_journal-12113	103	41	,	,	PUNCT
american_scientific_journal-12113	103	42	no	no	DET
american_scientific_journal-12113	103	43	1	1	NUM
american_scientific_journal-12113	103	44	,	,	PUNCT
american_scientific_journal-12113	103	45	pp	pp	ADV
american_scientific_journal-12113	103	46	464	464	NUM
american_scientific_journal-12113	103	47	-	-	SYM
american_scientific_journal-12113	103	48	473	473	NUM
american_scientific_journal-12113	103	49	468	468	NUM
american_scientific_journal-12113	103	50	at	at	ADP
american_scientific_journal-12113	103	51	the	the	DET
american_scientific_journal-12113	103	52	same	same	ADJ
american_scientific_journal-12113	103	53	time	time	NOUN
american_scientific_journal-12113	103	54	.	.	PUNCT
american_scientific_journal-12113	104	1	later	later	ADV
american_scientific_journal-12113	104	2	work	work	NOUN
american_scientific_journal-12113	104	3	pushed	push	VERB
american_scientific_journal-12113	104	4	the	the	DET
american_scientific_journal-12113	104	5	idea	idea	NOUN
american_scientific_journal-12113	104	6	further	far	ADV
american_scientific_journal-12113	104	7	,	,	PUNCT
american_scientific_journal-12113	104	8	adding	add	VERB
american_scientific_journal-12113	104	9	other	other	ADJ
american_scientific_journal-12113	104	10	constraints	constraint	NOUN
american_scientific_journal-12113	104	11	—	—	PUNCT
american_scientific_journal-12113	104	12	such	such	ADJ
american_scientific_journal-12113	104	13	as	as	ADP
american_scientific_journal-12113	104	14	network	network	NOUN
american_scientific_journal-12113	104	15	traffic	traffic	NOUN
american_scientific_journal-12113	104	16	cost	cost	NOUN
american_scientific_journal-12113	104	17	or	or	CCONJ
american_scientific_journal-12113	104	18	fairness	fairness	NOUN
american_scientific_journal-12113	104	19	across	across	ADP
american_scientific_journal-12113	104	20	multiple	multiple	ADJ
american_scientific_journal-12113	104	21	users	user	NOUN
american_scientific_journal-12113	104	22	on	on	ADP
american_scientific_journal-12113	104	23	the	the	DET
american_scientific_journal-12113	104	24	same	same	ADJ
american_scientific_journal-12113	104	25	link	link	NOUN
american_scientific_journal-12113	104	26	.	.	PUNCT
american_scientific_journal-12113	105	1	in	in	ADP
american_scientific_journal-12113	105	2	essence	essence	NOUN
american_scientific_journal-12113	105	3	,	,	PUNCT
american_scientific_journal-12113	105	4	these	these	DET
american_scientific_journal-12113	105	5	systems	system	NOUN
american_scientific_journal-12113	105	6	no	no	ADV
american_scientific_journal-12113	105	7	longer	long	ADV
american_scientific_journal-12113	105	8	treat	treat	VERB
american_scientific_journal-12113	105	9	qoe	qoe	NOUN
american_scientific_journal-12113	105	10	as	as	ADP
american_scientific_journal-12113	105	11	the	the	DET
american_scientific_journal-12113	105	12	only	only	ADJ
american_scientific_journal-12113	105	13	target	target	NOUN
american_scientific_journal-12113	105	14	.	.	PUNCT
american_scientific_journal-12113	106	1	as	as	ADP
american_scientific_journal-12113	106	2	for	for	ADP
american_scientific_journal-12113	106	3	the	the	DET
american_scientific_journal-12113	106	4	data	datum	NOUN
american_scientific_journal-12113	106	5	side	side	NOUN
american_scientific_journal-12113	106	6	,	,	PUNCT
american_scientific_journal-12113	106	7	most	most	ADJ
american_scientific_journal-12113	106	8	of	of	ADP
american_scientific_journal-12113	106	9	these	these	DET
american_scientific_journal-12113	106	10	ml	ml	NOUN
american_scientific_journal-12113	106	11	models	model	NOUN
american_scientific_journal-12113	106	12	are	be	AUX
american_scientific_journal-12113	106	13	trained	train	VERB
american_scientific_journal-12113	106	14	and	and	CCONJ
american_scientific_journal-12113	106	15	tested	test	VERB
american_scientific_journal-12113	106	16	on	on	ADP
american_scientific_journal-12113	106	17	a	a	DET
american_scientific_journal-12113	106	18	mix	mix	NOUN
american_scientific_journal-12113	106	19	of	of	ADP
american_scientific_journal-12113	106	20	sources	source	NOUN
american_scientific_journal-12113	106	21	.	.	PUNCT
american_scientific_journal-12113	107	1	researchers	researcher	NOUN
american_scientific_journal-12113	107	2	often	often	ADV
american_scientific_journal-12113	107	3	use	use	VERB
american_scientific_journal-12113	107	4	real	real	ADJ
american_scientific_journal-12113	107	5	network	network	NOUN
american_scientific_journal-12113	107	6	traces	trace	NOUN
american_scientific_journal-12113	107	7	to	to	PART
american_scientific_journal-12113	107	8	capture	capture	VERB
american_scientific_journal-12113	107	9	throughput	throughput	NOUN
american_scientific_journal-12113	107	10	variation	variation	NOUN
american_scientific_journal-12113	107	11	.	.	PUNCT
american_scientific_journal-12113	108	1	they	they	PRON
american_scientific_journal-12113	108	2	also	also	ADV
american_scientific_journal-12113	108	3	rely	rely	VERB
american_scientific_journal-12113	108	4	on	on	ADP
american_scientific_journal-12113	108	5	standard	standard	ADJ
american_scientific_journal-12113	108	6	test	test	NOUN
american_scientific_journal-12113	108	7	videos	video	NOUN
american_scientific_journal-12113	108	8	—	—	PUNCT
american_scientific_journal-12113	108	9	big	big	ADJ
american_scientific_journal-12113	108	10	buck	buck	NOUN
american_scientific_journal-12113	108	11	bunny	bunny	NOUN
american_scientific_journal-12113	108	12	is	be	AUX
american_scientific_journal-12113	108	13	a	a	DET
american_scientific_journal-12113	108	14	common	common	ADJ
american_scientific_journal-12113	108	15	one	one	NOUN
american_scientific_journal-12113	108	16	—	—	PUNCT
american_scientific_journal-12113	108	17	since	since	SCONJ
american_scientific_journal-12113	108	18	it	it	PRON
american_scientific_journal-12113	108	19	can	can	AUX
american_scientific_journal-12113	108	20	be	be	AUX
american_scientific_journal-12113	108	21	streamed	stream	VERB
american_scientific_journal-12113	108	22	at	at	ADP
american_scientific_journal-12113	108	23	different	different	ADJ
american_scientific_journal-12113	108	24	quality	quality	NOUN
american_scientific_journal-12113	108	25	levels	level	NOUN
american_scientific_journal-12113	108	26	to	to	PART
american_scientific_journal-12113	108	27	check	check	VERB
american_scientific_journal-12113	108	28	how	how	SCONJ
american_scientific_journal-12113	108	29	the	the	DET
american_scientific_journal-12113	108	30	algorithm	algorithm	NOUN
american_scientific_journal-12113	108	31	behaves	behave	VERB
american_scientific_journal-12113	108	32	.	.	PUNCT
american_scientific_journal-12113	109	1	finally	finally	ADV
american_scientific_journal-12113	109	2	,	,	PUNCT
american_scientific_journal-12113	109	3	qoe	qoe	VERB
american_scientific_journal-12113	109	4	datasets	dataset	NOUN
american_scientific_journal-12113	109	5	with	with	ADP
american_scientific_journal-12113	109	6	subjective	subjective	ADJ
american_scientific_journal-12113	109	7	ratings	rating	NOUN
american_scientific_journal-12113	109	8	are	be	AUX
american_scientific_journal-12113	109	9	added	add	VERB
american_scientific_journal-12113	109	10	in	in	ADP
american_scientific_journal-12113	109	11	,	,	PUNCT
american_scientific_journal-12113	109	12	so	so	CCONJ
american_scientific_journal-12113	109	13	the	the	DET
american_scientific_journal-12113	109	14	models	model	NOUN
american_scientific_journal-12113	109	15	can	can	AUX
american_scientific_journal-12113	109	16	be	be	AUX
american_scientific_journal-12113	109	17	judged	judge	VERB
american_scientific_journal-12113	109	18	against	against	ADP
american_scientific_journal-12113	109	19	how	how	SCONJ
american_scientific_journal-12113	109	20	people	people	NOUN
american_scientific_journal-12113	109	21	actually	actually	ADV
american_scientific_journal-12113	109	22	perceive	perceive	ADJ
american_scientific_journal-12113	109	23	playback	playback	NOUN
american_scientific_journal-12113	110	1	[	[	X
american_scientific_journal-12113	110	2	7	7	NUM
american_scientific_journal-12113	110	3	]	]	PUNCT
american_scientific_journal-12113	110	4	.	.	PUNCT
american_scientific_journal-12113	111	1	to	to	PART
american_scientific_journal-12113	111	2	illustrate	illustrate	VERB
american_scientific_journal-12113	111	3	the	the	DET
american_scientific_journal-12113	111	4	variability	variability	NOUN
american_scientific_journal-12113	111	5	of	of	ADP
american_scientific_journal-12113	111	6	the	the	DET
american_scientific_journal-12113	111	7	cellular	cellular	ADJ
american_scientific_journal-12113	111	8	traces	trace	NOUN
american_scientific_journal-12113	111	9	used	use	VERB
american_scientific_journal-12113	111	10	for	for	ADP
american_scientific_journal-12113	111	11	evaluation	evaluation	NOUN
american_scientific_journal-12113	111	12	,	,	PUNCT
american_scientific_journal-12113	111	13	figure	figure	NOUN
american_scientific_journal-12113	111	14	1	1	NUM
american_scientific_journal-12113	111	15	summarizes	summarize	NOUN
american_scientific_journal-12113	111	16	downlink	downlink	NOUN
american_scientific_journal-12113	111	17	throughput	throughput	NOUN
american_scientific_journal-12113	111	18	aggregated	aggregate	VERB
american_scientific_journal-12113	111	19	over	over	ADP
american_scientific_journal-12113	111	20	3	3	NUM
american_scientific_journal-12113	111	21	-	-	PUNCT
american_scientific_journal-12113	111	22	day	day	NOUN
american_scientific_journal-12113	111	23	windows	window	NOUN
american_scientific_journal-12113	111	24	.	.	PUNCT
american_scientific_journal-12113	112	1	figure	figure	NOUN
american_scientific_journal-12113	112	2	1	1	NUM
american_scientific_journal-12113	112	3	:	:	PUNCT
american_scientific_journal-12113	112	4	distribution	distribution	NOUN
american_scientific_journal-12113	112	5	of	of	ADP
american_scientific_journal-12113	112	6	throughput	throughput	NOUN
american_scientific_journal-12113	112	7	values	value	NOUN
american_scientific_journal-12113	112	8	across	across	ADP
american_scientific_journal-12113	112	9	sessions	session	NOUN
american_scientific_journal-12113	112	10	conducted	conduct	VERB
american_scientific_journal-12113	112	11	by	by	ADP
american_scientific_journal-12113	112	12	lebreton	lebreton	NOUN
american_scientific_journal-12113	112	13	and	and	CCONJ
american_scientific_journal-12113	112	14	yamagishi	yamagishi	NOUN
american_scientific_journal-12113	113	1	[	[	X
american_scientific_journal-12113	113	2	6	6	NUM
american_scientific_journal-12113	113	3	]	]	PUNCT
american_scientific_journal-12113	113	4	figure	figure	NOUN
american_scientific_journal-12113	113	5	1	1	NUM
american_scientific_journal-12113	113	6	shows	show	VERB
american_scientific_journal-12113	113	7	wide	wide	ADJ
american_scientific_journal-12113	113	8	dispersion	dispersion	NOUN
american_scientific_journal-12113	113	9	from	from	ADP
american_scientific_journal-12113	113	10	january	january	PROPN
american_scientific_journal-12113	113	11	to	to	ADP
american_scientific_journal-12113	113	12	june	june	PROPN
american_scientific_journal-12113	113	13	(	(	PUNCT
american_scientific_journal-12113	113	14	q1	q1	PROPN
american_scientific_journal-12113	113	15	≈	≈	PROPN
american_scientific_journal-12113	113	16	300–600	300–600	NUM
american_scientific_journal-12113	113	17	kbps	kbps	NOUN
american_scientific_journal-12113	113	18	vs.	vs.	ADP
american_scientific_journal-12113	113	19	q3	q3	PROPN
american_scientific_journal-12113	113	20	≈	≈	PROPN
american_scientific_journal-12113	113	21	6–8	6–8	PROPN
american_scientific_journal-12113	113	22	mbps	mbps	NOUN
american_scientific_journal-12113	113	23	,	,	PUNCT
american_scientific_journal-12113	113	24	mean	mean	VERB
american_scientific_journal-12113	113	25	≈	≈	PROPN
american_scientific_journal-12113	113	26	5–8	5–8	NUM
american_scientific_journal-12113	113	27	mbps	mbps	NOUN
american_scientific_journal-12113	113	28	)	)	PUNCT
american_scientific_journal-12113	113	29	,	,	PUNCT
american_scientific_journal-12113	113	30	followed	follow	VERB
american_scientific_journal-12113	113	31	by	by	ADP
american_scientific_journal-12113	113	32	a	a	DET
american_scientific_journal-12113	113	33	more	more	ADV
american_scientific_journal-12113	113	34	stable	stable	ADJ
american_scientific_journal-12113	113	35	second	second	ADJ
american_scientific_journal-12113	113	36	half	half	NOUN
american_scientific_journal-12113	113	37	of	of	ADP
american_scientific_journal-12113	113	38	the	the	DET
american_scientific_journal-12113	113	39	year	year	NOUN
american_scientific_journal-12113	113	40	.	.	PUNCT
american_scientific_journal-12113	114	1	the	the	DET
american_scientific_journal-12113	114	2	mean	mean	NOUN
american_scientific_journal-12113	114	3	consistently	consistently	ADV
american_scientific_journal-12113	114	4	exceeds	exceed	VERB
american_scientific_journal-12113	114	5	the	the	DET
american_scientific_journal-12113	114	6	median	median	NOUN
american_scientific_journal-12113	114	7	,	,	PUNCT
american_scientific_journal-12113	114	8	indicating	indicate	VERB
american_scientific_journal-12113	114	9	rightskew	rightskew	NOUN
american_scientific_journal-12113	114	10	with	with	ADP
american_scientific_journal-12113	114	11	occasional	occasional	ADJ
american_scientific_journal-12113	114	12	high	high	ADJ
american_scientific_journal-12113	114	13	-	-	PUNCT
american_scientific_journal-12113	114	14	throughput	throughput	NOUN
american_scientific_journal-12113	114	15	spikes	spike	NOUN
american_scientific_journal-12113	114	16	.	.	PUNCT
american_scientific_journal-12113	115	1	because	because	SCONJ
american_scientific_journal-12113	115	2	of	of	ADP
american_scientific_journal-12113	115	3	the	the	DET
american_scientific_journal-12113	115	4	seasonally	seasonally	ADV
american_scientific_journal-12113	115	5	shifting	shift	VERB
american_scientific_journal-12113	115	6	and	and	CCONJ
american_scientific_journal-12113	115	7	heavy	heavy	ADJ
american_scientific_journal-12113	115	8	-	-	PUNCT
american_scientific_journal-12113	115	9	tailed	tail	VERB
american_scientific_journal-12113	115	10	distribution	distribution	NOUN
american_scientific_journal-12113	115	11	of	of	ADP
american_scientific_journal-12113	115	12	throughput	throughput	NOUN
american_scientific_journal-12113	115	13	values	value	NOUN
american_scientific_journal-12113	115	14	,	,	PUNCT
american_scientific_journal-12113	115	15	a	a	DET
american_scientific_journal-12113	115	16	bitrate	bitrate	NOUN
american_scientific_journal-12113	115	17	controller	controller	NOUN
american_scientific_journal-12113	115	18	tuned	tune	VERB
american_scientific_journal-12113	115	19	to	to	ADP
american_scientific_journal-12113	115	20	a	a	DET
american_scientific_journal-12113	115	21	single	single	ADJ
american_scientific_journal-12113	115	22	“	"	PUNCT
american_scientific_journal-12113	115	23	average	average	ADJ
american_scientific_journal-12113	115	24	”	"	PUNCT
american_scientific_journal-12113	115	25	rate	rate	NOUN
american_scientific_journal-12113	115	26	wastes	waste	NOUN
american_scientific_journal-12113	115	27	capacity	capacity	NOUN
american_scientific_journal-12113	115	28	during	during	ADP
american_scientific_journal-12113	115	29	peaks	peak	NOUN
american_scientific_journal-12113	115	30	and	and	CCONJ
american_scientific_journal-12113	115	31	also	also	ADV
american_scientific_journal-12113	115	32	will	will	AUX
american_scientific_journal-12113	115	33	stall	stall	VERB
american_scientific_journal-12113	115	34	during	during	ADP
american_scientific_journal-12113	115	35	troughs	troughs	NOUN
american_scientific_journal-12113	115	36	.	.	PUNCT
american_scientific_journal-12113	116	1	as	as	SCONJ
american_scientific_journal-12113	116	2	noted	note	VERB
american_scientific_journal-12113	116	3	by	by	ADP
american_scientific_journal-12113	116	4	lebreton	lebreton	PROPN
american_scientific_journal-12113	116	5	and	and	CCONJ
american_scientific_journal-12113	116	6	yamagishi	yamagishi	PROPN
american_scientific_journal-12113	116	7	,	,	PUNCT
american_scientific_journal-12113	116	8	such	such	ADJ
american_scientific_journal-12113	116	9	dynamics	dynamic	NOUN
american_scientific_journal-12113	116	10	necessitate	necessitate	ADJ
american_scientific_journal-12113	116	11	short	short	ADJ
american_scientific_journal-12113	116	12	-	-	PUNCT
american_scientific_journal-12113	116	13	horizon	horizon	NOUN
american_scientific_journal-12113	116	14	prediction	prediction	NOUN
american_scientific_journal-12113	116	15	of	of	ADP
american_scientific_journal-12113	116	16	bandwidth	bandwidth	NOUN
american_scientific_journal-12113	116	17	,	,	PUNCT
american_scientific_journal-12113	116	18	and	and	CCONJ
american_scientific_journal-12113	116	19	qoe	qoe	NOUN
american_scientific_journal-12113	116	20	that	that	PRON
american_scientific_journal-12113	116	21	helps	help	VERB
american_scientific_journal-12113	116	22	in	in	ADP
american_scientific_journal-12113	116	23	predicting	predict	VERB
american_scientific_journal-12113	116	24	sudden	sudden	ADJ
american_scientific_journal-12113	116	25	drop	drop	NOUN
american_scientific_journal-12113	116	26	as	as	ADV
american_scientific_journal-12113	116	27	well	well	ADV
american_scientific_journal-12113	116	28	as	as	ADP
american_scientific_journal-12113	116	29	reinforcement	reinforcement	NOUN
american_scientific_journal-12113	116	30	learning	learning	NOUN
american_scientific_journal-12113	116	31	policies	policy	NOUN
american_scientific_journal-12113	116	32	that	that	PRON
american_scientific_journal-12113	116	33	can	can	AUX
american_scientific_journal-12113	116	34	balance	balance	VERB
american_scientific_journal-12113	116	35	bitrate	bitrate	NOUN
american_scientific_journal-12113	116	36	selection	selection	NOUN
american_scientific_journal-12113	116	37	,	,	PUNCT
american_scientific_journal-12113	116	38	rebuffering	rebuffere	VERB
american_scientific_journal-12113	116	39	penalty	penalty	NOUN
american_scientific_journal-12113	116	40	as	as	ADV
american_scientific_journal-12113	116	41	well	well	ADV
american_scientific_journal-12113	116	42	as	as	ADP
american_scientific_journal-12113	116	43	switch	switch	NOUN
american_scientific_journal-12113	116	44	cost	cost	NOUN
american_scientific_journal-12113	116	45	under	under	ADP
american_scientific_journal-12113	116	46	uncertainty	uncertainty	NOUN
american_scientific_journal-12113	116	47	[	[	X
american_scientific_journal-12113	116	48	6	6	NUM
american_scientific_journal-12113	116	49	]	]	PUNCT
american_scientific_journal-12113	116	50	.	.	PUNCT
american_scientific_journal-12113	117	1	beyond	beyond	ADP
american_scientific_journal-12113	117	2	the	the	DET
american_scientific_journal-12113	117	3	ml	ml	ADV
american_scientific_journal-12113	117	4	-	-	PUNCT
american_scientific_journal-12113	117	5	based	base	VERB
american_scientific_journal-12113	117	6	projects	project	NOUN
american_scientific_journal-12113	117	7	,	,	PUNCT
american_scientific_journal-12113	117	8	the	the	DET
american_scientific_journal-12113	117	9	author	author	NOUN
american_scientific_journal-12113	117	10	also	also	ADV
american_scientific_journal-12113	117	11	worked	work	VERB
american_scientific_journal-12113	117	12	on	on	ADP
american_scientific_journal-12113	117	13	prime	prime	ADJ
american_scientific_journal-12113	117	14	video	video	NOUN
american_scientific_journal-12113	117	15	’s	’s	PART
american_scientific_journal-12113	117	16	startover	startover	NOUN
american_scientific_journal-12113	117	17	playback	playback	NOUN
american_scientific_journal-12113	117	18	feature	feature	NOUN
american_scientific_journal-12113	117	19	.	.	PUNCT
american_scientific_journal-12113	118	1	this	this	DET
american_scientific_journal-12113	118	2	capability	capability	NOUN
american_scientific_journal-12113	118	3	lets	let	VERB
american_scientific_journal-12113	118	4	viewers	viewer	NOUN
american_scientific_journal-12113	118	5	on	on	ADP
american_scientific_journal-12113	118	6	older	old	ADJ
american_scientific_journal-12113	118	7	or	or	CCONJ
american_scientific_journal-12113	118	8	low	low	ADJ
american_scientific_journal-12113	118	9	-	-	PUNCT
american_scientific_journal-12113	118	10	spec	spec	NOUN
american_scientific_journal-12113	118	11	devices	device	NOUN
american_scientific_journal-12113	118	12	restart	restart	VERB
american_scientific_journal-12113	118	13	a	a	DET
american_scientific_journal-12113	118	14	live	live	ADJ
american_scientific_journal-12113	118	15	event	event	NOUN
american_scientific_journal-12113	118	16	from	from	ADP
american_scientific_journal-12113	118	17	the	the	DET
american_scientific_journal-12113	118	18	beginning	beginning	NOUN
american_scientific_journal-12113	118	19	.	.	PUNCT
american_scientific_journal-12113	119	1	the	the	DET
american_scientific_journal-12113	119	2	author	author	NOUN
american_scientific_journal-12113	119	3	designed	design	VERB
american_scientific_journal-12113	119	4	and	and	CCONJ
american_scientific_journal-12113	119	5	implemented	implement	VERB
american_scientific_journal-12113	119	6	key	key	ADJ
american_scientific_journal-12113	119	7	parts	part	NOUN
american_scientific_journal-12113	119	8	of	of	ADP
american_scientific_journal-12113	119	9	the	the	DET
american_scientific_journal-12113	119	10	underlying	underlying	ADJ
american_scientific_journal-12113	119	11	stream	stream	NOUN
american_scientific_journal-12113	119	12	pipeline	pipeline	NOUN
american_scientific_journal-12113	119	13	,	,	PUNCT
american_scientific_journal-12113	119	14	which	which	PRON
american_scientific_journal-12113	119	15	combined	combine	VERB
american_scientific_journal-12113	119	16	smart	smart	ADJ
american_scientific_journal-12113	119	17	caching	cache	VERB
american_scientific_journal-12113	119	18	with	with	ADP
american_scientific_journal-12113	119	19	time	time	NOUN
american_scientific_journal-12113	119	20	-	-	PUNCT
american_scientific_journal-12113	119	21	indexed	index	VERB
american_scientific_journal-12113	119	22	references	reference	NOUN
american_scientific_journal-12113	119	23	so	so	SCONJ
american_scientific_journal-12113	119	24	that	that	SCONJ
american_scientific_journal-12113	119	25	the	the	DET
american_scientific_journal-12113	119	26	feature	feature	NOUN
american_scientific_journal-12113	119	27	could	could	AUX
american_scientific_journal-12113	119	28	run	run	VERB
american_scientific_journal-12113	119	29	smoothly	smoothly	ADV
american_scientific_journal-12113	119	30	inside	inside	ADP
american_scientific_journal-12113	119	31	the	the	DET
american_scientific_journal-12113	119	32	existing	exist	VERB
american_scientific_journal-12113	119	33	player	player	NOUN
american_scientific_journal-12113	119	34	.	.	PUNCT
american_scientific_journal-12113	120	1	in	in	ADP
american_scientific_journal-12113	120	2	practice	practice	NOUN
american_scientific_journal-12113	120	3	,	,	PUNCT
american_scientific_journal-12113	120	4	this	this	DET
american_scientific_journal-12113	120	5	reduced	reduced	ADJ
american_scientific_journal-12113	120	6	drop	drop	NOUN
american_scientific_journal-12113	120	7	-	-	PUNCT
american_scientific_journal-12113	120	8	offs	off	NOUN
american_scientific_journal-12113	120	9	,	,	PUNCT
american_scientific_journal-12113	120	10	american	american	ADJ
american_scientific_journal-12113	120	11	academic	academic	ADJ
american_scientific_journal-12113	120	12	scientific	scientific	ADJ
american_scientific_journal-12113	120	13	research	research	NOUN
american_scientific_journal-12113	120	14	journal	journal	NOUN
american_scientific_journal-12113	120	15	for	for	ADP
american_scientific_journal-12113	120	16	engineering	engineering	NOUN
american_scientific_journal-12113	120	17	,	,	PUNCT
american_scientific_journal-12113	120	18	technology	technology	NOUN
american_scientific_journal-12113	120	19	,	,	PUNCT
american_scientific_journal-12113	120	20	and	and	CCONJ
american_scientific_journal-12113	120	21	sciences	science	NOUN
american_scientific_journal-12113	120	22	(	(	PUNCT
american_scientific_journal-12113	120	23	asrjets	asrjet	NOUN
american_scientific_journal-12113	120	24	)	)	PUNCT
american_scientific_journal-12113	120	25	volume	volume	NOUN
american_scientific_journal-12113	120	26	103	103	NUM
american_scientific_journal-12113	120	27	,	,	PUNCT
american_scientific_journal-12113	120	28	no	no	DET
american_scientific_journal-12113	120	29	1	1	NUM
american_scientific_journal-12113	120	30	,	,	PUNCT
american_scientific_journal-12113	120	31	pp	pp	ADV
american_scientific_journal-12113	120	32	464	464	NUM
american_scientific_journal-12113	120	33	-	-	SYM
american_scientific_journal-12113	120	34	473	473	NUM
american_scientific_journal-12113	120	35	469	469	NUM
american_scientific_journal-12113	120	36	made	make	VERB
american_scientific_journal-12113	120	37	seeking	seek	VERB
american_scientific_journal-12113	120	38	more	more	ADV
american_scientific_journal-12113	120	39	reliable	reliable	ADJ
american_scientific_journal-12113	120	40	,	,	PUNCT
american_scientific_journal-12113	120	41	and	and	CCONJ
american_scientific_journal-12113	120	42	drove	drive	VERB
american_scientific_journal-12113	120	43	much	much	ADV
american_scientific_journal-12113	120	44	higher	high	ADJ
american_scientific_journal-12113	120	45	engagement	engagement	NOUN
american_scientific_journal-12113	120	46	during	during	ADP
american_scientific_journal-12113	120	47	major	major	ADJ
american_scientific_journal-12113	120	48	broadcasts	broadcast	NOUN
american_scientific_journal-12113	120	49	like	like	ADP
american_scientific_journal-12113	120	50	thursday	thursday	PROPN
american_scientific_journal-12113	120	51	night	night	NOUN
american_scientific_journal-12113	120	52	football	football	PROPN
american_scientific_journal-12113	120	53	.	.	PUNCT
american_scientific_journal-12113	121	1	the	the	DET
american_scientific_journal-12113	121	2	project	project	NOUN
american_scientific_journal-12113	121	3	itself	itself	PRON
american_scientific_journal-12113	121	4	did	do	AUX
american_scientific_journal-12113	121	5	n’t	not	PART
american_scientific_journal-12113	121	6	involve	involve	VERB
american_scientific_journal-12113	121	7	machine	machine	NOUN
american_scientific_journal-12113	121	8	learning	learning	NOUN
american_scientific_journal-12113	121	9	,	,	PUNCT
american_scientific_journal-12113	121	10	yet	yet	CCONJ
american_scientific_journal-12113	121	11	it	it	PRON
american_scientific_journal-12113	121	12	turned	turn	VERB
american_scientific_journal-12113	121	13	out	out	ADP
american_scientific_journal-12113	121	14	to	to	PART
american_scientific_journal-12113	121	15	be	be	AUX
american_scientific_journal-12113	121	16	a	a	DET
american_scientific_journal-12113	121	17	good	good	ADJ
american_scientific_journal-12113	121	18	reminder	reminder	NOUN
american_scientific_journal-12113	121	19	that	that	SCONJ
american_scientific_journal-12113	121	20	careful	careful	ADJ
american_scientific_journal-12113	121	21	pipeline	pipeline	NOUN
american_scientific_journal-12113	121	22	work	work	NOUN
american_scientific_journal-12113	121	23	can	can	AUX
american_scientific_journal-12113	121	24	directly	directly	ADV
american_scientific_journal-12113	121	25	shape	shape	VERB
american_scientific_journal-12113	121	26	how	how	SCONJ
american_scientific_journal-12113	121	27	people	people	NOUN
american_scientific_journal-12113	121	28	experience	experience	VERB
american_scientific_journal-12113	121	29	playback	playback	NOUN
american_scientific_journal-12113	121	30	at	at	ADP
american_scientific_journal-12113	121	31	scale	scale	NOUN
american_scientific_journal-12113	121	32	.	.	PUNCT
american_scientific_journal-12113	122	1	most	most	ADV
american_scientific_journal-12113	122	2	supervised	supervised	ADJ
american_scientific_journal-12113	122	3	schemes	scheme	NOUN
american_scientific_journal-12113	122	4	for	for	ADP
american_scientific_journal-12113	122	5	adaptive	adaptive	ADJ
american_scientific_journal-12113	122	6	video	video	NOUN
american_scientific_journal-12113	122	7	still	still	ADV
american_scientific_journal-12113	122	8	lean	lean	VERB
american_scientific_journal-12113	122	9	on	on	ADP
american_scientific_journal-12113	122	10	subjective	subjective	ADJ
american_scientific_journal-12113	122	11	quality	quality	NOUN
american_scientific_journal-12113	122	12	-	-	PUNCT
american_scientific_journal-12113	122	13	of	of	ADP
american_scientific_journal-12113	122	14	-	-	PUNCT
american_scientific_journal-12113	122	15	experience	experience	NOUN
american_scientific_journal-12113	122	16	scores	score	NOUN
american_scientific_journal-12113	122	17	—	—	PUNCT
american_scientific_journal-12113	122	18	mainly	mainly	ADV
american_scientific_journal-12113	122	19	meanopinion	meanopinion	NOUN
american_scientific_journal-12113	122	20	ratings	rating	NOUN
american_scientific_journal-12113	122	21	collected	collect	VERB
american_scientific_journal-12113	122	22	from	from	ADP
american_scientific_journal-12113	122	23	viewer	viewer	NOUN
american_scientific_journal-12113	122	24	panels	panel	NOUN
american_scientific_journal-12113	122	25	[	[	X
american_scientific_journal-12113	122	26	2	2	NUM
american_scientific_journal-12113	122	27	]	]	PUNCT
american_scientific_journal-12113	122	28	.	.	PUNCT
american_scientific_journal-12113	123	1	to	to	PART
american_scientific_journal-12113	123	2	build	build	VERB
american_scientific_journal-12113	123	3	training	training	NOUN
american_scientific_journal-12113	123	4	and	and	CCONJ
american_scientific_journal-12113	123	5	test	test	NOUN
american_scientific_journal-12113	123	6	sets	set	NOUN
american_scientific_journal-12113	123	7	that	that	PRON
american_scientific_journal-12113	123	8	feel	feel	VERB
american_scientific_journal-12113	123	9	closer	close	ADJ
american_scientific_journal-12113	123	10	to	to	ADP
american_scientific_journal-12113	123	11	what	what	PRON
american_scientific_journal-12113	123	12	happens	happen	VERB
american_scientific_journal-12113	123	13	in	in	ADP
american_scientific_journal-12113	123	14	the	the	DET
american_scientific_journal-12113	123	15	wild	wild	NOUN
american_scientific_journal-12113	123	16	,	,	PUNCT
american_scientific_journal-12113	123	17	researchers	researcher	NOUN
american_scientific_journal-12113	123	18	often	often	ADV
american_scientific_journal-12113	123	19	fall	fall	VERB
american_scientific_journal-12113	123	20	back	back	ADV
american_scientific_journal-12113	123	21	on	on	ADP
american_scientific_journal-12113	123	22	open	open	ADJ
american_scientific_journal-12113	123	23	testbeds	testbed	NOUN
american_scientific_journal-12113	123	24	or	or	CCONJ
american_scientific_journal-12113	123	25	shared	share	VERB
american_scientific_journal-12113	123	26	trace	trace	NOUN
american_scientific_journal-12113	123	27	libraries	library	NOUN
american_scientific_journal-12113	123	28	instead	instead	ADV
american_scientific_journal-12113	123	29	of	of	ADP
american_scientific_journal-12113	123	30	fully	fully	ADV
american_scientific_journal-12113	123	31	synthetic	synthetic	ADJ
american_scientific_journal-12113	123	32	samples	sample	NOUN
american_scientific_journal-12113	123	33	.	.	PUNCT
american_scientific_journal-12113	124	1	a	a	DET
american_scientific_journal-12113	124	2	common	common	ADJ
american_scientific_journal-12113	124	3	setup	setup	NOUN
american_scientific_journal-12113	124	4	is	be	AUX
american_scientific_journal-12113	124	5	dash.js	dash.js	NUM
american_scientific_journal-12113	124	6	with	with	ADP
american_scientific_journal-12113	124	7	a	a	DET
american_scientific_journal-12113	124	8	few	few	ADJ
american_scientific_journal-12113	124	9	custom	custom	NOUN
american_scientific_journal-12113	124	10	tweaks	tweak	NOUN
american_scientific_journal-12113	124	11	,	,	PUNCT
american_scientific_journal-12113	124	12	or	or	CCONJ
american_scientific_journal-12113	124	13	a	a	DET
american_scientific_journal-12113	124	14	python	python	NOUN
american_scientific_journal-12113	124	15	simulator	simulator	NOUN
american_scientific_journal-12113	124	16	that	that	PRON
american_scientific_journal-12113	124	17	replays	replay	VERB
american_scientific_journal-12113	124	18	hundreds	hundred	NOUN
american_scientific_journal-12113	124	19	of	of	ADP
american_scientific_journal-12113	124	20	sessions	session	NOUN
american_scientific_journal-12113	124	21	pulled	pull	VERB
american_scientific_journal-12113	124	22	from	from	ADP
american_scientific_journal-12113	124	23	real	real	ADJ
american_scientific_journal-12113	124	24	mobile	mobile	ADJ
american_scientific_journal-12113	124	25	network	network	NOUN
american_scientific_journal-12113	124	26	traces	trace	NOUN
american_scientific_journal-12113	124	27	.	.	PUNCT
american_scientific_journal-12113	125	1	benchmarks	benchmark	NOUN
american_scientific_journal-12113	125	2	matter	matter	VERB
american_scientific_journal-12113	125	3	too	too	ADV
american_scientific_journal-12113	125	4	.	.	PUNCT
american_scientific_journal-12113	126	1	the	the	DET
american_scientific_journal-12113	126	2	live	live	ADJ
american_scientific_journal-12113	126	3	-	-	PUNCT
american_scientific_journal-12113	126	4	nflx	nflx	PROPN
american_scientific_journal-12113	126	5	dataset	dataset	PROPN
american_scientific_journal-12113	126	6	has	have	AUX
american_scientific_journal-12113	126	7	become	become	VERB
american_scientific_journal-12113	126	8	a	a	DET
american_scientific_journal-12113	126	9	default	default	NOUN
american_scientific_journal-12113	126	10	option	option	NOUN
american_scientific_journal-12113	126	11	that	that	PRON
american_scientific_journal-12113	126	12	users	user	NOUN
american_scientific_journal-12113	126	13	reach	reach	VERB
american_scientific_journal-12113	126	14	for	for	ADP
american_scientific_journal-12113	126	15	when	when	SCONJ
american_scientific_journal-12113	126	16	they	they	PRON
american_scientific_journal-12113	126	17	want	want	VERB
american_scientific_journal-12113	126	18	to	to	PART
american_scientific_journal-12113	126	19	check	check	VERB
american_scientific_journal-12113	126	20	if	if	SCONJ
american_scientific_journal-12113	126	21	an	an	DET
american_scientific_journal-12113	126	22	ml	ml	NOUN
american_scientific_journal-12113	126	23	-	-	PUNCT
american_scientific_journal-12113	126	24	based	base	VERB
american_scientific_journal-12113	126	25	adaptation	adaptation	NOUN
american_scientific_journal-12113	126	26	really	really	ADV
american_scientific_journal-12113	126	27	does	do	VERB
american_scientific_journal-12113	126	28	smoother	smooth	ADJ
american_scientific_journal-12113	126	29	playback	playback	VERB
american_scientific_journal-12113	126	30	than	than	ADP
american_scientific_journal-12113	126	31	the	the	DET
american_scientific_journal-12113	126	32	old	old	ADJ
american_scientific_journal-12113	126	33	abr	abr	NOUN
american_scientific_journal-12113	126	34	approaches	approach	NOUN
american_scientific_journal-12113	126	35	.	.	PUNCT
american_scientific_journal-12113	127	1	figure	figure	NOUN
american_scientific_journal-12113	127	2	2	2	NUM
american_scientific_journal-12113	127	3	visualizes	visualize	VERB
american_scientific_journal-12113	127	4	one	one	NUM
american_scientific_journal-12113	127	5	playback	playback	NOUN
american_scientific_journal-12113	127	6	’s	’s	PART
american_scientific_journal-12113	127	7	normalized	normalize	VERB
american_scientific_journal-12113	127	8	feature	feature	NOUN
american_scientific_journal-12113	127	9	trajectories	trajectory	NOUN
american_scientific_journal-12113	127	10	over	over	ADP
american_scientific_journal-12113	127	11	seven	seven	NUM
american_scientific_journal-12113	127	12	δt	δt	NOUN
american_scientific_journal-12113	127	13	steps	step	NOUN
american_scientific_journal-12113	127	14	,	,	PUNCT
american_scientific_journal-12113	127	15	illustrating	illustrate	VERB
american_scientific_journal-12113	127	16	how	how	SCONJ
american_scientific_journal-12113	127	17	short	short	ADJ
american_scientific_journal-12113	127	18	-	-	PUNCT
american_scientific_journal-12113	127	19	term	term	NOUN
american_scientific_journal-12113	127	20	buffering	buffering	NOUN
american_scientific_journal-12113	127	21	dynamics	dynamic	NOUN
american_scientific_journal-12113	127	22	track	track	VERB
american_scientific_journal-12113	127	23	qoe	qoe	NOUN
american_scientific_journal-12113	127	24	.	.	PUNCT
american_scientific_journal-12113	128	1	figure	figure	VERB
american_scientific_journal-12113	128	2	2	2	NUM
american_scientific_journal-12113	128	3	:	:	PUNCT
american_scientific_journal-12113	128	4	qoe	qoe	NOUN
american_scientific_journal-12113	128	5	dynamics	dynamic	NOUN
american_scientific_journal-12113	128	6	in	in	ADP
american_scientific_journal-12113	128	7	a	a	DET
american_scientific_journal-12113	128	8	single	single	ADJ
american_scientific_journal-12113	128	9	playback	playback	NOUN
american_scientific_journal-12113	128	10	by	by	ADP
american_scientific_journal-12113	128	11	dinaki	dinaki	NOUN
american_scientific_journal-12113	128	12	and	and	CCONJ
american_scientific_journal-12113	128	13	his	his	PRON
american_scientific_journal-12113	128	14	colleagues	colleague	NOUN
american_scientific_journal-12113	129	1	[	[	X
american_scientific_journal-12113	129	2	2	2	NUM
american_scientific_journal-12113	129	3	]	]	PUNCT
american_scientific_journal-12113	129	4	figure	figure	NOUN
american_scientific_journal-12113	129	5	2	2	NUM
american_scientific_journal-12113	129	6	shows	show	VERB
american_scientific_journal-12113	129	7	one	one	NUM
american_scientific_journal-12113	129	8	representative	representative	ADJ
american_scientific_journal-12113	129	9	video	video	NOUN
american_scientific_journal-12113	129	10	session	session	NOUN
american_scientific_journal-12113	129	11	divided	divide	VERB
american_scientific_journal-12113	129	12	into	into	ADP
american_scientific_journal-12113	129	13	seven	seven	NUM
american_scientific_journal-12113	129	14	δt	δt	NOUN
american_scientific_journal-12113	129	15	windows	window	NOUN
american_scientific_journal-12113	129	16	.	.	PUNCT
american_scientific_journal-12113	130	1	each	each	DET
american_scientific_journal-12113	130	2	curve	curve	NOUN
american_scientific_journal-12113	130	3	is	be	AUX
american_scientific_journal-12113	130	4	normalized	normalize	VERB
american_scientific_journal-12113	130	5	to	to	ADP
american_scientific_journal-12113	130	6	[	[	X
american_scientific_journal-12113	130	7	0	0	NUM
american_scientific_journal-12113	130	8	,	,	PUNCT
american_scientific_journal-12113	130	9	1	1	NUM
american_scientific_journal-12113	130	10	]	]	PUNCT
american_scientific_journal-12113	130	11	so	so	SCONJ
american_scientific_journal-12113	130	12	that	that	SCONJ
american_scientific_journal-12113	130	13	the	the	DET
american_scientific_journal-12113	130	14	feature	feature	NOUN
american_scientific_journal-12113	130	15	trends	trend	NOUN
american_scientific_journal-12113	130	16	are	be	AUX
american_scientific_journal-12113	130	17	directly	directly	ADV
american_scientific_journal-12113	130	18	comparable	comparable	ADJ
american_scientific_journal-12113	130	19	.	.	PUNCT
american_scientific_journal-12113	131	1	during	during	ADP
american_scientific_journal-12113	131	2	stalls	stall	NOUN
american_scientific_journal-12113	131	3	,	,	PUNCT
american_scientific_journal-12113	131	4	the	the	DET
american_scientific_journal-12113	131	5	play	play	NOUN
american_scientific_journal-12113	131	6	-	-	PUNCT
american_scientific_journal-12113	131	7	time	time	NOUN
american_scientific_journal-12113	131	8	curve	curve	NOUN
american_scientific_journal-12113	131	9	(	(	PUNCT
american_scientific_journal-12113	131	10	blue	blue	ADJ
american_scientific_journal-12113	131	11	)	)	PUNCT
american_scientific_journal-12113	131	12	dips	dip	NOUN
american_scientific_journal-12113	131	13	,	,	PUNCT
american_scientific_journal-12113	131	14	and	and	CCONJ
american_scientific_journal-12113	131	15	the	the	DET
american_scientific_journal-12113	131	16	average	average	ADJ
american_scientific_journal-12113	131	17	buffering	buffering	NOUN
american_scientific_journal-12113	131	18	length	length	NOUN
american_scientific_journal-12113	131	19	(	(	PUNCT
american_scientific_journal-12113	131	20	orange	orange	NOUN
american_scientific_journal-12113	131	21	)	)	PUNCT
american_scientific_journal-12113	131	22	collapses	collapse	VERB
american_scientific_journal-12113	131	23	around	around	ADP
american_scientific_journal-12113	131	24	t	t	PROPN
american_scientific_journal-12113	131	25	=	=	SYM
american_scientific_journal-12113	131	26	2	2	NUM
american_scientific_journal-12113	131	27	,	,	PUNCT
american_scientific_journal-12113	131	28	which	which	PRON
american_scientific_journal-12113	131	29	temporarily	temporarily	ADV
american_scientific_journal-12113	131	30	lifts	lift	VERB
american_scientific_journal-12113	131	31	the	the	DET
american_scientific_journal-12113	131	32	overall	overall	ADJ
american_scientific_journal-12113	131	33	qoe	qoe	NOUN
american_scientific_journal-12113	131	34	(	(	PUNCT
american_scientific_journal-12113	131	35	brown	brown	PROPN
american_scientific_journal-12113	131	36	)	)	PUNCT
american_scientific_journal-12113	131	37	.	.	PUNCT
american_scientific_journal-12113	132	1	later	later	ADV
american_scientific_journal-12113	132	2	,	,	PUNCT
american_scientific_journal-12113	132	3	at	at	ADP
american_scientific_journal-12113	132	4	t	t	NOUN
american_scientific_journal-12113	132	5	=	=	SYM
american_scientific_journal-12113	132	6	6	6	NUM
american_scientific_journal-12113	132	7	,	,	PUNCT
american_scientific_journal-12113	132	8	buffering	buffering	NOUN
american_scientific_journal-12113	132	9	frequency	frequency	NOUN
american_scientific_journal-12113	132	10	(	(	PUNCT
american_scientific_journal-12113	132	11	green	green	ADJ
american_scientific_journal-12113	132	12	)	)	PUNCT
american_scientific_journal-12113	132	13	spikes	spike	NOUN
american_scientific_journal-12113	132	14	and	and	CCONJ
american_scientific_journal-12113	132	15	the	the	DET
american_scientific_journal-12113	132	16	qoe	qoe	NOUN
american_scientific_journal-12113	132	17	drops	drop	VERB
american_scientific_journal-12113	132	18	again	again	ADV
american_scientific_journal-12113	132	19	even	even	ADV
american_scientific_journal-12113	132	20	though	though	SCONJ
american_scientific_journal-12113	132	21	the	the	DET
american_scientific_journal-12113	132	22	bitrate	bitrate	NOUN
american_scientific_journal-12113	132	23	stays	stay	VERB
american_scientific_journal-12113	132	24	flat	flat	ADJ
american_scientific_journal-12113	132	25	.	.	PUNCT
american_scientific_journal-12113	133	1	the	the	DET
american_scientific_journal-12113	133	2	average	average	ADJ
american_scientific_journal-12113	133	3	bitrate	bitrate	NOUN
american_scientific_journal-12113	133	4	(	(	PUNCT
american_scientific_journal-12113	133	5	red	red	ADJ
american_scientific_journal-12113	133	6	)	)	PUNCT
american_scientific_journal-12113	133	7	steps	step	NOUN
american_scientific_journal-12113	133	8	down	down	ADP
american_scientific_journal-12113	133	9	early	early	ADV
american_scientific_journal-12113	133	10	—	—	PUNCT
american_scientific_journal-12113	133	11	typical	typical	ADJ
american_scientific_journal-12113	133	12	adaptive	adaptive	ADJ
american_scientific_journal-12113	133	13	-	-	PUNCT
american_scientific_journal-12113	133	14	bitrate	bitrate	NOUN
american_scientific_journal-12113	133	15	behavior	behavior	NOUN
american_scientific_journal-12113	133	16	under	under	ADP
american_scientific_journal-12113	133	17	constrained	constrained	ADJ
american_scientific_journal-12113	133	18	bandwidth	bandwidth	NOUN
american_scientific_journal-12113	133	19	—	—	PUNCT
american_scientific_journal-12113	133	20	and	and	CCONJ
american_scientific_journal-12113	133	21	then	then	ADV
american_scientific_journal-12113	133	22	stabilizes	stabilize	VERB
american_scientific_journal-12113	133	23	.	.	PUNCT
american_scientific_journal-12113	134	1	finally	finally	ADV
american_scientific_journal-12113	134	2	,	,	PUNCT
american_scientific_journal-12113	134	3	the	the	DET
american_scientific_journal-12113	134	4	happiness	happiness	NOUN
american_scientific_journal-12113	134	5	score	score	NOUN
american_scientific_journal-12113	134	6	(	(	PUNCT
american_scientific_journal-12113	134	7	purple	purple	ADJ
american_scientific_journal-12113	134	8	)	)	PUNCT
american_scientific_journal-12113	134	9	remains	remain	VERB
american_scientific_journal-12113	134	10	at	at	ADP
american_scientific_journal-12113	134	11	zero	zero	NUM
american_scientific_journal-12113	134	12	until	until	ADP
american_scientific_journal-12113	134	13	playback	playback	NOUN
american_scientific_journal-12113	134	14	stops	stop	NOUN
american_scientific_journal-12113	134	15	,	,	PUNCT
american_scientific_journal-12113	134	16	since	since	SCONJ
american_scientific_journal-12113	134	17	npaw	npaw	PROPN
american_scientific_journal-12113	134	18	logs	log	VERB
american_scientific_journal-12113	134	19	it	it	PRON
american_scientific_journal-12113	134	20	only	only	ADV
american_scientific_journal-12113	134	21	at	at	ADP
american_scientific_journal-12113	134	22	the	the	DET
american_scientific_journal-12113	134	23	end	end	NOUN
american_scientific_journal-12113	134	24	.	.	PUNCT
american_scientific_journal-12113	135	1	the	the	DET
american_scientific_journal-12113	135	2	analysis	analysis	NOUN
american_scientific_journal-12113	135	3	showed	show	VERB
american_scientific_journal-12113	135	4	a	a	DET
american_scientific_journal-12113	135	5	clear	clear	ADJ
american_scientific_journal-12113	135	6	trend	trend	NOUN
american_scientific_journal-12113	135	7	.	.	PUNCT
american_scientific_journal-12113	136	1	viewers	viewer	NOUN
american_scientific_journal-12113	136	2	generally	generally	ADV
american_scientific_journal-12113	136	3	tolerate	tolerate	VERB
american_scientific_journal-12113	136	4	lower	low	ADJ
american_scientific_journal-12113	136	5	bitrates	bitrate	NOUN
american_scientific_journal-12113	136	6	without	without	ADP
american_scientific_journal-12113	136	7	much	much	ADJ
american_scientific_journal-12113	136	8	complaint	complaint	NOUN
american_scientific_journal-12113	136	9	,	,	PUNCT
american_scientific_journal-12113	136	10	but	but	CCONJ
american_scientific_journal-12113	136	11	they	they	PRON
american_scientific_journal-12113	136	12	react	react	VERB
american_scientific_journal-12113	136	13	strongly	strongly	ADV
american_scientific_journal-12113	136	14	to	to	ADP
american_scientific_journal-12113	136	15	stalls	stall	NOUN
american_scientific_journal-12113	136	16	.	.	PUNCT
american_scientific_journal-12113	137	1	even	even	ADV
american_scientific_journal-12113	137	2	a	a	DET
american_scientific_journal-12113	137	3	short	short	ADJ
american_scientific_journal-12113	137	4	pause	pause	NOUN
american_scientific_journal-12113	137	5	can	can	AUX
american_scientific_journal-12113	137	6	drag	drag	VERB
american_scientific_journal-12113	137	7	qoe	qoe	NOUN
american_scientific_journal-12113	137	8	down	down	ADP
american_scientific_journal-12113	137	9	,	,	PUNCT
american_scientific_journal-12113	137	10	while	while	SCONJ
american_scientific_journal-12113	137	11	cutting	cut	VERB
american_scientific_journal-12113	137	12	stall	stall	NOUN
american_scientific_journal-12113	137	13	time	time	NOUN
american_scientific_journal-12113	137	14	improves	improve	VERB
american_scientific_journal-12113	137	15	it	it	PRON
american_scientific_journal-12113	137	16	right	right	ADV
american_scientific_journal-12113	137	17	away	away	ADV
american_scientific_journal-12113	137	18	.	.	PUNCT
american_scientific_journal-12113	138	1	similar	similar	ADJ
american_scientific_journal-12113	138	2	gains	gain	NOUN
american_scientific_journal-12113	138	3	were	be	AUX
american_scientific_journal-12113	138	4	also	also	ADV
american_scientific_journal-12113	138	5	achieved	achieve	VERB
american_scientific_journal-12113	138	6	in	in	ADP
american_scientific_journal-12113	138	7	practice	practice	NOUN
american_scientific_journal-12113	138	8	through	through	ADP
american_scientific_journal-12113	138	9	startover	startover	NOUN
american_scientific_journal-12113	138	10	playback	playback	NOUN
american_scientific_journal-12113	138	11	,	,	PUNCT
american_scientific_journal-12113	138	12	which	which	PRON
american_scientific_journal-12113	138	13	reduced	reduce	VERB
american_scientific_journal-12113	138	14	user	user	NOUN
american_scientific_journal-12113	138	15	drop	drop	NOUN
american_scientific_journal-12113	138	16	-	-	PUNCT
american_scientific_journal-12113	138	17	offs	off	NOUN
american_scientific_journal-12113	138	18	by	by	ADP
american_scientific_journal-12113	138	19	enabling	enable	VERB
american_scientific_journal-12113	138	20	late	late	ADJ
american_scientific_journal-12113	138	21	joiners	joiner	NOUN
american_scientific_journal-12113	138	22	to	to	PART
american_scientific_journal-12113	138	23	restart	restart	VERB
american_scientific_journal-12113	138	24	streams	stream	NOUN
american_scientific_journal-12113	138	25	.	.	PUNCT
american_scientific_journal-12113	139	1	dinaki	dinaki	PROPN
american_scientific_journal-12113	139	2	and	and	CCONJ
american_scientific_journal-12113	139	3	his	his	PRON
american_scientific_journal-12113	139	4	colleagues	colleague	NOUN
american_scientific_journal-12113	139	5	built	build	VERB
american_scientific_journal-12113	139	6	on	on	ADP
american_scientific_journal-12113	139	7	this	this	DET
american_scientific_journal-12113	139	8	observation	observation	NOUN
american_scientific_journal-12113	139	9	when	when	SCONJ
american_scientific_journal-12113	139	10	they	they	PRON
american_scientific_journal-12113	139	11	classified	classify	VERB
american_scientific_journal-12113	139	12	sessions	session	NOUN
american_scientific_journal-12113	139	13	as	as	ADP
american_scientific_journal-12113	139	14	“	"	PUNCT
american_scientific_journal-12113	139	15	no	no	DET
american_scientific_journal-12113	139	16	issue	issue	NOUN
american_scientific_journal-12113	139	17	,	,	PUNCT
american_scientific_journal-12113	139	18	”	"	PUNCT
american_scientific_journal-12113	139	19	“	"	PUNCT
american_scientific_journal-12113	139	20	isp	isp	ADJ
american_scientific_journal-12113	139	21	issue	issue	NOUN
american_scientific_journal-12113	139	22	,	,	PUNCT
american_scientific_journal-12113	139	23	”	"	PUNCT
american_scientific_journal-12113	139	24	or	or	CCONJ
american_scientific_journal-12113	139	25	“	"	PUNCT
american_scientific_journal-12113	139	26	client	client	NOUN
american_scientific_journal-12113	139	27	issue	issue	NOUN
american_scientific_journal-12113	139	28	.	.	PUNCT
american_scientific_journal-12113	139	29	”	"	PUNCT
american_scientific_journal-12113	140	1	their	their	PRON
american_scientific_journal-12113	140	2	bilstm	bilstm	NOUN
american_scientific_journal-12113	140	3	–	–	PUNCT
american_scientific_journal-12113	140	4	cnn	cnn	PROPN
american_scientific_journal-12113	140	5	model	model	NOUN
american_scientific_journal-12113	140	6	could	could	AUX
american_scientific_journal-12113	140	7	then	then	ADV
american_scientific_journal-12113	140	8	use	use	VERB
american_scientific_journal-12113	140	9	those	those	DET
american_scientific_journal-12113	140	10	categories	category	NOUN
american_scientific_journal-12113	140	11	to	to	PART
american_scientific_journal-12113	140	12	tell	tell	VERB
american_scientific_journal-12113	140	13	different	different	ADJ
american_scientific_journal-12113	140	14	types	type	NOUN
american_scientific_journal-12113	140	15	of	of	ADP
american_scientific_journal-12113	140	16	degradation	degradation	NOUN
american_scientific_journal-12113	140	17	apart	apart	ADV
american_scientific_journal-12113	141	1	[	[	X
american_scientific_journal-12113	141	2	2	2	NUM
american_scientific_journal-12113	141	3	]	]	PUNCT
american_scientific_journal-12113	141	4	.	.	PUNCT
american_scientific_journal-12113	142	1	machine	machine	NOUN
american_scientific_journal-12113	142	2	learning	learning	NOUN
american_scientific_journal-12113	142	3	has	have	AUX
american_scientific_journal-12113	142	4	consistently	consistently	ADV
american_scientific_journal-12113	142	5	been	be	AUX
american_scientific_journal-12113	142	6	found	find	VERB
american_scientific_journal-12113	142	7	through	through	ADP
american_scientific_journal-12113	142	8	experiments	experiment	NOUN
american_scientific_journal-12113	142	9	to	to	PART
american_scientific_journal-12113	142	10	improve	improve	VERB
american_scientific_journal-12113	142	11	qoe	qoe	NOUN
american_scientific_journal-12113	142	12	across	across	ADP
american_scientific_journal-12113	142	13	heuristic	heuristic	ADJ
american_scientific_journal-12113	142	14	abr	abr	NOUN
american_scientific_journal-12113	142	15	controllers	controller	NOUN
american_scientific_journal-12113	142	16	.	.	PUNCT
american_scientific_journal-12113	143	1	to	to	PART
american_scientific_journal-12113	143	2	quote	quote	VERB
american_scientific_journal-12113	143	3	the	the	DET
american_scientific_journal-12113	143	4	work	work	NOUN
american_scientific_journal-12113	143	5	of	of	ADP
american_scientific_journal-12113	143	6	woo	woo	NOUN
american_scientific_journal-12113	143	7	and	and	CCONJ
american_scientific_journal-12113	143	8	his	his	PRON
american_scientific_journal-12113	143	9	colleagues	colleague	NOUN
american_scientific_journal-12113	143	10	,	,	PUNCT
american_scientific_journal-12113	143	11	their	their	PRON
american_scientific_journal-12113	143	12	gru	gru	NOUN
american_scientific_journal-12113	143	13	-	-	PUNCT
american_scientific_journal-12113	143	14	based	base	VERB
american_scientific_journal-12113	143	15	bandwidth	bandwidth	ADJ
american_scientific_journal-12113	143	16	predictor	predictor	NOUN
american_scientific_journal-12113	143	17	increased	increase	VERB
american_scientific_journal-12113	143	18	average	average	ADJ
american_scientific_journal-12113	143	19	american	american	ADJ
american_scientific_journal-12113	143	20	academic	academic	ADJ
american_scientific_journal-12113	143	21	scientific	scientific	ADJ
american_scientific_journal-12113	143	22	research	research	NOUN
american_scientific_journal-12113	143	23	journal	journal	NOUN
american_scientific_journal-12113	143	24	for	for	ADP
american_scientific_journal-12113	143	25	engineering	engineering	NOUN
american_scientific_journal-12113	143	26	,	,	PUNCT
american_scientific_journal-12113	143	27	technology	technology	NOUN
american_scientific_journal-12113	143	28	,	,	PUNCT
american_scientific_journal-12113	143	29	and	and	CCONJ
american_scientific_journal-12113	143	30	sciences	science	NOUN
american_scientific_journal-12113	143	31	(	(	PUNCT
american_scientific_journal-12113	143	32	asrjets	asrjet	NOUN
american_scientific_journal-12113	143	33	)	)	PUNCT
american_scientific_journal-12113	143	34	volume	volume	NOUN
american_scientific_journal-12113	143	35	103	103	NUM
american_scientific_journal-12113	143	36	,	,	PUNCT
american_scientific_journal-12113	143	37	no	no	DET
american_scientific_journal-12113	143	38	1	1	NUM
american_scientific_journal-12113	143	39	,	,	PUNCT
american_scientific_journal-12113	143	40	pp	pp	ADV
american_scientific_journal-12113	143	41	464	464	NUM
american_scientific_journal-12113	143	42	-	-	SYM
american_scientific_journal-12113	143	43	473	473	NUM
american_scientific_journal-12113	143	44	470	470	NUM
american_scientific_journal-12113	143	45	qoe	qoe	NOUN
american_scientific_journal-12113	143	46	by	by	ADP
american_scientific_journal-12113	143	47	approximately	approximately	ADV
american_scientific_journal-12113	143	48	11	11	NUM
american_scientific_journal-12113	143	49	%	%	NOUN
american_scientific_journal-12113	143	50	in	in	ADP
american_scientific_journal-12113	143	51	wireless	wireless	ADJ
american_scientific_journal-12113	143	52	tests	test	NOUN
american_scientific_journal-12113	143	53	with	with	ADP
american_scientific_journal-12113	143	54	a	a	DET
american_scientific_journal-12113	143	55	reduced	reduce	VERB
american_scientific_journal-12113	143	56	number	number	NOUN
american_scientific_journal-12113	143	57	of	of	ADP
american_scientific_journal-12113	143	58	abrupt	abrupt	ADJ
american_scientific_journal-12113	143	59	quality	quality	NOUN
american_scientific_journal-12113	143	60	switches	switch	NOUN
american_scientific_journal-12113	143	61	[	[	X
american_scientific_journal-12113	143	62	9	9	NUM
american_scientific_journal-12113	143	63	]	]	PUNCT
american_scientific_journal-12113	143	64	.	.	PUNCT
american_scientific_journal-12113	144	1	by	by	ADP
american_scientific_journal-12113	144	2	predicting	predict	VERB
american_scientific_journal-12113	144	3	bandwidth	bandwidth	ADJ
american_scientific_journal-12113	144	4	drops	drop	NOUN
american_scientific_journal-12113	144	5	and	and	CCONJ
american_scientific_journal-12113	144	6	adjusting	adjust	VERB
american_scientific_journal-12113	144	7	bitrate	bitrate	NOUN
american_scientific_journal-12113	144	8	preemptively	preemptively	ADV
american_scientific_journal-12113	144	9	,	,	PUNCT
american_scientific_journal-12113	144	10	sudden	sudden	ADJ
american_scientific_journal-12113	144	11	rebuffering	rebuffering	NOUN
american_scientific_journal-12113	144	12	events	event	NOUN
american_scientific_journal-12113	144	13	were	be	AUX
american_scientific_journal-12113	144	14	avoided	avoid	VERB
american_scientific_journal-12113	144	15	,	,	PUNCT
american_scientific_journal-12113	144	16	too	too	ADV
american_scientific_journal-12113	144	17	.	.	PUNCT
american_scientific_journal-12113	145	1	dinaki	dinaki	PROPN
american_scientific_journal-12113	145	2	and	and	CCONJ
american_scientific_journal-12113	145	3	his	his	PRON
american_scientific_journal-12113	145	4	colleagues	colleague	NOUN
american_scientific_journal-12113	145	5	found	find	VERB
american_scientific_journal-12113	145	6	that	that	SCONJ
american_scientific_journal-12113	145	7	forecasting	forecasting	NOUN
american_scientific_journal-12113	145	8	qoe	qoe	NOUN
american_scientific_journal-12113	145	9	one	one	NUM
american_scientific_journal-12113	145	10	step	step	NOUN
american_scientific_journal-12113	145	11	ahead	ahead	ADV
american_scientific_journal-12113	145	12	enabled	enable	VERB
american_scientific_journal-12113	145	13	prefeteching	prefeteche	VERB
american_scientific_journal-12113	145	14	at	at	ADP
american_scientific_journal-12113	145	15	lower	low	ADJ
american_scientific_journal-12113	145	16	quality	quality	NOUN
american_scientific_journal-12113	145	17	which	which	PRON
american_scientific_journal-12113	145	18	kept	keep	VERB
american_scientific_journal-12113	145	19	the	the	DET
american_scientific_journal-12113	145	20	playback	playback	NOUN
american_scientific_journal-12113	145	21	smooth	smooth	ADJ
american_scientific_journal-12113	145	22	and	and	CCONJ
american_scientific_journal-12113	145	23	outperformed	outperform	VERB
american_scientific_journal-12113	145	24	baseline	baseline	NOUN
american_scientific_journal-12113	145	25	prediction	prediction	NOUN
american_scientific_journal-12113	145	26	models	model	NOUN
american_scientific_journal-12113	145	27	[	[	X
american_scientific_journal-12113	145	28	2	2	NUM
american_scientific_journal-12113	145	29	]	]	PUNCT
american_scientific_journal-12113	145	30	.	.	PUNCT
american_scientific_journal-12113	146	1	figure	figure	NOUN
american_scientific_journal-12113	146	2	3	3	NUM
american_scientific_journal-12113	146	3	visualizes	visualize	VERB
american_scientific_journal-12113	146	4	training	training	NOUN
american_scientific_journal-12113	146	5	-	-	PUNCT
american_scientific_journal-12113	146	6	time	time	NOUN
american_scientific_journal-12113	146	7	gains	gain	NOUN
american_scientific_journal-12113	146	8	for	for	ADP
american_scientific_journal-12113	146	9	the	the	DET
american_scientific_journal-12113	146	10	drl	drl	PROPN
american_scientific_journal-12113	146	11	abr	abr	VERB
american_scientific_journal-12113	146	12	on	on	ADP
american_scientific_journal-12113	146	13	the	the	DET
american_scientific_journal-12113	146	14	norway	norway	PROPN
american_scientific_journal-12113	146	15	trace	trace	NOUN
american_scientific_journal-12113	146	16	set	set	NOUN
american_scientific_journal-12113	146	17	(	(	PUNCT
american_scientific_journal-12113	146	18	70	70	NUM
american_scientific_journal-12113	146	19	%	%	NOUN
american_scientific_journal-12113	146	20	sequences	sequence	NOUN
american_scientific_journal-12113	146	21	,	,	PUNCT
american_scientific_journal-12113	146	22	real	real	ADJ
american_scientific_journal-12113	146	23	time	time	NOUN
american_scientific_journal-12113	146	24	)	)	PUNCT
american_scientific_journal-12113	146	25	,	,	PUNCT
american_scientific_journal-12113	146	26	with	with	ADP
american_scientific_journal-12113	146	27	convergence	convergence	NOUN
american_scientific_journal-12113	146	28	near	near	ADP
american_scientific_journal-12113	146	29	hour	hour	NOUN
american_scientific_journal-12113	146	30	40	40	NUM
american_scientific_journal-12113	146	31	and	and	CCONJ
american_scientific_journal-12113	146	32	saturation	saturation	NOUN
american_scientific_journal-12113	146	33	by	by	ADP
american_scientific_journal-12113	146	34	hour	hour	NOUN
american_scientific_journal-12113	146	35	60	60	NUM
american_scientific_journal-12113	146	36	.	.	PUNCT
american_scientific_journal-12113	147	1	figure	figure	VERB
american_scientific_journal-12113	147	2	3	3	NUM
american_scientific_journal-12113	147	3	:	:	PUNCT
american_scientific_journal-12113	147	4	performance	performance	NOUN
american_scientific_journal-12113	147	5	improvement	improvement	NOUN
american_scientific_journal-12113	147	6	during	during	ADP
american_scientific_journal-12113	147	7	training	training	NOUN
american_scientific_journal-12113	147	8	for	for	ADP
american_scientific_journal-12113	147	9	the	the	DET
american_scientific_journal-12113	147	10	drl	drl	PROPN
american_scientific_journal-12113	147	11	-	-	PUNCT
american_scientific_journal-12113	147	12	based	base	VERB
american_scientific_journal-12113	147	13	abr	abr	NOUN
american_scientific_journal-12113	147	14	model	model	NOUN
american_scientific_journal-12113	147	15	conducted	conduct	VERB
american_scientific_journal-12113	147	16	by	by	ADP
american_scientific_journal-12113	147	17	souane	souane	NOUN
american_scientific_journal-12113	147	18	and	and	CCONJ
american_scientific_journal-12113	147	19	his	his	PRON
american_scientific_journal-12113	147	20	colleagues	colleague	NOUN
american_scientific_journal-12113	148	1	[	[	X
american_scientific_journal-12113	148	2	7	7	X
american_scientific_journal-12113	148	3	]	]	PUNCT
american_scientific_journal-12113	148	4	at	at	ADP
american_scientific_journal-12113	148	5	the	the	DET
american_scientific_journal-12113	148	6	beginning	beginning	NOUN
american_scientific_journal-12113	148	7	the	the	DET
american_scientific_journal-12113	148	8	gains	gain	NOUN
american_scientific_journal-12113	148	9	are	be	AUX
american_scientific_journal-12113	148	10	very	very	ADV
american_scientific_journal-12113	148	11	small	small	ADJ
american_scientific_journal-12113	148	12	.	.	PUNCT
american_scientific_journal-12113	149	1	in	in	ADP
american_scientific_journal-12113	149	2	the	the	DET
american_scientific_journal-12113	149	3	first	first	ADJ
american_scientific_journal-12113	149	4	eight	eight	NUM
american_scientific_journal-12113	149	5	hours	hour	NOUN
american_scientific_journal-12113	149	6	the	the	DET
american_scientific_journal-12113	149	7	increase	increase	NOUN
american_scientific_journal-12113	149	8	stays	stay	VERB
american_scientific_journal-12113	149	9	under	under	ADP
american_scientific_journal-12113	149	10	10	10	NUM
american_scientific_journal-12113	149	11	%	%	NOUN
american_scientific_journal-12113	149	12	.	.	PUNCT
american_scientific_journal-12113	150	1	between	between	ADP
american_scientific_journal-12113	150	2	the	the	DET
american_scientific_journal-12113	150	3	8	8	NUM
american_scientific_journal-12113	150	4	and	and	CCONJ
american_scientific_journal-12113	150	5	12	12	NUM
american_scientific_journal-12113	150	6	-	-	PUNCT
american_scientific_journal-12113	150	7	hour	hour	NOUN
american_scientific_journal-12113	150	8	mark	mark	NOUN
american_scientific_journal-12113	150	9	the	the	DET
american_scientific_journal-12113	150	10	curve	curve	NOUN
american_scientific_journal-12113	150	11	climbs	climb	VERB
american_scientific_journal-12113	150	12	quickly	quickly	ADV
american_scientific_journal-12113	150	13	,	,	PUNCT
american_scientific_journal-12113	150	14	reaching	reach	VERB
american_scientific_journal-12113	150	15	roughly	roughly	ADV
american_scientific_journal-12113	150	16	25	25	NUM
american_scientific_journal-12113	150	17	%	%	NOUN
american_scientific_journal-12113	150	18	.	.	PUNCT
american_scientific_journal-12113	151	1	from	from	ADP
american_scientific_journal-12113	151	2	there	there	ADV
american_scientific_journal-12113	151	3	it	it	PRON
american_scientific_journal-12113	151	4	goes	go	VERB
american_scientific_journal-12113	151	5	up	up	ADV
american_scientific_journal-12113	151	6	more	more	ADV
american_scientific_journal-12113	151	7	gradually	gradually	ADV
american_scientific_journal-12113	151	8	,	,	PUNCT
american_scientific_journal-12113	151	9	hitting	hit	VERB
american_scientific_journal-12113	151	10	around	around	ADV
american_scientific_journal-12113	151	11	40	40	NUM
american_scientific_journal-12113	151	12	%	%	NOUN
american_scientific_journal-12113	151	13	by	by	ADP
american_scientific_journal-12113	151	14	hour	hour	NOUN
american_scientific_journal-12113	151	15	32	32	NUM
american_scientific_journal-12113	151	16	.	.	PUNCT
american_scientific_journal-12113	152	1	there	there	PRON
american_scientific_journal-12113	152	2	is	be	VERB
american_scientific_journal-12113	152	3	a	a	DET
american_scientific_journal-12113	152	4	small	small	ADJ
american_scientific_journal-12113	152	5	bump	bump	NOUN
american_scientific_journal-12113	152	6	between	between	ADP
american_scientific_journal-12113	152	7	hours	hour	NOUN
american_scientific_journal-12113	152	8	32	32	NUM
american_scientific_journal-12113	152	9	and	and	CCONJ
american_scientific_journal-12113	152	10	36	36	NUM
american_scientific_journal-12113	152	11	,	,	PUNCT
american_scientific_journal-12113	152	12	and	and	CCONJ
american_scientific_journal-12113	152	13	then	then	ADV
american_scientific_journal-12113	152	14	the	the	DET
american_scientific_journal-12113	152	15	line	line	NOUN
american_scientific_journal-12113	152	16	jumps	jump	VERB
american_scientific_journal-12113	152	17	to	to	ADP
american_scientific_journal-12113	152	18	about	about	ADV
american_scientific_journal-12113	152	19	90	90	NUM
american_scientific_journal-12113	152	20	%	%	NOUN
american_scientific_journal-12113	152	21	near	near	ADP
american_scientific_journal-12113	152	22	hour	hour	NOUN
american_scientific_journal-12113	152	23	40	40	NUM
american_scientific_journal-12113	152	24	.	.	PUNCT
american_scientific_journal-12113	153	1	past	past	ADP
american_scientific_journal-12113	153	2	that	that	PRON
american_scientific_journal-12113	153	3	,	,	PUNCT
american_scientific_journal-12113	153	4	the	the	DET
american_scientific_journal-12113	153	5	values	value	NOUN
american_scientific_journal-12113	153	6	flatten	flatten	VERB
american_scientific_journal-12113	153	7	out	out	ADP
american_scientific_journal-12113	153	8	and	and	CCONJ
american_scientific_journal-12113	153	9	stay	stay	VERB
american_scientific_journal-12113	153	10	in	in	ADP
american_scientific_journal-12113	153	11	the	the	DET
american_scientific_journal-12113	153	12	90–95	90–95	NUM
american_scientific_journal-12113	153	13	%	%	NOUN
american_scientific_journal-12113	153	14	range	range	NOUN
american_scientific_journal-12113	153	15	.	.	PUNCT
american_scientific_journal-12113	154	1	extending	extend	VERB
american_scientific_journal-12113	154	2	the	the	DET
american_scientific_journal-12113	154	3	training	training	NOUN
american_scientific_journal-12113	154	4	to	to	ADP
american_scientific_journal-12113	154	5	60	60	NUM
american_scientific_journal-12113	154	6	hours	hour	NOUN
american_scientific_journal-12113	154	7	brings	bring	VERB
american_scientific_journal-12113	154	8	no	no	DET
american_scientific_journal-12113	154	9	real	real	ADJ
american_scientific_journal-12113	154	10	benefit	benefit	NOUN
american_scientific_journal-12113	154	11	.	.	PUNCT
american_scientific_journal-12113	155	1	the	the	DET
american_scientific_journal-12113	155	2	test	test	NOUN
american_scientific_journal-12113	155	3	used	use	VERB
american_scientific_journal-12113	155	4	70	70	NUM
american_scientific_journal-12113	155	5	%	%	NOUN
american_scientific_journal-12113	155	6	of	of	ADP
american_scientific_journal-12113	155	7	the	the	DET
american_scientific_journal-12113	155	8	norway	norway	PROPN
american_scientific_journal-12113	155	9	trace	trace	NOUN
american_scientific_journal-12113	155	10	set	set	VERB
american_scientific_journal-12113	155	11	in	in	ADP
american_scientific_journal-12113	155	12	real	real	ADJ
american_scientific_journal-12113	155	13	time	time	NOUN
american_scientific_journal-12113	155	14	,	,	PUNCT
american_scientific_journal-12113	155	15	and	and	CCONJ
american_scientific_journal-12113	155	16	convergence	convergence	NOUN
american_scientific_journal-12113	155	17	around	around	ADP
american_scientific_journal-12113	155	18	hour	hour	NOUN
american_scientific_journal-12113	155	19	40	40	NUM
american_scientific_journal-12113	155	20	proved	prove	VERB
american_scientific_journal-12113	155	21	to	to	PART
american_scientific_journal-12113	155	22	be	be	AUX
american_scientific_journal-12113	155	23	a	a	DET
american_scientific_journal-12113	155	24	practical	practical	ADJ
american_scientific_journal-12113	155	25	cutoff	cutoff	NOUN
american_scientific_journal-12113	155	26	:	:	PUNCT
american_scientific_journal-12113	155	27	extra	extra	ADJ
american_scientific_journal-12113	155	28	training	training	NOUN
american_scientific_journal-12113	155	29	only	only	ADV
american_scientific_journal-12113	155	30	wasted	waste	VERB
american_scientific_journal-12113	155	31	computation	computation	NOUN
american_scientific_journal-12113	155	32	without	without	ADP
american_scientific_journal-12113	155	33	improving	improve	VERB
american_scientific_journal-12113	155	34	qoe	qoe	NOUN
american_scientific_journal-12113	155	35	.	.	PUNCT
american_scientific_journal-12113	156	1	panoramic	panoramic	ADJ
american_scientific_journal-12113	156	2	and	and	CCONJ
american_scientific_journal-12113	156	3	360	360	NUM
american_scientific_journal-12113	156	4	-	-	PUNCT
american_scientific_journal-12113	156	5	degree	degree	NOUN
american_scientific_journal-12113	156	6	video	video	NOUN
american_scientific_journal-12113	156	7	streaming	streaming	NOUN
american_scientific_journal-12113	156	8	raises	raise	VERB
american_scientific_journal-12113	156	9	a	a	DET
american_scientific_journal-12113	156	10	different	different	ADJ
american_scientific_journal-12113	156	11	challenge	challenge	NOUN
american_scientific_journal-12113	156	12	—	—	PUNCT
american_scientific_journal-12113	156	13	the	the	DET
american_scientific_journal-12113	156	14	entire	entire	ADJ
american_scientific_journal-12113	156	15	scene	scene	NOUN
american_scientific_journal-12113	156	16	can	can	AUX
american_scientific_journal-12113	156	17	not	not	PART
american_scientific_journal-12113	156	18	be	be	AUX
american_scientific_journal-12113	156	19	sent	send	VERB
american_scientific_journal-12113	156	20	at	at	ADP
american_scientific_journal-12113	156	21	full	full	ADJ
american_scientific_journal-12113	156	22	resolution	resolution	NOUN
american_scientific_journal-12113	156	23	without	without	ADP
american_scientific_journal-12113	156	24	overwhelming	overwhelm	VERB
american_scientific_journal-12113	156	25	the	the	DET
american_scientific_journal-12113	156	26	network	network	NOUN
american_scientific_journal-12113	156	27	.	.	PUNCT
american_scientific_journal-12113	157	1	in	in	ADP
american_scientific_journal-12113	157	2	panoramic	panoramic	NOUN
american_scientific_journal-12113	157	3	and	and	CCONJ
american_scientific_journal-12113	157	4	360	360	NUM
american_scientific_journal-12113	157	5	°	°	PROPN
american_scientific_journal-12113	157	6	video	video	NOUN
american_scientific_journal-12113	157	7	,	,	PUNCT
american_scientific_journal-12113	157	8	sending	send	VERB
american_scientific_journal-12113	157	9	the	the	DET
american_scientific_journal-12113	157	10	whole	whole	ADJ
american_scientific_journal-12113	157	11	scene	scene	NOUN
american_scientific_journal-12113	157	12	in	in	ADP
american_scientific_journal-12113	157	13	full	full	ADJ
american_scientific_journal-12113	157	14	resolution	resolution	NOUN
american_scientific_journal-12113	157	15	is	be	AUX
american_scientific_journal-12113	157	16	not	not	PART
american_scientific_journal-12113	157	17	practical	practical	ADJ
american_scientific_journal-12113	157	18	.	.	PUNCT
american_scientific_journal-12113	158	1	researchers	researcher	NOUN
american_scientific_journal-12113	158	2	such	such	ADJ
american_scientific_journal-12113	158	3	as	as	ADP
american_scientific_journal-12113	158	4	ghosh	ghosh	PROPN
american_scientific_journal-12113	158	5	and	and	CCONJ
american_scientific_journal-12113	158	6	singhal	singhal	PROPN
american_scientific_journal-12113	158	7	showed	show	VERB
american_scientific_journal-12113	158	8	that	that	SCONJ
american_scientific_journal-12113	158	9	an	an	DET
american_scientific_journal-12113	158	10	lstm	lstm	NOUN
american_scientific_journal-12113	158	11	model	model	NOUN
american_scientific_journal-12113	158	12	could	could	AUX
american_scientific_journal-12113	158	13	guess	guess	VERB
american_scientific_journal-12113	158	14	the	the	DET
american_scientific_journal-12113	158	15	viewer	viewer	NOUN
american_scientific_journal-12113	158	16	’s	’s	PART
american_scientific_journal-12113	158	17	next	next	ADJ
american_scientific_journal-12113	158	18	field	field	NOUN
american_scientific_journal-12113	158	19	of	of	ADP
american_scientific_journal-12113	158	20	view	view	NOUN
american_scientific_journal-12113	158	21	with	with	ADP
american_scientific_journal-12113	158	22	around	around	ADP
american_scientific_journal-12113	158	23	80	80	NUM
american_scientific_journal-12113	158	24	%	%	NOUN
american_scientific_journal-12113	158	25	accuracy	accuracy	NOUN
american_scientific_journal-12113	158	26	.	.	PUNCT
american_scientific_journal-12113	159	1	using	use	VERB
american_scientific_journal-12113	159	2	that	that	DET
american_scientific_journal-12113	159	3	prediction	prediction	NOUN
american_scientific_journal-12113	159	4	,	,	PUNCT
american_scientific_journal-12113	159	5	the	the	DET
american_scientific_journal-12113	159	6	system	system	NOUN
american_scientific_journal-12113	159	7	streams	stream	VERB
american_scientific_journal-12113	159	8	the	the	DET
american_scientific_journal-12113	159	9	tiles	tile	NOUN
american_scientific_journal-12113	159	10	in	in	ADP
american_scientific_journal-12113	159	11	the	the	DET
american_scientific_journal-12113	159	12	likely	likely	ADV
american_scientific_journal-12113	159	13	viewing	view	VERB
american_scientific_journal-12113	159	14	area	area	NOUN
american_scientific_journal-12113	159	15	at	at	ADP
american_scientific_journal-12113	159	16	high	high	ADJ
american_scientific_journal-12113	159	17	quality	quality	NOUN
american_scientific_journal-12113	159	18	and	and	CCONJ
american_scientific_journal-12113	159	19	lowers	lower	VERB
american_scientific_journal-12113	159	20	the	the	DET
american_scientific_journal-12113	159	21	rest	rest	NOUN
american_scientific_journal-12113	159	22	.	.	PUNCT
american_scientific_journal-12113	160	1	this	this	PRON
american_scientific_journal-12113	160	2	cuts	cut	VERB
american_scientific_journal-12113	160	3	down	down	ADP
american_scientific_journal-12113	160	4	bandwidth	bandwidth	ADJ
american_scientific_journal-12113	160	5	use	use	VERB
american_scientific_journal-12113	160	6	quite	quite	DET
american_scientific_journal-12113	160	7	a	a	DET
american_scientific_journal-12113	160	8	bit	bit	NOUN
american_scientific_journal-12113	160	9	,	,	PUNCT
american_scientific_journal-12113	160	10	but	but	CCONJ
american_scientific_journal-12113	160	11	the	the	DET
american_scientific_journal-12113	160	12	image	image	NOUN
american_scientific_journal-12113	160	13	still	still	ADV
american_scientific_journal-12113	160	14	looks	look	VERB
american_scientific_journal-12113	160	15	sharp	sharp	ADJ
american_scientific_journal-12113	160	16	in	in	ADP
american_scientific_journal-12113	160	17	the	the	DET
american_scientific_journal-12113	160	18	part	part	NOUN
american_scientific_journal-12113	160	19	the	the	DET
american_scientific_journal-12113	160	20	viewer	viewer	NOUN
american_scientific_journal-12113	160	21	is	be	AUX
american_scientific_journal-12113	160	22	watching	watch	VERB
american_scientific_journal-12113	160	23	.	.	PUNCT
american_scientific_journal-12113	161	1	other	other	ADJ
american_scientific_journal-12113	161	2	tile	tile	NOUN
american_scientific_journal-12113	161	3	-	-	PUNCT
american_scientific_journal-12113	161	4	based	base	VERB
american_scientific_journal-12113	161	5	studies	study	NOUN
american_scientific_journal-12113	161	6	have	have	AUX
american_scientific_journal-12113	161	7	confirmed	confirm	VERB
american_scientific_journal-12113	161	8	the	the	DET
american_scientific_journal-12113	161	9	same	same	ADJ
american_scientific_journal-12113	161	10	pattern	pattern	NOUN
american_scientific_journal-12113	161	11	:	:	PUNCT
american_scientific_journal-12113	161	12	if	if	SCONJ
american_scientific_journal-12113	161	13	the	the	DET
american_scientific_journal-12113	161	14	non	non	ADJ
american_scientific_journal-12113	161	15	-	-	ADJ
american_scientific_journal-12113	161	16	visible	visible	ADJ
american_scientific_journal-12113	161	17	regions	region	NOUN
american_scientific_journal-12113	161	18	are	be	AUX
american_scientific_journal-12113	161	19	sent	send	VERB
american_scientific_journal-12113	161	20	at	at	ADP
american_scientific_journal-12113	161	21	lower	low	ADJ
american_scientific_journal-12113	161	22	quality	quality	NOUN
american_scientific_journal-12113	161	23	,	,	PUNCT
american_scientific_journal-12113	161	24	users	user	NOUN
american_scientific_journal-12113	161	25	generally	generally	ADV
american_scientific_journal-12113	161	26	do	do	AUX
american_scientific_journal-12113	161	27	not	not	PART
american_scientific_journal-12113	161	28	notice	notice	VERB
american_scientific_journal-12113	161	29	.	.	PUNCT
american_scientific_journal-12113	162	1	reports	report	NOUN
american_scientific_journal-12113	162	2	show	show	VERB
american_scientific_journal-12113	162	3	that	that	SCONJ
american_scientific_journal-12113	162	4	viewport	viewport	NOUN
american_scientific_journal-12113	162	5	-	-	PUNCT
american_scientific_journal-12113	162	6	aware	aware	ADJ
american_scientific_journal-12113	162	7	american	american	ADJ
american_scientific_journal-12113	162	8	academic	academic	ADJ
american_scientific_journal-12113	162	9	scientific	scientific	ADJ
american_scientific_journal-12113	162	10	research	research	NOUN
american_scientific_journal-12113	162	11	journal	journal	NOUN
american_scientific_journal-12113	162	12	for	for	ADP
american_scientific_journal-12113	162	13	engineering	engineering	NOUN
american_scientific_journal-12113	162	14	,	,	PUNCT
american_scientific_journal-12113	162	15	technology	technology	NOUN
american_scientific_journal-12113	162	16	,	,	PUNCT
american_scientific_journal-12113	162	17	and	and	CCONJ
american_scientific_journal-12113	162	18	sciences	science	NOUN
american_scientific_journal-12113	162	19	(	(	PUNCT
american_scientific_journal-12113	162	20	asrjets	asrjet	NOUN
american_scientific_journal-12113	162	21	)	)	PUNCT
american_scientific_journal-12113	162	22	volume	volume	NOUN
american_scientific_journal-12113	162	23	103	103	NUM
american_scientific_journal-12113	162	24	,	,	PUNCT
american_scientific_journal-12113	162	25	no	no	DET
american_scientific_journal-12113	162	26	1	1	NUM
american_scientific_journal-12113	162	27	,	,	PUNCT
american_scientific_journal-12113	162	28	pp	pp	ADV
american_scientific_journal-12113	162	29	464	464	NUM
american_scientific_journal-12113	162	30	-	-	SYM
american_scientific_journal-12113	162	31	473	473	NUM
american_scientific_journal-12113	162	32	471	471	NUM
american_scientific_journal-12113	162	33	methods	method	NOUN
american_scientific_journal-12113	162	34	raise	raise	VERB
american_scientific_journal-12113	162	35	qoe	qoe	NOUN
american_scientific_journal-12113	162	36	in	in	ADP
american_scientific_journal-12113	162	37	vr	vr	PROPN
american_scientific_journal-12113	162	38	,	,	PUNCT
american_scientific_journal-12113	162	39	since	since	SCONJ
american_scientific_journal-12113	162	40	the	the	DET
american_scientific_journal-12113	162	41	viewed	view	VERB
american_scientific_journal-12113	162	42	region	region	NOUN
american_scientific_journal-12113	162	43	stays	stay	VERB
american_scientific_journal-12113	162	44	crisp	crisp	ADJ
american_scientific_journal-12113	162	45	and	and	CCONJ
american_scientific_journal-12113	162	46	the	the	DET
american_scientific_journal-12113	162	47	total	total	ADJ
american_scientific_journal-12113	162	48	bandwidth	bandwidth	NOUN
american_scientific_journal-12113	162	49	drops	drop	VERB
american_scientific_journal-12113	162	50	significantly	significantly	ADV
american_scientific_journal-12113	162	51	.	.	PUNCT
american_scientific_journal-12113	163	1	reinforcement	reinforcement	NOUN
american_scientific_journal-12113	163	2	learning	learning	NOUN
american_scientific_journal-12113	163	3	adds	add	VERB
american_scientific_journal-12113	163	4	another	another	DET
american_scientific_journal-12113	163	5	layer	layer	NOUN
american_scientific_journal-12113	163	6	.	.	PUNCT
american_scientific_journal-12113	164	1	deepvr	deepvr	NOUN
american_scientific_journal-12113	164	2	,	,	PUNCT
american_scientific_journal-12113	164	3	for	for	ADP
american_scientific_journal-12113	164	4	example	example	NOUN
american_scientific_journal-12113	164	5	,	,	PUNCT
american_scientific_journal-12113	164	6	learns	learn	VERB
american_scientific_journal-12113	164	7	how	how	SCONJ
american_scientific_journal-12113	164	8	to	to	PART
american_scientific_journal-12113	164	9	balance	balance	VERB
american_scientific_journal-12113	164	10	present	present	ADJ
american_scientific_journal-12113	164	11	quality	quality	NOUN
american_scientific_journal-12113	164	12	with	with	ADP
american_scientific_journal-12113	164	13	the	the	DET
american_scientific_journal-12113	164	14	likelihood	likelihood	NOUN
american_scientific_journal-12113	164	15	of	of	ADP
american_scientific_journal-12113	164	16	a	a	DET
american_scientific_journal-12113	164	17	head	head	NOUN
american_scientific_journal-12113	164	18	turn	turn	NOUN
american_scientific_journal-12113	164	19	.	.	PUNCT
american_scientific_journal-12113	165	1	the	the	DET
american_scientific_journal-12113	165	2	result	result	NOUN
american_scientific_journal-12113	165	3	is	be	AUX
american_scientific_journal-12113	165	4	smoother	smooth	ADJ
american_scientific_journal-12113	165	5	vr	vr	PROPN
american_scientific_journal-12113	165	6	playback	playback	NOUN
american_scientific_journal-12113	165	7	—	—	PUNCT
american_scientific_journal-12113	165	8	sharp	sharp	ADJ
american_scientific_journal-12113	165	9	video	video	NOUN
american_scientific_journal-12113	165	10	where	where	SCONJ
american_scientific_journal-12113	165	11	the	the	DET
american_scientific_journal-12113	165	12	viewer	viewer	NOUN
american_scientific_journal-12113	165	13	is	be	AUX
american_scientific_journal-12113	165	14	looking	look	VERB
american_scientific_journal-12113	165	15	,	,	PUNCT
american_scientific_journal-12113	165	16	and	and	CCONJ
american_scientific_journal-12113	165	17	,	,	PUNCT
american_scientific_journal-12113	165	18	if	if	SCONJ
american_scientific_journal-12113	165	19	they	they	PRON
american_scientific_journal-12113	165	20	move	move	VERB
american_scientific_journal-12113	165	21	,	,	PUNCT
american_scientific_journal-12113	165	22	the	the	DET
american_scientific_journal-12113	165	23	next	next	ADJ
american_scientific_journal-12113	165	24	view	view	NOUN
american_scientific_journal-12113	165	25	is	be	AUX
american_scientific_journal-12113	165	26	already	already	ADV
american_scientific_journal-12113	165	27	buffered	buffer	VERB
american_scientific_journal-12113	165	28	in	in	ADP
american_scientific_journal-12113	165	29	high	high	ADJ
american_scientific_journal-12113	165	30	quality.earlier	quality.earlier	PROPN
american_scientific_journal-12113	165	31	abr	abr	NOUN
american_scientific_journal-12113	165	32	heuristics	heuristic	NOUN
american_scientific_journal-12113	165	33	could	could	AUX
american_scientific_journal-12113	165	34	not	not	PART
american_scientific_journal-12113	165	35	handle	handle	VERB
american_scientific_journal-12113	165	36	this	this	PRON
american_scientific_journal-12113	165	37	.	.	PUNCT
american_scientific_journal-12113	166	1	they	they	PRON
american_scientific_journal-12113	166	2	ignored	ignore	VERB
american_scientific_journal-12113	166	3	viewport	viewport	NOUN
american_scientific_journal-12113	166	4	shifts	shift	NOUN
american_scientific_journal-12113	166	5	and	and	CCONJ
american_scientific_journal-12113	166	6	treated	treat	VERB
american_scientific_journal-12113	166	7	qoe	qoe	NOUN
american_scientific_journal-12113	166	8	as	as	ADP
american_scientific_journal-12113	166	9	a	a	DET
american_scientific_journal-12113	166	10	single	single	ADJ
american_scientific_journal-12113	166	11	objective	objective	NOUN
american_scientific_journal-12113	166	12	,	,	PUNCT
american_scientific_journal-12113	166	13	which	which	PRON
american_scientific_journal-12113	166	14	left	leave	VERB
american_scientific_journal-12113	166	15	vr	vr	PROPN
american_scientific_journal-12113	166	16	and	and	CCONJ
american_scientific_journal-12113	166	17	ultra	ultra	ADJ
american_scientific_journal-12113	166	18	-	-	ADJ
american_scientific_journal-12113	166	19	hd	hd	ADJ
american_scientific_journal-12113	166	20	streams	stream	NOUN
american_scientific_journal-12113	166	21	full	full	ADJ
american_scientific_journal-12113	166	22	of	of	ADP
american_scientific_journal-12113	166	23	artifacts	artifact	NOUN
american_scientific_journal-12113	166	24	.	.	PUNCT
american_scientific_journal-12113	167	1	machine	machine	NOUN
american_scientific_journal-12113	167	2	learning	learn	VERB
american_scientific_journal-12113	167	3	methods	method	NOUN
american_scientific_journal-12113	167	4	fix	fix	VERB
american_scientific_journal-12113	167	5	that	that	DET
american_scientific_journal-12113	167	6	gap	gap	NOUN
american_scientific_journal-12113	167	7	by	by	ADP
american_scientific_journal-12113	167	8	predicting	predict	VERB
american_scientific_journal-12113	167	9	attention	attention	NOUN
american_scientific_journal-12113	167	10	and	and	CCONJ
american_scientific_journal-12113	167	11	reallocating	reallocate	VERB
american_scientific_journal-12113	167	12	bitrate	bitrate	NOUN
american_scientific_journal-12113	167	13	.	.	PUNCT
american_scientific_journal-12113	168	1	still	still	ADV
american_scientific_journal-12113	168	2	,	,	PUNCT
american_scientific_journal-12113	168	3	there	there	PRON
american_scientific_journal-12113	168	4	are	be	VERB
american_scientific_journal-12113	168	5	drawbacks	drawback	NOUN
american_scientific_journal-12113	168	6	.	.	PUNCT
american_scientific_journal-12113	169	1	hou	hou	NOUN
american_scientific_journal-12113	169	2	and	and	CCONJ
american_scientific_journal-12113	169	3	his	his	PRON
american_scientific_journal-12113	169	4	colleagues	colleague	NOUN
american_scientific_journal-12113	169	5	noted	note	VERB
american_scientific_journal-12113	169	6	that	that	SCONJ
american_scientific_journal-12113	169	7	their	their	PRON
american_scientific_journal-12113	169	8	nova	nova	PROPN
american_scientific_journal-12113	169	9	setup	setup	NOUN
american_scientific_journal-12113	169	10	had	have	VERB
american_scientific_journal-12113	169	11	to	to	PART
american_scientific_journal-12113	169	12	run	run	VERB
american_scientific_journal-12113	169	13	inference	inference	NOUN
american_scientific_journal-12113	169	14	in	in	ADP
american_scientific_journal-12113	169	15	real	real	ADJ
american_scientific_journal-12113	169	16	time	time	NOUN
american_scientific_journal-12113	169	17	for	for	ADP
american_scientific_journal-12113	169	18	every	every	DET
american_scientific_journal-12113	169	19	video	video	NOUN
american_scientific_journal-12113	169	20	chunk	chunk	NOUN
american_scientific_journal-12113	169	21	and	and	CCONJ
american_scientific_journal-12113	169	22	used	use	VERB
american_scientific_journal-12113	169	23	a	a	DET
american_scientific_journal-12113	169	24	model	model	NOUN
american_scientific_journal-12113	169	25	with	with	ADP
american_scientific_journal-12113	169	26	millions	million	NOUN
american_scientific_journal-12113	169	27	of	of	ADP
american_scientific_journal-12113	169	28	parameters	parameter	NOUN
american_scientific_journal-12113	169	29	,	,	PUNCT
american_scientific_journal-12113	169	30	which	which	PRON
american_scientific_journal-12113	169	31	is	be	AUX
american_scientific_journal-12113	169	32	heavy	heavy	ADJ
american_scientific_journal-12113	169	33	.	.	PUNCT
american_scientific_journal-12113	170	1	reinforcement	reinforcement	NOUN
american_scientific_journal-12113	170	2	learning	learning	NOUN
american_scientific_journal-12113	170	3	runs	run	VERB
american_scientific_journal-12113	170	4	into	into	ADP
american_scientific_journal-12113	170	5	the	the	DET
american_scientific_journal-12113	170	6	same	same	ADJ
american_scientific_journal-12113	170	7	issue	issue	NOUN
american_scientific_journal-12113	170	8	:	:	PUNCT
american_scientific_journal-12113	170	9	the	the	DET
american_scientific_journal-12113	170	10	system	system	NOUN
american_scientific_journal-12113	170	11	has	have	VERB
american_scientific_journal-12113	170	12	only	only	ADV
american_scientific_journal-12113	170	13	a	a	DET
american_scientific_journal-12113	170	14	few	few	ADJ
american_scientific_journal-12113	170	15	milliseconds	millisecond	NOUN
american_scientific_journal-12113	170	16	to	to	PART
american_scientific_journal-12113	170	17	decide	decide	VERB
american_scientific_journal-12113	170	18	,	,	PUNCT
american_scientific_journal-12113	170	19	which	which	PRON
american_scientific_journal-12113	170	20	is	be	AUX
american_scientific_journal-12113	170	21	taxing	tax	VERB
american_scientific_journal-12113	170	22	on	on	ADP
american_scientific_journal-12113	170	23	normal	normal	ADJ
american_scientific_journal-12113	170	24	hardware	hardware	NOUN
american_scientific_journal-12113	170	25	.	.	PUNCT
american_scientific_journal-12113	171	1	to	to	PART
american_scientific_journal-12113	171	2	work	work	VERB
american_scientific_journal-12113	171	3	around	around	ADP
american_scientific_journal-12113	171	4	that	that	PRON
american_scientific_journal-12113	171	5	,	,	PUNCT
american_scientific_journal-12113	171	6	some	some	DET
american_scientific_journal-12113	171	7	teams	team	NOUN
american_scientific_journal-12113	171	8	shrink	shrink	VERB
american_scientific_journal-12113	171	9	the	the	DET
american_scientific_journal-12113	171	10	models	model	NOUN
american_scientific_journal-12113	171	11	,	,	PUNCT
american_scientific_journal-12113	171	12	while	while	SCONJ
american_scientific_journal-12113	171	13	others	other	NOUN
american_scientific_journal-12113	171	14	shift	shift	VERB
american_scientific_journal-12113	171	15	the	the	DET
american_scientific_journal-12113	171	16	heavy	heavy	ADJ
american_scientific_journal-12113	171	17	lifting	lifting	NOUN
american_scientific_journal-12113	171	18	to	to	AUX
american_scientific_journal-12113	171	19	edge	edge	NOUN
american_scientific_journal-12113	171	20	servers	server	NOUN
american_scientific_journal-12113	171	21	.	.	PUNCT
american_scientific_journal-12113	172	1	data	datum	NOUN
american_scientific_journal-12113	172	2	,	,	PUNCT
american_scientific_journal-12113	172	3	however	however	ADV
american_scientific_journal-12113	172	4	,	,	PUNCT
american_scientific_journal-12113	172	5	is	be	AUX
american_scientific_journal-12113	172	6	another	another	DET
american_scientific_journal-12113	172	7	challenge	challenge	NOUN
american_scientific_journal-12113	172	8	.	.	PUNCT
american_scientific_journal-12113	173	1	supervised	supervised	ADJ
american_scientific_journal-12113	173	2	methods	method	NOUN
american_scientific_journal-12113	173	3	need	need	VERB
american_scientific_journal-12113	173	4	huge	huge	ADJ
american_scientific_journal-12113	173	5	labeled	label	VERB
american_scientific_journal-12113	173	6	sets	set	NOUN
american_scientific_journal-12113	173	7	that	that	PRON
american_scientific_journal-12113	173	8	tie	tie	VERB
american_scientific_journal-12113	173	9	network	network	NOUN
american_scientific_journal-12113	173	10	states	state	NOUN
american_scientific_journal-12113	173	11	to	to	ADP
american_scientific_journal-12113	173	12	qoe	qoe	NOUN
american_scientific_journal-12113	173	13	results	result	NOUN
american_scientific_journal-12113	173	14	.	.	PUNCT
american_scientific_journal-12113	174	1	rl	rl	VERB
american_scientific_journal-12113	174	2	approaches	approach	NOUN
american_scientific_journal-12113	174	3	face	face	VERB
american_scientific_journal-12113	174	4	a	a	DET
american_scientific_journal-12113	174	5	different	different	ADJ
american_scientific_journal-12113	174	6	issue	issue	NOUN
american_scientific_journal-12113	174	7	,	,	PUNCT
american_scientific_journal-12113	174	8	since	since	SCONJ
american_scientific_journal-12113	174	9	they	they	PRON
american_scientific_journal-12113	174	10	have	have	VERB
american_scientific_journal-12113	174	11	to	to	PART
american_scientific_journal-12113	174	12	be	be	AUX
american_scientific_journal-12113	174	13	trained	train	VERB
american_scientific_journal-12113	174	14	on	on	ADP
american_scientific_journal-12113	174	15	realistic	realistic	ADJ
american_scientific_journal-12113	174	16	simulations	simulation	NOUN
american_scientific_journal-12113	174	17	.	.	PUNCT
american_scientific_journal-12113	175	1	dinaki	dinaki	PROPN
american_scientific_journal-12113	175	2	and	and	CCONJ
american_scientific_journal-12113	175	3	his	his	PRON
american_scientific_journal-12113	175	4	colleagues	colleague	NOUN
american_scientific_journal-12113	175	5	,	,	PUNCT
american_scientific_journal-12113	175	6	for	for	ADP
american_scientific_journal-12113	175	7	instance	instance	NOUN
american_scientific_journal-12113	175	8	,	,	PUNCT
american_scientific_journal-12113	175	9	built	build	VERB
american_scientific_journal-12113	175	10	a	a	DET
american_scientific_journal-12113	175	11	bilstm	bilstm	NOUN
american_scientific_journal-12113	175	12	–	–	PUNCT
american_scientific_journal-12113	175	13	cnn	cnn	PROPN
american_scientific_journal-12113	175	14	on	on	ADP
american_scientific_journal-12113	175	15	thousands	thousand	NOUN
american_scientific_journal-12113	175	16	of	of	ADP
american_scientific_journal-12113	175	17	traces	trace	NOUN
american_scientific_journal-12113	175	18	with	with	ADP
american_scientific_journal-12113	175	19	qoe	qoe	NOUN
american_scientific_journal-12113	175	20	scores	score	NOUN
american_scientific_journal-12113	175	21	,	,	PUNCT
american_scientific_journal-12113	175	22	but	but	CCONJ
american_scientific_journal-12113	175	23	the	the	DET
american_scientific_journal-12113	175	24	accuracy	accuracy	NOUN
american_scientific_journal-12113	175	25	still	still	ADV
american_scientific_journal-12113	175	26	dropped	drop	VERB
american_scientific_journal-12113	175	27	once	once	SCONJ
american_scientific_journal-12113	175	28	the	the	DET
american_scientific_journal-12113	175	29	model	model	NOUN
american_scientific_journal-12113	175	30	was	be	AUX
american_scientific_journal-12113	175	31	tested	test	VERB
american_scientific_journal-12113	175	32	on	on	ADP
american_scientific_journal-12113	175	33	situations	situation	NOUN
american_scientific_journal-12113	175	34	it	it	PRON
american_scientific_journal-12113	175	35	had	have	AUX
american_scientific_journal-12113	175	36	not	not	PART
american_scientific_journal-12113	175	37	seen	see	VERB
american_scientific_journal-12113	175	38	before	before	ADP
american_scientific_journal-12113	175	39	[	[	X
american_scientific_journal-12113	175	40	2	2	NUM
american_scientific_journal-12113	175	41	]	]	PUNCT
american_scientific_journal-12113	175	42	.	.	PUNCT
american_scientific_journal-12113	176	1	to	to	PART
american_scientific_journal-12113	176	2	counter	counter	VERB
american_scientific_journal-12113	176	3	this	this	PRON
american_scientific_journal-12113	176	4	,	,	PUNCT
american_scientific_journal-12113	176	5	newer	new	ADJ
american_scientific_journal-12113	176	6	work	work	NOUN
american_scientific_journal-12113	176	7	has	have	AUX
american_scientific_journal-12113	176	8	tried	try	VERB
american_scientific_journal-12113	176	9	domain	domain	NOUN
american_scientific_journal-12113	176	10	randomization	randomization	NOUN
american_scientific_journal-12113	176	11	and	and	CCONJ
american_scientific_journal-12113	176	12	online	online	ADJ
american_scientific_journal-12113	176	13	learning	learning	NOUN
american_scientific_journal-12113	176	14	,	,	PUNCT
american_scientific_journal-12113	176	15	letting	let	VERB
american_scientific_journal-12113	176	16	models	model	NOUN
american_scientific_journal-12113	176	17	adapt	adapt	VERB
american_scientific_journal-12113	176	18	when	when	SCONJ
american_scientific_journal-12113	176	19	they	they	PRON
american_scientific_journal-12113	176	20	encounter	encounter	VERB
american_scientific_journal-12113	176	21	unfamiliar	unfamiliar	ADJ
american_scientific_journal-12113	176	22	conditions	condition	NOUN
american_scientific_journal-12113	176	23	in	in	ADP
american_scientific_journal-12113	176	24	practical	practical	ADJ
american_scientific_journal-12113	176	25	terms	term	NOUN
american_scientific_journal-12113	176	26	,	,	PUNCT
american_scientific_journal-12113	176	27	streaming	streaming	NOUN
american_scientific_journal-12113	176	28	providers	provider	NOUN
american_scientific_journal-12113	176	29	may	may	AUX
american_scientific_journal-12113	176	30	also	also	ADV
american_scientific_journal-12113	176	31	return	return	VERB
american_scientific_journal-12113	176	32	telemetry	telemetry	NOUN
american_scientific_journal-12113	176	33	—	—	PUNCT
american_scientific_journal-12113	176	34	chosen	choose	VERB
american_scientific_journal-12113	176	35	bitrate	bitrate	NOUN
american_scientific_journal-12113	176	36	,	,	PUNCT
american_scientific_journal-12113	176	37	stall	stall	VERB
american_scientific_journal-12113	176	38	events	event	NOUN
american_scientific_journal-12113	176	39	,	,	PUNCT
american_scientific_journal-12113	176	40	and	and	CCONJ
american_scientific_journal-12113	176	41	any	any	DET
american_scientific_journal-12113	176	42	available	available	ADJ
american_scientific_journal-12113	176	43	user	user	NOUN
american_scientific_journal-12113	176	44	feedback	feedback	NOUN
american_scientific_journal-12113	176	45	—	—	PUNCT
american_scientific_journal-12113	176	46	to	to	ADP
american_scientific_journal-12113	176	47	deployed	deploy	VERB
american_scientific_journal-12113	176	48	models	model	NOUN
american_scientific_journal-12113	176	49	so	so	SCONJ
american_scientific_journal-12113	176	50	as	as	SCONJ
american_scientific_journal-12113	176	51	to	to	PART
american_scientific_journal-12113	176	52	make	make	VERB
american_scientific_journal-12113	176	53	them	they	PRON
american_scientific_journal-12113	176	54	self	self	NOUN
american_scientific_journal-12113	176	55	-	-	PUNCT
american_scientific_journal-12113	176	56	improving	improve	VERB
american_scientific_journal-12113	176	57	systems	system	NOUN
american_scientific_journal-12113	176	58	eventually	eventually	ADV
american_scientific_journal-12113	176	59	better	well	ADV
american_scientific_journal-12113	176	60	and	and	CCONJ
american_scientific_journal-12113	176	61	better	well	ADV
american_scientific_journal-12113	176	62	over	over	ADP
american_scientific_journal-12113	176	63	time	time	NOUN
american_scientific_journal-12113	176	64	.	.	PUNCT
american_scientific_journal-12113	177	1	kougioumtzidis	kougioumtzidi	NOUN
american_scientific_journal-12113	177	2	and	and	CCONJ
american_scientific_journal-12113	177	3	his	his	PRON
american_scientific_journal-12113	177	4	colleagues	colleague	NOUN
american_scientific_journal-12113	177	5	found	find	VERB
american_scientific_journal-12113	177	6	in	in	ADP
american_scientific_journal-12113	177	7	their	their	PRON
american_scientific_journal-12113	177	8	survey	survey	NOUN
american_scientific_journal-12113	177	9	that	that	SCONJ
american_scientific_journal-12113	177	10	a	a	DET
american_scientific_journal-12113	177	11	combination	combination	NOUN
american_scientific_journal-12113	177	12	of	of	ADP
american_scientific_journal-12113	177	13	even	even	ADV
american_scientific_journal-12113	177	14	more	more	ADJ
american_scientific_journal-12113	177	15	indicators	indicator	NOUN
american_scientific_journal-12113	177	16	of	of	ADP
american_scientific_journal-12113	177	17	qoe	qoe	NOUN
american_scientific_journal-12113	177	18	—	—	PUNCT
american_scientific_journal-12113	177	19	among	among	ADP
american_scientific_journal-12113	177	20	them	they	PRON
american_scientific_journal-12113	177	21	startup	startup	PROPN
american_scientific_journal-12113	177	22	delay	delay	NOUN
american_scientific_journal-12113	177	23	,	,	PUNCT
american_scientific_journal-12113	177	24	frequency	frequency	NOUN
american_scientific_journal-12113	177	25	of	of	ADP
american_scientific_journal-12113	177	26	stalls	stall	NOUN
american_scientific_journal-12113	177	27	,	,	PUNCT
american_scientific_journal-12113	177	28	and	and	CCONJ
american_scientific_journal-12113	177	29	consistency	consistency	NOUN
american_scientific_journal-12113	177	30	of	of	ADP
american_scientific_journal-12113	177	31	resolution	resolution	NOUN
american_scientific_journal-12113	177	32	—	—	PUNCT
american_scientific_journal-12113	177	33	gives	give	VERB
american_scientific_journal-12113	177	34	the	the	DET
american_scientific_journal-12113	177	35	most	most	ADV
american_scientific_journal-12113	177	36	accurate	accurate	ADJ
american_scientific_journal-12113	177	37	predictor	predictor	NOUN
american_scientific_journal-12113	177	38	of	of	ADP
american_scientific_journal-12113	177	39	user	user	NOUN
american_scientific_journal-12113	177	40	satisfaction	satisfaction	NOUN
american_scientific_journal-12113	177	41	[	[	X
american_scientific_journal-12113	177	42	5	5	NUM
american_scientific_journal-12113	177	43	]	]	PUNCT
american_scientific_journal-12113	177	44	.	.	PUNCT
american_scientific_journal-12113	178	1	ghosh	ghosh	PROPN
american_scientific_journal-12113	178	2	and	and	CCONJ
american_scientific_journal-12113	178	3	singhal	singhal	PROPN
american_scientific_journal-12113	178	4	’s	’s	PART
american_scientific_journal-12113	178	5	mo	mo	PROPN
american_scientific_journal-12113	178	6	-	-	PUNCT
american_scientific_journal-12113	178	7	qoe	qoe	PROPN
american_scientific_journal-12113	178	8	model	model	NOUN
american_scientific_journal-12113	178	9	combined	combine	VERB
american_scientific_journal-12113	178	10	perceptual	perceptual	ADJ
american_scientific_journal-12113	178	11	features	feature	NOUN
american_scientific_journal-12113	178	12	with	with	ADP
american_scientific_journal-12113	178	13	network	network	PROPN
american_scientific_journal-12113	178	14	qos	qos	PROPN
american_scientific_journal-12113	178	15	data	data	PROPN
american_scientific_journal-12113	178	16	.	.	PUNCT
american_scientific_journal-12113	179	1	by	by	ADP
american_scientific_journal-12113	179	2	doing	do	VERB
american_scientific_journal-12113	179	3	that	that	PRON
american_scientific_journal-12113	179	4	,	,	PUNCT
american_scientific_journal-12113	179	5	it	it	PRON
american_scientific_journal-12113	179	6	lined	line	VERB
american_scientific_journal-12113	179	7	up	up	ADP
american_scientific_journal-12113	179	8	better	well	ADV
american_scientific_journal-12113	179	9	with	with	ADP
american_scientific_journal-12113	179	10	human	human	PROPN
american_scientific_journal-12113	179	11	mos	mos	PROPN
american_scientific_journal-12113	179	12	scores	score	NOUN
american_scientific_journal-12113	179	13	than	than	ADP
american_scientific_journal-12113	179	14	models	model	NOUN
american_scientific_journal-12113	179	15	that	that	PRON
american_scientific_journal-12113	179	16	relied	rely	VERB
american_scientific_journal-12113	179	17	on	on	ADP
american_scientific_journal-12113	179	18	single	single	ADJ
american_scientific_journal-12113	179	19	inputs	input	NOUN
american_scientific_journal-12113	179	20	.	.	PUNCT
american_scientific_journal-12113	180	1	looking	look	VERB
american_scientific_journal-12113	180	2	across	across	ADP
american_scientific_journal-12113	180	3	recent	recent	ADJ
american_scientific_journal-12113	180	4	studies	study	NOUN
american_scientific_journal-12113	180	5	,	,	PUNCT
american_scientific_journal-12113	180	6	a	a	DET
american_scientific_journal-12113	180	7	clear	clear	ADJ
american_scientific_journal-12113	180	8	pattern	pattern	NOUN
american_scientific_journal-12113	180	9	emerges	emerge	VERB
american_scientific_journal-12113	180	10	:	:	PUNCT
american_scientific_journal-12113	180	11	machine	machine	NOUN
american_scientific_journal-12113	180	12	-	-	PUNCT
american_scientific_journal-12113	180	13	learning	learning	NOUN
american_scientific_journal-12113	180	14	-	-	PUNCT
american_scientific_journal-12113	180	15	based	base	VERB
american_scientific_journal-12113	180	16	adaptive	adaptive	ADJ
american_scientific_journal-12113	180	17	bitrate	bitrate	NOUN
american_scientific_journal-12113	180	18	(	(	PUNCT
american_scientific_journal-12113	180	19	abr	abr	NOUN
american_scientific_journal-12113	180	20	)	)	PUNCT
american_scientific_journal-12113	180	21	controllers	controller	NOUN
american_scientific_journal-12113	180	22	are	be	AUX
american_scientific_journal-12113	180	23	moving	move	VERB
american_scientific_journal-12113	180	24	the	the	DET
american_scientific_journal-12113	180	25	field	field	NOUN
american_scientific_journal-12113	180	26	from	from	ADP
american_scientific_journal-12113	180	27	reactive	reactive	NOUN
american_scientific_journal-12113	180	28	toward	toward	ADP
american_scientific_journal-12113	180	29	predictive	predictive	ADJ
american_scientific_journal-12113	180	30	control	control	NOUN
american_scientific_journal-12113	180	31	of	of	ADP
american_scientific_journal-12113	180	32	video	video	NOUN
american_scientific_journal-12113	180	33	streams	stream	NOUN
american_scientific_journal-12113	180	34	.	.	PUNCT
american_scientific_journal-12113	181	1	researchers	researcher	NOUN
american_scientific_journal-12113	181	2	have	have	AUX
american_scientific_journal-12113	181	3	tried	try	VERB
american_scientific_journal-12113	181	4	different	different	ADJ
american_scientific_journal-12113	181	5	setups	setup	NOUN
american_scientific_journal-12113	181	6	—	—	PUNCT
american_scientific_journal-12113	181	7	bilstm	bilstm	NOUN
american_scientific_journal-12113	181	8	-	-	PUNCT
american_scientific_journal-12113	181	9	cnn	cnn	PROPN
american_scientific_journal-12113	181	10	predictors	predictor	NOUN
american_scientific_journal-12113	181	11	,	,	PUNCT
american_scientific_journal-12113	181	12	gru	gru	NOUN
american_scientific_journal-12113	181	13	-	-	ADJ
american_scientific_journal-12113	181	14	style	style	ADJ
american_scientific_journal-12113	181	15	bandwidth	bandwidth	ADJ
american_scientific_journal-12113	181	16	estimators	estimator	NOUN
american_scientific_journal-12113	181	17	,	,	PUNCT
american_scientific_journal-12113	181	18	and	and	CCONJ
american_scientific_journal-12113	181	19	several	several	ADJ
american_scientific_journal-12113	181	20	reinforcement	reinforcement	NOUN
american_scientific_journal-12113	181	21	-	-	PUNCT
american_scientific_journal-12113	181	22	learning	learn	VERB
american_scientific_journal-12113	181	23	agents	agent	NOUN
american_scientific_journal-12113	181	24	—	—	PUNCT
american_scientific_journal-12113	181	25	and	and	CCONJ
american_scientific_journal-12113	181	26	most	most	ADJ
american_scientific_journal-12113	181	27	of	of	ADP
american_scientific_journal-12113	181	28	them	they	PRON
american_scientific_journal-12113	181	29	end	end	VERB
american_scientific_journal-12113	181	30	up	up	ADP
american_scientific_journal-12113	181	31	pointing	pointing	NOUN
american_scientific_journal-12113	181	32	in	in	ADP
american_scientific_journal-12113	181	33	the	the	DET
american_scientific_journal-12113	181	34	same	same	ADJ
american_scientific_journal-12113	181	35	direction	direction	NOUN
american_scientific_journal-12113	181	36	.	.	PUNCT
american_scientific_journal-12113	182	1	playback	playback	NOUN
american_scientific_journal-12113	182	2	becomes	become	VERB
american_scientific_journal-12113	182	3	smoother	smooth	ADJ
american_scientific_journal-12113	182	4	,	,	PUNCT
american_scientific_journal-12113	182	5	and	and	CCONJ
american_scientific_journal-12113	182	6	users	user	NOUN
american_scientific_journal-12113	182	7	report	report	VERB
american_scientific_journal-12113	182	8	higher	high	ADJ
american_scientific_journal-12113	182	9	quality	quality	NOUN
american_scientific_journal-12113	182	10	of	of	ADP
american_scientific_journal-12113	182	11	experience	experience	NOUN
american_scientific_journal-12113	182	12	even	even	ADV
american_scientific_journal-12113	182	13	when	when	SCONJ
american_scientific_journal-12113	182	14	the	the	DET
american_scientific_journal-12113	182	15	network	network	NOUN
american_scientific_journal-12113	182	16	keeps	keeps	AUX
american_scientific_journal-12113	182	17	shifting	shift	VERB
american_scientific_journal-12113	182	18	[	[	X
american_scientific_journal-12113	182	19	2	2	NUM
american_scientific_journal-12113	182	20	;	;	PUNCT
american_scientific_journal-12113	182	21	9	9	NUM
american_scientific_journal-12113	182	22	;	;	PUNCT
american_scientific_journal-12113	182	23	7	7	NUM
american_scientific_journal-12113	182	24	;	;	PUNCT
american_scientific_journal-12113	182	25	8	8	NUM
american_scientific_journal-12113	182	26	]	]	PUNCT
american_scientific_journal-12113	182	27	.	.	PUNCT
american_scientific_journal-12113	183	1	the	the	DET
american_scientific_journal-12113	183	2	observed	observe	VERB
american_scientific_journal-12113	183	3	gains	gain	NOUN
american_scientific_journal-12113	183	4	probably	probably	ADV
american_scientific_journal-12113	183	5	arise	arise	VERB
american_scientific_journal-12113	183	6	from	from	ADP
american_scientific_journal-12113	183	7	how	how	SCONJ
american_scientific_journal-12113	183	8	these	these	DET
american_scientific_journal-12113	183	9	models	model	NOUN
american_scientific_journal-12113	183	10	follow	follow	VERB
american_scientific_journal-12113	183	11	temporal	temporal	ADJ
american_scientific_journal-12113	183	12	patterns	pattern	NOUN
american_scientific_journal-12113	183	13	and	and	CCONJ
american_scientific_journal-12113	183	14	anticipate	anticipate	VERB
american_scientific_journal-12113	183	15	changes	change	NOUN
american_scientific_journal-12113	183	16	in	in	ADP
american_scientific_journal-12113	183	17	available	available	ADJ
american_scientific_journal-12113	183	18	bandwidth	bandwidth	NOUN
american_scientific_journal-12113	183	19	while	while	SCONJ
american_scientific_journal-12113	183	20	still	still	ADV
american_scientific_journal-12113	183	21	trying	try	VERB
american_scientific_journal-12113	183	22	to	to	PART
american_scientific_journal-12113	183	23	satisfy	satisfy	VERB
american_scientific_journal-12113	183	24	several	several	ADJ
american_scientific_journal-12113	183	25	,	,	PUNCT
american_scientific_journal-12113	183	26	sometimes	sometimes	ADV
american_scientific_journal-12113	183	27	conflicting	conflict	VERB
american_scientific_journal-12113	183	28	,	,	PUNCT
american_scientific_journal-12113	183	29	quality	quality	NOUN
american_scientific_journal-12113	183	30	goals.forecasting	goals.forecasting	NOUN
american_scientific_journal-12113	183	31	approaches	approach	NOUN
american_scientific_journal-12113	183	32	usually	usually	ADV
american_scientific_journal-12113	183	33	react	react	VERB
american_scientific_journal-12113	183	34	in	in	ADP
american_scientific_journal-12113	183	35	bursts	burst	NOUN
american_scientific_journal-12113	183	36	to	to	PART
american_scientific_journal-12113	183	37	shortterm	shortterm	VERB
american_scientific_journal-12113	183	38	drops	drop	NOUN
american_scientific_journal-12113	183	39	or	or	CCONJ
american_scientific_journal-12113	183	40	spikes	spike	NOUN
american_scientific_journal-12113	183	41	,	,	PUNCT
american_scientific_journal-12113	183	42	whereas	whereas	SCONJ
american_scientific_journal-12113	183	43	reinforcement	reinforcement	NOUN
american_scientific_journal-12113	183	44	-	-	PUNCT
american_scientific_journal-12113	183	45	learning	learn	VERB
american_scientific_journal-12113	183	46	ones	one	NOUN
american_scientific_journal-12113	183	47	evolve	evolve	VERB
american_scientific_journal-12113	183	48	more	more	ADV
american_scientific_journal-12113	183	49	slowly	slowly	ADV
american_scientific_journal-12113	183	50	,	,	PUNCT
american_scientific_journal-12113	183	51	adjusting	adjust	VERB
american_scientific_journal-12113	183	52	their	their	PRON
american_scientific_journal-12113	183	53	internal	internal	ADJ
american_scientific_journal-12113	183	54	priorities	priority	NOUN
american_scientific_journal-12113	183	55	as	as	SCONJ
american_scientific_journal-12113	183	56	playback	playback	NOUN
american_scientific_journal-12113	183	57	continues	continue	VERB
american_scientific_journal-12113	183	58	.	.	PUNCT
american_scientific_journal-12113	184	1	each	each	DET
american_scientific_journal-12113	184	2	type	type	NOUN
american_scientific_journal-12113	184	3	captures	capture	VERB
american_scientific_journal-12113	184	4	a	a	DET
american_scientific_journal-12113	184	5	different	different	ADJ
american_scientific_journal-12113	184	6	rhythm	rhythm	NOUN
american_scientific_journal-12113	184	7	of	of	ADP
american_scientific_journal-12113	184	8	network	network	NOUN
american_scientific_journal-12113	184	9	behavior	behavior	NOUN
american_scientific_journal-12113	184	10	,	,	PUNCT
american_scientific_journal-12113	184	11	and	and	CCONJ
american_scientific_journal-12113	184	12	together	together	ADV
american_scientific_journal-12113	184	13	they	they	PRON
american_scientific_journal-12113	184	14	form	form	VERB
american_scientific_journal-12113	184	15	the	the	DET
american_scientific_journal-12113	184	16	backbone	backbone	NOUN
american_scientific_journal-12113	184	17	of	of	ADP
american_scientific_journal-12113	184	18	today	today	NOUN
american_scientific_journal-12113	184	19	’s	’s	PART
american_scientific_journal-12113	184	20	adaptive	adaptive	ADJ
american_scientific_journal-12113	184	21	-	-	PUNCT
american_scientific_journal-12113	184	22	bitrate	bitrate	NOUN
american_scientific_journal-12113	184	23	control	control	NOUN
american_scientific_journal-12113	184	24	logic	logic	NOUN
american_scientific_journal-12113	184	25	.	.	PUNCT
american_scientific_journal-12113	185	1	in	in	ADP
american_scientific_journal-12113	185	2	practice	practice	NOUN
american_scientific_journal-12113	185	3	,	,	PUNCT
american_scientific_journal-12113	185	4	teams	team	NOUN
american_scientific_journal-12113	185	5	often	often	ADV
american_scientific_journal-12113	185	6	combine	combine	VERB
american_scientific_journal-12113	185	7	the	the	DET
american_scientific_journal-12113	185	8	two	two	NUM
american_scientific_journal-12113	185	9	:	:	PUNCT
american_scientific_journal-12113	185	10	a	a	DET
american_scientific_journal-12113	185	11	gru	gru	NOUN
american_scientific_journal-12113	185	12	predictor	predictor	NOUN
american_scientific_journal-12113	185	13	takes	take	VERB
american_scientific_journal-12113	185	14	care	care	NOUN
american_scientific_journal-12113	185	15	of	of	ADP
american_scientific_journal-12113	185	16	bandwidth	bandwidth	ADJ
american_scientific_journal-12113	185	17	forecasts	forecast	NOUN
american_scientific_journal-12113	185	18	,	,	PUNCT
american_scientific_journal-12113	185	19	and	and	CCONJ
american_scientific_journal-12113	185	20	a	a	DET
american_scientific_journal-12113	185	21	dqn	dqn	NOUN
american_scientific_journal-12113	185	22	or	or	CCONJ
american_scientific_journal-12113	185	23	actor	actor	NOUN
american_scientific_journal-12113	185	24	–	–	PUNCT
american_scientific_journal-12113	185	25	critic	critic	ADJ
american_scientific_journal-12113	185	26	agent	agent	NOUN
american_scientific_journal-12113	185	27	adjusts	adjust	VERB
american_scientific_journal-12113	185	28	playback	playback	NOUN
american_scientific_journal-12113	185	29	decisions	decision	NOUN
american_scientific_journal-12113	185	30	on	on	ADP
american_scientific_journal-12113	185	31	the	the	DET
american_scientific_journal-12113	185	32	fly	fly	NOUN
american_scientific_journal-12113	185	33	.	.	PUNCT
american_scientific_journal-12113	186	1	a	a	DET
american_scientific_journal-12113	186	2	similar	similar	ADJ
american_scientific_journal-12113	186	3	pattern	pattern	NOUN
american_scientific_journal-12113	186	4	shows	show	VERB
american_scientific_journal-12113	186	5	up	up	ADP
american_scientific_journal-12113	186	6	in	in	ADP
american_scientific_journal-12113	186	7	immersive	immersive	NOUN
american_scientific_journal-12113	186	8	and	and	CCONJ
american_scientific_journal-12113	186	9	360	360	NUM
american_scientific_journal-12113	186	10	-	-	PUNCT
american_scientific_journal-12113	186	11	degree	degree	NOUN
american_scientific_journal-12113	186	12	streaming	streaming	NOUN
american_scientific_journal-12113	186	13	,	,	PUNCT
american_scientific_journal-12113	186	14	where	where	SCONJ
american_scientific_journal-12113	186	15	gaze	gaze	NOUN
american_scientific_journal-12113	186	16	-	-	PUNCT
american_scientific_journal-12113	186	17	tracking	track	VERB
american_scientific_journal-12113	186	18	modules	module	NOUN
american_scientific_journal-12113	186	19	guess	guess	VERB
american_scientific_journal-12113	186	20	what	what	PRON
american_scientific_journal-12113	186	21	the	the	DET
american_scientific_journal-12113	186	22	viewer	viewer	NOUN
american_scientific_journal-12113	186	23	will	will	AUX
american_scientific_journal-12113	186	24	look	look	VERB
american_scientific_journal-12113	186	25	at	at	ADP
american_scientific_journal-12113	186	26	next	next	ADV
american_scientific_journal-12113	186	27	and	and	CCONJ
american_scientific_journal-12113	186	28	assign	assign	VERB
american_scientific_journal-12113	186	29	bitrate	bitrate	NOUN
american_scientific_journal-12113	186	30	accordingly	accordingly	ADV
american_scientific_journal-12113	186	31	,	,	PUNCT
american_scientific_journal-12113	186	32	keeping	keep	VERB
american_scientific_journal-12113	186	33	the	the	DET
american_scientific_journal-12113	186	34	picture	picture	NOUN
american_scientific_journal-12113	186	35	sharp	sharp	ADJ
american_scientific_journal-12113	186	36	while	while	SCONJ
american_scientific_journal-12113	186	37	cutting	cut	VERB
american_scientific_journal-12113	186	38	data	datum	NOUN
american_scientific_journal-12113	186	39	use	use	NOUN
american_scientific_journal-12113	186	40	by	by	ADP
american_scientific_journal-12113	186	41	more	more	ADJ
american_scientific_journal-12113	186	42	than	than	ADP
american_scientific_journal-12113	186	43	half	half	NOUN
american_scientific_journal-12113	186	44	[	[	NOUN
american_scientific_journal-12113	186	45	3	3	NUM
american_scientific_journal-12113	186	46	;	;	PUNCT
american_scientific_journal-12113	186	47	4	4	NUM
american_scientific_journal-12113	186	48	;	;	PUNCT
american_scientific_journal-12113	186	49	10	10	NUM
american_scientific_journal-12113	186	50	]	]	PUNCT
american_scientific_journal-12113	186	51	.	.	PUNCT
american_scientific_journal-12113	187	1	all	all	PRON
american_scientific_journal-12113	187	2	of	of	ADP
american_scientific_journal-12113	187	3	this	this	PRON
american_scientific_journal-12113	187	4	suggests	suggest	VERB
american_scientific_journal-12113	187	5	that	that	SCONJ
american_scientific_journal-12113	187	6	machine	machine	NOUN
american_scientific_journal-12113	187	7	-	-	PUNCT
american_scientific_journal-12113	187	8	learning	learn	VERB
american_scientific_journal-12113	187	9	controllers	controller	NOUN
american_scientific_journal-12113	187	10	can	can	AUX
american_scientific_journal-12113	187	11	work	work	VERB
american_scientific_journal-12113	187	12	across	across	ADP
american_scientific_journal-12113	187	13	many	many	ADJ
american_scientific_journal-12113	187	14	formats	format	NOUN
american_scientific_journal-12113	187	15	—	—	PUNCT
american_scientific_journal-12113	187	16	linear	linear	ADJ
american_scientific_journal-12113	187	17	,	,	PUNCT
american_scientific_journal-12113	187	18	mobile	mobile	ADJ
american_scientific_journal-12113	187	19	,	,	PUNCT
american_scientific_journal-12113	187	20	or	or	CCONJ
american_scientific_journal-12113	187	21	vr	vr	NOUN
american_scientific_journal-12113	187	22	—	—	PUNCT
american_scientific_journal-12113	187	23	so	so	ADV
american_scientific_journal-12113	187	24	long	long	ADV
american_scientific_journal-12113	187	25	as	as	SCONJ
american_scientific_journal-12113	187	26	the	the	DET
american_scientific_journal-12113	187	27	design	design	NOUN
american_scientific_journal-12113	187	28	accounts	account	VERB
american_scientific_journal-12113	187	29	for	for	ADP
american_scientific_journal-12113	187	30	temporal	temporal	ADJ
american_scientific_journal-12113	187	31	correlations	correlation	NOUN
american_scientific_journal-12113	187	32	and	and	CCONJ
american_scientific_journal-12113	187	33	balances	balance	VERB
american_scientific_journal-12113	187	34	several	several	ADJ
american_scientific_journal-12113	187	35	objectives	objective	NOUN
american_scientific_journal-12113	187	36	at	at	ADP
american_scientific_journal-12113	187	37	once.there	once.there	ADV
american_scientific_journal-12113	187	38	are	be	AUX
american_scientific_journal-12113	187	39	still	still	ADV
american_scientific_journal-12113	187	40	trade	trade	NOUN
american_scientific_journal-12113	187	41	-	-	PUNCT
american_scientific_journal-12113	187	42	offs	off	NOUN
american_scientific_journal-12113	187	43	that	that	PRON
american_scientific_journal-12113	187	44	no	no	DET
american_scientific_journal-12113	187	45	tool	tool	NOUN
american_scientific_journal-12113	187	46	has	have	AUX
american_scientific_journal-12113	187	47	fully	fully	ADV
american_scientific_journal-12113	187	48	solved	solve	VERB
american_scientific_journal-12113	187	49	.	.	PUNCT
american_scientific_journal-12113	188	1	big	big	ADJ
american_scientific_journal-12113	188	2	architectures	architecture	NOUN
american_scientific_journal-12113	188	3	such	such	ADJ
american_scientific_journal-12113	188	4	as	as	ADP
american_scientific_journal-12113	188	5	nova	nova	PROPN
american_scientific_journal-12113	188	6	or	or	CCONJ
american_scientific_journal-12113	188	7	deepvr	deepvr	NOUN
american_scientific_journal-12113	188	8	can	can	AUX
american_scientific_journal-12113	188	9	reach	reach	VERB
american_scientific_journal-12113	188	10	the	the	DET
american_scientific_journal-12113	188	11	best	good	ADJ
american_scientific_journal-12113	188	12	qoe	qoe	NOUN
american_scientific_journal-12113	188	13	numbers	number	NOUN
american_scientific_journal-12113	188	14	,	,	PUNCT
american_scientific_journal-12113	188	15	but	but	CCONJ
american_scientific_journal-12113	188	16	they	they	PRON
american_scientific_journal-12113	188	17	are	be	AUX
american_scientific_journal-12113	188	18	american	american	ADJ
american_scientific_journal-12113	188	19	academic	academic	ADJ
american_scientific_journal-12113	188	20	scientific	scientific	ADJ
american_scientific_journal-12113	188	21	research	research	NOUN
american_scientific_journal-12113	188	22	journal	journal	NOUN
american_scientific_journal-12113	188	23	for	for	ADP
american_scientific_journal-12113	188	24	engineering	engineering	NOUN
american_scientific_journal-12113	188	25	,	,	PUNCT
american_scientific_journal-12113	188	26	technology	technology	NOUN
american_scientific_journal-12113	188	27	,	,	PUNCT
american_scientific_journal-12113	188	28	and	and	CCONJ
american_scientific_journal-12113	188	29	sciences	science	NOUN
american_scientific_journal-12113	188	30	(	(	PUNCT
american_scientific_journal-12113	188	31	asrjets	asrjet	NOUN
american_scientific_journal-12113	188	32	)	)	PUNCT
american_scientific_journal-12113	188	33	volume	volume	NOUN
american_scientific_journal-12113	188	34	103	103	NUM
american_scientific_journal-12113	188	35	,	,	PUNCT
american_scientific_journal-12113	188	36	no	no	DET
american_scientific_journal-12113	188	37	1	1	NUM
american_scientific_journal-12113	188	38	,	,	PUNCT
american_scientific_journal-12113	188	39	pp	pp	ADV
american_scientific_journal-12113	188	40	464	464	NUM
american_scientific_journal-12113	188	41	-	-	SYM
american_scientific_journal-12113	188	42	473	473	NUM
american_scientific_journal-12113	188	43	472	472	NUM
american_scientific_journal-12113	188	44	taxing	tax	VERB
american_scientific_journal-12113	188	45	on	on	ADP
american_scientific_journal-12113	188	46	processing	processing	NOUN
american_scientific_journal-12113	188	47	power	power	NOUN
american_scientific_journal-12113	188	48	and	and	CCONJ
american_scientific_journal-12113	188	49	add	add	VERB
american_scientific_journal-12113	188	50	small	small	ADJ
american_scientific_journal-12113	188	51	but	but	CCONJ
american_scientific_journal-12113	188	52	noticeable	noticeable	ADJ
american_scientific_journal-12113	188	53	delays	delay	NOUN
american_scientific_journal-12113	188	54	.	.	PUNCT
american_scientific_journal-12113	189	1	they	they	PRON
american_scientific_journal-12113	189	2	also	also	ADV
american_scientific_journal-12113	189	3	drain	drain	VERB
american_scientific_journal-12113	189	4	more	more	ADJ
american_scientific_journal-12113	189	5	energy	energy	NOUN
american_scientific_journal-12113	189	6	than	than	SCONJ
american_scientific_journal-12113	189	7	most	most	ADJ
american_scientific_journal-12113	189	8	setups	setup	NOUN
american_scientific_journal-12113	189	9	can	can	AUX
american_scientific_journal-12113	189	10	spare	spare	VERB
american_scientific_journal-12113	189	11	.	.	PUNCT
american_scientific_journal-12113	190	1	smaller	small	ADJ
american_scientific_journal-12113	190	2	recurrent	recurrent	NOUN
american_scientific_journal-12113	190	3	models	model	NOUN
american_scientific_journal-12113	190	4	behave	behave	VERB
american_scientific_journal-12113	190	5	differently	differently	ADV
american_scientific_journal-12113	190	6	—	—	PUNCT
american_scientific_journal-12113	190	7	they	they	PRON
american_scientific_journal-12113	190	8	do	do	AUX
american_scientific_journal-12113	190	9	not	not	PART
american_scientific_journal-12113	190	10	score	score	VERB
american_scientific_journal-12113	190	11	as	as	ADV
american_scientific_journal-12113	190	12	high	high	ADJ
american_scientific_journal-12113	190	13	,	,	PUNCT
american_scientific_journal-12113	190	14	yet	yet	CCONJ
american_scientific_journal-12113	190	15	they	they	PRON
american_scientific_journal-12113	190	16	are	be	AUX
american_scientific_journal-12113	190	17	light	light	ADJ
american_scientific_journal-12113	190	18	enough	enough	ADV
american_scientific_journal-12113	190	19	to	to	PART
american_scientific_journal-12113	190	20	run	run	VERB
american_scientific_journal-12113	190	21	on	on	ADP
american_scientific_journal-12113	190	22	edge	edge	NOUN
american_scientific_journal-12113	190	23	hardware	hardware	NOUN
american_scientific_journal-12113	190	24	without	without	ADP
american_scientific_journal-12113	190	25	malfunctioning	malfunction	VERB
american_scientific_journal-12113	190	26	.	.	PUNCT
american_scientific_journal-12113	191	1	in	in	ADP
american_scientific_journal-12113	191	2	the	the	DET
american_scientific_journal-12113	191	3	end	end	NOUN
american_scientific_journal-12113	191	4	,	,	PUNCT
american_scientific_journal-12113	191	5	practical	practical	ADJ
american_scientific_journal-12113	191	6	success	success	NOUN
american_scientific_journal-12113	191	7	does	do	AUX
american_scientific_journal-12113	191	8	not	not	PART
american_scientific_journal-12113	191	9	stem	stem	VERB
american_scientific_journal-12113	191	10	from	from	ADP
american_scientific_journal-12113	191	11	prioritizing	prioritize	VERB
american_scientific_journal-12113	191	12	accuracy	accuracy	NOUN
american_scientific_journal-12113	191	13	it	it	PRON
american_scientific_journal-12113	191	14	instead	instead	ADV
american_scientific_journal-12113	191	15	favors	favor	VERB
american_scientific_journal-12113	191	16	speed	speed	NOUN
american_scientific_journal-12113	191	17	and	and	CCONJ
american_scientific_journal-12113	191	18	power	power	NOUN
american_scientific_journal-12113	191	19	efficiency	efficiency	NOUN
american_scientific_journal-12113	191	20	.	.	PUNCT
american_scientific_journal-12113	192	1	4	4	X
american_scientific_journal-12113	192	2	.	.	X
american_scientific_journal-12113	192	3	conclusion	conclusion	NOUN
american_scientific_journal-12113	192	4	recent	recent	ADJ
american_scientific_journal-12113	192	5	research	research	NOUN
american_scientific_journal-12113	192	6	has	have	AUX
american_scientific_journal-12113	192	7	already	already	ADV
american_scientific_journal-12113	192	8	proven	prove	VERB
american_scientific_journal-12113	192	9	that	that	SCONJ
american_scientific_journal-12113	192	10	machine	machine	NOUN
american_scientific_journal-12113	192	11	learning	learning	NOUN
american_scientific_journal-12113	192	12	will	will	AUX
american_scientific_journal-12113	192	13	handily	handily	ADV
american_scientific_journal-12113	192	14	defeat	defeat	VERB
american_scientific_journal-12113	192	15	legacy	legacy	NOUN
american_scientific_journal-12113	192	16	adaptive	adaptive	ADJ
american_scientific_journal-12113	192	17	bitrate	bitrate	NOUN
american_scientific_journal-12113	192	18	algorithms	algorithm	NOUN
american_scientific_journal-12113	192	19	at	at	ADP
american_scientific_journal-12113	192	20	the	the	DET
american_scientific_journal-12113	192	21	helm	helm	NOUN
american_scientific_journal-12113	192	22	,	,	PUNCT
american_scientific_journal-12113	192	23	when	when	SCONJ
american_scientific_journal-12113	192	24	it	it	PRON
american_scientific_journal-12113	192	25	comes	come	VERB
american_scientific_journal-12113	192	26	to	to	ADP
american_scientific_journal-12113	192	27	managing	manage	VERB
american_scientific_journal-12113	192	28	high	high	ADJ
american_scientific_journal-12113	192	29	-	-	PUNCT
american_scientific_journal-12113	192	30	definition	definition	NOUN
american_scientific_journal-12113	192	31	video	video	NOUN
american_scientific_journal-12113	192	32	delivery	delivery	NOUN
american_scientific_journal-12113	192	33	.	.	PUNCT
american_scientific_journal-12113	193	1	such	such	ADJ
american_scientific_journal-12113	193	2	forecasting	forecasting	NOUN
american_scientific_journal-12113	193	3	models	model	NOUN
american_scientific_journal-12113	193	4	as	as	ADP
american_scientific_journal-12113	193	5	bilstm	bilstm	NOUN
american_scientific_journal-12113	193	6	–	–	PUNCT
american_scientific_journal-12113	193	7	cnn	cnn	NOUN
american_scientific_journal-12113	193	8	of	of	ADP
american_scientific_journal-12113	193	9	dinaki	dinaki	PROPN
american_scientific_journal-12113	193	10	and	and	CCONJ
american_scientific_journal-12113	193	11	his	his	PRON
american_scientific_journal-12113	193	12	colleagues	colleague	NOUN
american_scientific_journal-12113	193	13	improve	improve	VERB
american_scientific_journal-12113	193	14	qoe	qoe	NOUN
american_scientific_journal-12113	193	15	prediction	prediction	NOUN
american_scientific_journal-12113	193	16	which	which	PRON
american_scientific_journal-12113	193	17	enables	enable	VERB
american_scientific_journal-12113	193	18	preemptive	preemptive	ADJ
american_scientific_journal-12113	193	19	action	action	NOUN
american_scientific_journal-12113	193	20	against	against	ADP
american_scientific_journal-12113	193	21	stalls	stall	NOUN
american_scientific_journal-12113	193	22	before	before	SCONJ
american_scientific_journal-12113	193	23	the	the	DET
american_scientific_journal-12113	193	24	actual	actual	ADJ
american_scientific_journal-12113	193	25	stall	stall	NOUN
american_scientific_journal-12113	193	26	takes	take	VERB
american_scientific_journal-12113	193	27	place	place	NOUN
american_scientific_journal-12113	193	28	[	[	X
american_scientific_journal-12113	193	29	2	2	X
american_scientific_journal-12113	193	30	]	]	PUNCT
american_scientific_journal-12113	193	31	while	while	SCONJ
american_scientific_journal-12113	193	32	reinforcement	reinforcement	NOUN
american_scientific_journal-12113	193	33	learning	learning	NOUN
american_scientific_journal-12113	193	34	controllers	controller	NOUN
american_scientific_journal-12113	193	35	like	like	ADP
american_scientific_journal-12113	193	36	dqnreg	dqnreg	NOUN
american_scientific_journal-12113	193	37	(	(	PUNCT
american_scientific_journal-12113	193	38	souane	souane	NOUN
american_scientific_journal-12113	193	39	and	and	CCONJ
american_scientific_journal-12113	193	40	his	his	PRON
american_scientific_journal-12113	193	41	colleagues	colleague	NOUN
american_scientific_journal-12113	193	42	,	,	PUNCT
american_scientific_journal-12113	193	43	2023	2023	NUM
american_scientific_journal-12113	193	44	)	)	PUNCT
american_scientific_journal-12113	193	45	offer	offer	VERB
american_scientific_journal-12113	193	46	even	even	ADV
american_scientific_journal-12113	193	47	smoother	smooth	ADJ
american_scientific_journal-12113	193	48	playbacks	playback	NOUN
american_scientific_journal-12113	193	49	and	and	CCONJ
american_scientific_journal-12113	193	50	faster	fast	ADJ
american_scientific_journal-12113	193	51	convergence	convergence	NOUN
american_scientific_journal-12113	193	52	compared	compare	VERB
american_scientific_journal-12113	193	53	to	to	ADP
american_scientific_journal-12113	193	54	heuristic	heuristic	ADJ
american_scientific_journal-12113	193	55	methods	method	NOUN
american_scientific_journal-12113	193	56	[	[	X
american_scientific_journal-12113	193	57	7	7	NUM
american_scientific_journal-12113	193	58	]	]	PUNCT
american_scientific_journal-12113	193	59	.	.	PUNCT
american_scientific_journal-12113	194	1	special	special	ADJ
american_scientific_journal-12113	194	2	-	-	PUNCT
american_scientific_journal-12113	194	3	use	use	NOUN
american_scientific_journal-12113	194	4	applications	application	NOUN
american_scientific_journal-12113	194	5	demonstrate	demonstrate	VERB
american_scientific_journal-12113	194	6	this	this	DET
american_scientific_journal-12113	194	7	same	same	ADJ
american_scientific_journal-12113	194	8	trend	trend	NOUN
american_scientific_journal-12113	194	9	:	:	PUNCT
american_scientific_journal-12113	194	10	hou	hou	NOUN
american_scientific_journal-12113	194	11	and	and	CCONJ
american_scientific_journal-12113	194	12	his	his	PRON
american_scientific_journal-12113	194	13	colleagues	colleague	NOUN
american_scientific_journal-12113	194	14	use	use	VERB
american_scientific_journal-12113	194	15	viewport	viewport	NOUN
american_scientific_journal-12113	194	16	prediction	prediction	NOUN
american_scientific_journal-12113	194	17	to	to	PART
american_scientific_journal-12113	194	18	make	make	VERB
american_scientific_journal-12113	194	19	360	360	NUM
american_scientific_journal-12113	194	20	°	°	NOUN
american_scientific_journal-12113	194	21	streaming	streaming	NOUN
american_scientific_journal-12113	194	22	viable	viable	ADJ
american_scientific_journal-12113	194	23	at	at	ADP
american_scientific_journal-12113	194	24	scale	scale	NOUN
american_scientific_journal-12113	194	25	[	[	X
american_scientific_journal-12113	194	26	4	4	NUM
american_scientific_journal-12113	194	27	]	]	PUNCT
american_scientific_journal-12113	194	28	,	,	PUNCT
american_scientific_journal-12113	194	29	turkkan	turkkan	PROPN
american_scientific_journal-12113	194	30	and	and	CCONJ
american_scientific_journal-12113	194	31	his	his	PRON
american_scientific_journal-12113	194	32	colleagues	colleague	NOUN
american_scientific_journal-12113	194	33	reduce	reduce	VERB
american_scientific_journal-12113	194	34	mobile	mobile	ADJ
american_scientific_journal-12113	194	35	power	power	NOUN
american_scientific_journal-12113	194	36	consumption	consumption	NOUN
american_scientific_journal-12113	194	37	by	by	ADP
american_scientific_journal-12113	194	38	more	more	ADJ
american_scientific_journal-12113	194	39	than	than	ADP
american_scientific_journal-12113	194	40	50	50	NUM
american_scientific_journal-12113	194	41	%	%	NOUN
american_scientific_journal-12113	194	42	with	with	ADP
american_scientific_journal-12113	194	43	an	an	DET
american_scientific_journal-12113	194	44	energy	energy	NOUN
american_scientific_journal-12113	194	45	-	-	PUNCT
american_scientific_journal-12113	194	46	aware	aware	ADJ
american_scientific_journal-12113	194	47	abr	abr	NOUN
american_scientific_journal-12113	194	48	agent	agent	NOUN
american_scientific_journal-12113	194	49	[	[	X
american_scientific_journal-12113	194	50	8	8	NUM
american_scientific_journal-12113	194	51	]	]	PUNCT
american_scientific_journal-12113	194	52	.	.	PUNCT
american_scientific_journal-12113	195	1	these	these	DET
american_scientific_journal-12113	195	2	examples	example	NOUN
american_scientific_journal-12113	195	3	show	show	VERB
american_scientific_journal-12113	195	4	that	that	SCONJ
american_scientific_journal-12113	195	5	not	not	PART
american_scientific_journal-12113	195	6	only	only	ADV
american_scientific_journal-12113	195	7	is	be	AUX
american_scientific_journal-12113	195	8	ml	ml	NOUN
american_scientific_journal-12113	195	9	-	-	PUNCT
american_scientific_journal-12113	195	10	based	base	VERB
american_scientific_journal-12113	195	11	streaming	streaming	NOUN
american_scientific_journal-12113	195	12	far	far	ADV
american_scientific_journal-12113	195	13	more	more	ADV
american_scientific_journal-12113	195	14	adaptive	adaptive	ADJ
american_scientific_journal-12113	195	15	,	,	PUNCT
american_scientific_journal-12113	195	16	but	but	CCONJ
american_scientific_journal-12113	195	17	the	the	DET
american_scientific_journal-12113	195	18	flexibility	flexibility	NOUN
american_scientific_journal-12113	195	19	goes	go	VERB
american_scientific_journal-12113	195	20	much	much	ADV
american_scientific_journal-12113	195	21	deeper	deep	ADJ
american_scientific_journal-12113	195	22	in	in	ADP
american_scientific_journal-12113	195	23	optimizing	optimize	VERB
american_scientific_journal-12113	195	24	under	under	ADP
american_scientific_journal-12113	195	25	disparate	disparate	PROPN
american_scientific_journal-12113	195	26	constraints.at	constraints.at	NOUN
american_scientific_journal-12113	195	27	the	the	DET
american_scientific_journal-12113	195	28	same	same	ADJ
american_scientific_journal-12113	195	29	time	time	NOUN
american_scientific_journal-12113	195	30	,	,	PUNCT
american_scientific_journal-12113	195	31	serious	serious	ADJ
american_scientific_journal-12113	195	32	limitations	limitation	NOUN
american_scientific_journal-12113	195	33	persist	persist	VERB
american_scientific_journal-12113	195	34	.	.	PUNCT
american_scientific_journal-12113	196	1	as	as	SCONJ
american_scientific_journal-12113	196	2	noted	note	VERB
american_scientific_journal-12113	196	3	by	by	ADP
american_scientific_journal-12113	196	4	hou	hou	PROPN
american_scientific_journal-12113	196	5	and	and	CCONJ
american_scientific_journal-12113	196	6	his	his	PRON
american_scientific_journal-12113	196	7	colleagues	colleague	NOUN
american_scientific_journal-12113	196	8	,	,	PUNCT
american_scientific_journal-12113	196	9	the	the	DET
american_scientific_journal-12113	196	10	nova	nova	PROPN
american_scientific_journal-12113	196	11	framework	framework	NOUN
american_scientific_journal-12113	196	12	requires	require	VERB
american_scientific_journal-12113	196	13	millions	million	NOUN
american_scientific_journal-12113	196	14	of	of	ADP
american_scientific_journal-12113	196	15	parameters	parameter	NOUN
american_scientific_journal-12113	196	16	to	to	PART
american_scientific_journal-12113	196	17	execute	execute	VERB
american_scientific_journal-12113	196	18	in	in	ADP
american_scientific_journal-12113	196	19	real	real	ADJ
american_scientific_journal-12113	196	20	-	-	PUNCT
american_scientific_journal-12113	196	21	time	time	NOUN
american_scientific_journal-12113	196	22	,	,	PUNCT
american_scientific_journal-12113	196	23	raisingindeed	raisingindeed	VERB
american_scientific_journal-12113	196	24	explodingquestions	explodingquestion	NOUN
american_scientific_journal-12113	196	25	about	about	ADP
american_scientific_journal-12113	196	26	computational	computational	ADJ
american_scientific_journal-12113	196	27	feasibility	feasibility	NOUN
american_scientific_journal-12113	196	28	on	on	ADP
american_scientific_journal-12113	196	29	any	any	DET
american_scientific_journal-12113	196	30	resource	resource	NOUN
american_scientific_journal-12113	196	31	-	-	PUNCT
american_scientific_journal-12113	196	32	limited	limit	VERB
american_scientific_journal-12113	196	33	device	device	NOUN
american_scientific_journal-12113	196	34	[	[	X
american_scientific_journal-12113	196	35	4	4	NUM
american_scientific_journal-12113	196	36	]	]	PUNCT
american_scientific_journal-12113	196	37	.	.	PUNCT
american_scientific_journal-12113	197	1	generalization	generalization	NOUN
american_scientific_journal-12113	197	2	is	be	AUX
american_scientific_journal-12113	197	3	still	still	ADV
american_scientific_journal-12113	197	4	a	a	DET
american_scientific_journal-12113	197	5	weak	weak	ADJ
american_scientific_journal-12113	197	6	point	point	NOUN
american_scientific_journal-12113	197	7	.	.	PUNCT
american_scientific_journal-12113	198	1	dinaki	dinaki	PROPN
american_scientific_journal-12113	198	2	and	and	CCONJ
american_scientific_journal-12113	198	3	his	his	PRON
american_scientific_journal-12113	198	4	colleagues	colleague	NOUN
american_scientific_journal-12113	199	1	[	[	X
american_scientific_journal-12113	199	2	2	2	X
american_scientific_journal-12113	199	3	]	]	PUNCT
american_scientific_journal-12113	199	4	already	already	ADV
american_scientific_journal-12113	199	5	showed	show	VERB
american_scientific_journal-12113	199	6	that	that	SCONJ
american_scientific_journal-12113	199	7	their	their	PRON
american_scientific_journal-12113	199	8	model	model	NOUN
american_scientific_journal-12113	199	9	lost	lose	VERB
american_scientific_journal-12113	199	10	accuracy	accuracy	NOUN
american_scientific_journal-12113	199	11	whenever	whenever	SCONJ
american_scientific_journal-12113	199	12	it	it	PRON
american_scientific_journal-12113	199	13	faced	face	VERB
american_scientific_journal-12113	199	14	network	network	NOUN
american_scientific_journal-12113	199	15	conditions	condition	NOUN
american_scientific_journal-12113	199	16	not	not	PART
american_scientific_journal-12113	199	17	covered	cover	VERB
american_scientific_journal-12113	199	18	in	in	ADP
american_scientific_journal-12113	199	19	the	the	DET
american_scientific_journal-12113	199	20	training	training	NOUN
american_scientific_journal-12113	199	21	set	set	NOUN
american_scientific_journal-12113	199	22	.	.	PUNCT
american_scientific_journal-12113	200	1	subjective	subjective	ADJ
american_scientific_journal-12113	200	2	qoe	qoe	NOUN
american_scientific_journal-12113	200	3	scores	score	NOUN
american_scientific_journal-12113	200	4	add	add	VERB
american_scientific_journal-12113	200	5	another	another	DET
american_scientific_journal-12113	200	6	layer	layer	NOUN
american_scientific_journal-12113	200	7	of	of	ADP
american_scientific_journal-12113	200	8	noise	noise	NOUN
american_scientific_journal-12113	200	9	,	,	PUNCT
american_scientific_journal-12113	200	10	since	since	SCONJ
american_scientific_journal-12113	200	11	people	people	NOUN
american_scientific_journal-12113	200	12	do	do	AUX
american_scientific_journal-12113	200	13	not	not	PART
american_scientific_journal-12113	200	14	always	always	ADV
american_scientific_journal-12113	200	15	rate	rate	VERB
american_scientific_journal-12113	200	16	playback	playback	VERB
american_scientific_journal-12113	200	17	the	the	DET
american_scientific_journal-12113	200	18	same	same	ADJ
american_scientific_journal-12113	200	19	way	way	NOUN
american_scientific_journal-12113	200	20	.	.	PUNCT
american_scientific_journal-12113	201	1	a	a	DET
american_scientific_journal-12113	201	2	further	further	ADJ
american_scientific_journal-12113	201	3	problem	problem	NOUN
american_scientific_journal-12113	201	4	is	be	AUX
american_scientific_journal-12113	201	5	fairness	fairness	NOUN
american_scientific_journal-12113	201	6	—	—	PUNCT
american_scientific_journal-12113	201	7	especially	especially	ADV
american_scientific_journal-12113	201	8	when	when	SCONJ
american_scientific_journal-12113	201	9	several	several	ADJ
american_scientific_journal-12113	201	10	users	user	NOUN
american_scientific_journal-12113	201	11	share	share	VERB
american_scientific_journal-12113	201	12	the	the	DET
american_scientific_journal-12113	201	13	same	same	ADJ
american_scientific_journal-12113	201	14	link	link	NOUN
american_scientific_journal-12113	201	15	.	.	PUNCT
american_scientific_journal-12113	202	1	that	that	PRON
american_scientific_journal-12113	202	2	remains	remain	VERB
american_scientific_journal-12113	202	3	unresolved.for	unresolved.for	ADP
american_scientific_journal-12113	202	4	deployment	deployment	NOUN
american_scientific_journal-12113	202	5	,	,	PUNCT
american_scientific_journal-12113	202	6	lighter	light	ADJ
american_scientific_journal-12113	202	7	models	model	NOUN
american_scientific_journal-12113	202	8	and	and	CCONJ
american_scientific_journal-12113	202	9	edge	edge	NOUN
american_scientific_journal-12113	202	10	-	-	PUNCT
american_scientific_journal-12113	202	11	assisted	assist	VERB
american_scientific_journal-12113	202	12	inference	inference	NOUN
american_scientific_journal-12113	202	13	look	look	VERB
american_scientific_journal-12113	202	14	like	like	ADP
american_scientific_journal-12113	202	15	the	the	DET
american_scientific_journal-12113	202	16	most	most	ADV
american_scientific_journal-12113	202	17	realistic	realistic	ADJ
american_scientific_journal-12113	202	18	options	option	NOUN
american_scientific_journal-12113	202	19	.	.	PUNCT
american_scientific_journal-12113	203	1	another	another	DET
american_scientific_journal-12113	203	2	path	path	NOUN
american_scientific_journal-12113	203	3	is	be	AUX
american_scientific_journal-12113	203	4	online	online	ADJ
american_scientific_journal-12113	203	5	learning	learn	VERB
american_scientific_journal-12113	203	6	from	from	ADP
american_scientific_journal-12113	203	7	live	live	ADJ
american_scientific_journal-12113	203	8	telemetry	telemetry	NOUN
american_scientific_journal-12113	203	9	,	,	PUNCT
american_scientific_journal-12113	203	10	which	which	PRON
american_scientific_journal-12113	203	11	would	would	AUX
american_scientific_journal-12113	203	12	let	let	VERB
american_scientific_journal-12113	203	13	the	the	DET
american_scientific_journal-12113	203	14	system	system	NOUN
american_scientific_journal-12113	203	15	adjust	adjust	VERB
american_scientific_journal-12113	203	16	when	when	SCONJ
american_scientific_journal-12113	203	17	it	it	PRON
american_scientific_journal-12113	203	18	runs	run	VERB
american_scientific_journal-12113	203	19	into	into	ADP
american_scientific_journal-12113	203	20	situations	situation	NOUN
american_scientific_journal-12113	203	21	that	that	PRON
american_scientific_journal-12113	203	22	were	be	AUX
american_scientific_journal-12113	203	23	never	never	ADV
american_scientific_journal-12113	203	24	in	in	ADP
american_scientific_journal-12113	203	25	the	the	DET
american_scientific_journal-12113	203	26	training	training	NOUN
american_scientific_journal-12113	203	27	data	datum	NOUN
american_scientific_journal-12113	203	28	.	.	PUNCT
american_scientific_journal-12113	204	1	some	some	DET
american_scientific_journal-12113	204	2	groups	group	NOUN
american_scientific_journal-12113	204	3	also	also	ADV
american_scientific_journal-12113	204	4	argue	argue	VERB
american_scientific_journal-12113	204	5	for	for	ADP
american_scientific_journal-12113	204	6	“	"	PUNCT
american_scientific_journal-12113	204	7	holistic	holistic	ADJ
american_scientific_journal-12113	204	8	”	"	PUNCT
american_scientific_journal-12113	204	9	predictors	predictor	NOUN
american_scientific_journal-12113	204	10	that	that	PRON
american_scientific_journal-12113	204	11	mix	mix	VERB
american_scientific_journal-12113	204	12	network	network	NOUN
american_scientific_journal-12113	204	13	signals	signal	NOUN
american_scientific_journal-12113	204	14	with	with	ADP
american_scientific_journal-12113	204	15	content	content	NOUN
american_scientific_journal-12113	204	16	features	feature	NOUN
american_scientific_journal-12113	204	17	and	and	CCONJ
american_scientific_journal-12113	204	18	even	even	ADV
american_scientific_journal-12113	204	19	user	user	NOUN
american_scientific_journal-12113	204	20	behavior	behavior	NOUN
american_scientific_journal-12113	204	21	.	.	PUNCT
american_scientific_journal-12113	205	1	and	and	CCONJ
american_scientific_journal-12113	205	2	beyond	beyond	ADP
american_scientific_journal-12113	205	3	the	the	DET
american_scientific_journal-12113	205	4	technical	technical	ADJ
american_scientific_journal-12113	205	5	fixes	fix	NOUN
american_scientific_journal-12113	205	6	it	it	PRON
american_scientific_journal-12113	205	7	is	be	AUX
american_scientific_journal-12113	205	8	not	not	PART
american_scientific_journal-12113	205	9	evident	evident	ADJ
american_scientific_journal-12113	205	10	how	how	SCONJ
american_scientific_journal-12113	205	11	to	to	PART
american_scientific_journal-12113	205	12	make	make	VERB
american_scientific_journal-12113	205	13	these	these	DET
american_scientific_journal-12113	205	14	systems	system	NOUN
american_scientific_journal-12113	205	15	fair	fair	ADJ
american_scientific_journal-12113	205	16	,	,	PUNCT
american_scientific_journal-12113	205	17	and	and	CCONJ
american_scientific_journal-12113	205	18	how	how	SCONJ
american_scientific_journal-12113	205	19	to	to	PART
american_scientific_journal-12113	205	20	keep	keep	VERB
american_scientific_journal-12113	205	21	them	they	PRON
american_scientific_journal-12113	205	22	sustainable	sustainable	ADJ
american_scientific_journal-12113	205	23	over	over	ADP
american_scientific_journal-12113	205	24	time	time	NOUN
american_scientific_journal-12113	205	25	.	.	PUNCT
american_scientific_journal-12113	206	1	what	what	PRON
american_scientific_journal-12113	206	2	is	be	AUX
american_scientific_journal-12113	206	3	clear	clear	ADJ
american_scientific_journal-12113	206	4	is	be	AUX
american_scientific_journal-12113	206	5	that	that	SCONJ
american_scientific_journal-12113	206	6	,	,	PUNCT
american_scientific_journal-12113	206	7	with	with	ADP
american_scientific_journal-12113	206	8	careful	careful	ADJ
american_scientific_journal-12113	206	9	training	training	NOUN
american_scientific_journal-12113	206	10	and	and	CCONJ
american_scientific_journal-12113	206	11	deployment	deployment	NOUN
american_scientific_journal-12113	206	12	,	,	PUNCT
american_scientific_journal-12113	206	13	ml	ml	NOUN
american_scientific_journal-12113	206	14	-	-	PUNCT
american_scientific_journal-12113	206	15	based	base	VERB
american_scientific_journal-12113	206	16	controllers	controller	NOUN
american_scientific_journal-12113	206	17	deliver	deliver	VERB
american_scientific_journal-12113	206	18	a	a	DET
american_scientific_journal-12113	206	19	better	well	ADJ
american_scientific_journal-12113	206	20	experience	experience	NOUN
american_scientific_journal-12113	206	21	.	.	PUNCT
american_scientific_journal-12113	207	1	they	they	PRON
american_scientific_journal-12113	207	2	cut	cut	VERB
american_scientific_journal-12113	207	3	interruptions	interruption	NOUN
american_scientific_journal-12113	207	4	,	,	PUNCT
american_scientific_journal-12113	207	5	smooth	smooth	VERB
american_scientific_journal-12113	207	6	out	out	ADP
american_scientific_journal-12113	207	7	playback	playback	NOUN
american_scientific_journal-12113	207	8	,	,	PUNCT
american_scientific_journal-12113	207	9	and	and	CCONJ
american_scientific_journal-12113	207	10	use	use	VERB
american_scientific_journal-12113	207	11	bandwidth	bandwidth	NOUN
american_scientific_journal-12113	207	12	more	more	ADV
american_scientific_journal-12113	207	13	efficiently	efficiently	ADV
american_scientific_journal-12113	207	14	than	than	ADP
american_scientific_journal-12113	207	15	any	any	DET
american_scientific_journal-12113	207	16	rule	rule	NOUN
american_scientific_journal-12113	207	17	-	-	PUNCT
american_scientific_journal-12113	207	18	based	base	VERB
american_scientific_journal-12113	207	19	scheme	scheme	NOUN
american_scientific_journal-12113	207	20	so	so	ADV
american_scientific_journal-12113	207	21	far	far	ADV
american_scientific_journal-12113	207	22	.	.	PUNCT
american_scientific_journal-12113	208	1	the	the	DET
american_scientific_journal-12113	208	2	next	next	ADJ
american_scientific_journal-12113	208	3	step	step	NOUN
american_scientific_journal-12113	208	4	is	be	AUX
american_scientific_journal-12113	208	5	making	make	VERB
american_scientific_journal-12113	208	6	these	these	DET
american_scientific_journal-12113	208	7	methods	method	NOUN
american_scientific_journal-12113	208	8	work	work	VERB
american_scientific_journal-12113	208	9	with	with	ADP
american_scientific_journal-12113	208	10	heavier	heavy	ADJ
american_scientific_journal-12113	208	11	formats	format	NOUN
american_scientific_journal-12113	208	12	like	like	ADP
american_scientific_journal-12113	208	13	4k	4k	NOUN
american_scientific_journal-12113	208	14	,	,	PUNCT
american_scientific_journal-12113	208	15	8k	8k	NUM
american_scientific_journal-12113	208	16	,	,	PUNCT
american_scientific_journal-12113	208	17	and	and	CCONJ
american_scientific_journal-12113	208	18	even	even	ADV
american_scientific_journal-12113	208	19	vr	vr	PROPN
american_scientific_journal-12113	208	20	.	.	PROPN
american_scientific_journal-12113	209	1	if	if	SCONJ
american_scientific_journal-12113	209	2	that	that	PRON
american_scientific_journal-12113	209	3	does	do	AUX
american_scientific_journal-12113	209	4	n’t	not	PART
american_scientific_journal-12113	209	5	happen	happen	VERB
american_scientific_journal-12113	209	6	,	,	PUNCT
american_scientific_journal-12113	209	7	systems	system	NOUN
american_scientific_journal-12113	209	8	risk	risk	NOUN
american_scientific_journal-12113	209	9	becoming	become	VERB
american_scientific_journal-12113	209	10	unstable	unstable	ADJ
american_scientific_journal-12113	209	11	or	or	CCONJ
american_scientific_journal-12113	209	12	unfair	unfair	ADJ
american_scientific_journal-12113	209	13	in	in	ADP
american_scientific_journal-12113	209	14	practice	practice	NOUN
american_scientific_journal-12113	209	15	.	.	PUNCT
american_scientific_journal-12113	210	1	on	on	ADP
american_scientific_journal-12113	210	2	the	the	DET
american_scientific_journal-12113	210	3	other	other	ADJ
american_scientific_journal-12113	210	4	hand	hand	NOUN
american_scientific_journal-12113	210	5	,	,	PUNCT
american_scientific_journal-12113	210	6	not	not	PART
american_scientific_journal-12113	210	7	all	all	DET
american_scientific_journal-12113	210	8	progress	progress	NOUN
american_scientific_journal-12113	210	9	comes	come	VERB
american_scientific_journal-12113	210	10	from	from	ADP
american_scientific_journal-12113	210	11	ml	ml	ADP
american_scientific_journal-12113	210	12	.	.	PUNCT
american_scientific_journal-12113	211	1	an	an	DET
american_scientific_journal-12113	211	2	apporpriate	apporpriate	ADJ
american_scientific_journal-12113	211	3	example	example	NOUN
american_scientific_journal-12113	211	4	is	be	AUX
american_scientific_journal-12113	211	5	prime	prime	ADJ
american_scientific_journal-12113	211	6	video	video	NOUN
american_scientific_journal-12113	211	7	’s	’s	PART
american_scientific_journal-12113	211	8	startover	startover	NOUN
american_scientific_journal-12113	211	9	playback	playback	NOUN
american_scientific_journal-12113	211	10	—	—	PUNCT
american_scientific_journal-12113	211	11	a	a	DET
american_scientific_journal-12113	211	12	feature	feature	NOUN
american_scientific_journal-12113	211	13	built	build	VERB
american_scientific_journal-12113	211	14	through	through	ADP
american_scientific_journal-12113	211	15	engineering	engineering	NOUN
american_scientific_journal-12113	211	16	rather	rather	ADV
american_scientific_journal-12113	211	17	than	than	ADP
american_scientific_journal-12113	211	18	modeling	modeling	NOUN
american_scientific_journal-12113	211	19	—	—	PUNCT
american_scientific_journal-12113	211	20	that	that	PRON
american_scientific_journal-12113	211	21	still	still	ADV
american_scientific_journal-12113	211	22	led	lead	VERB
american_scientific_journal-12113	211	23	to	to	ADP
american_scientific_journal-12113	211	24	raising	raise	VERB
american_scientific_journal-12113	211	25	engagement	engagement	NOUN
american_scientific_journal-12113	211	26	,	,	PUNCT
american_scientific_journal-12113	211	27	smoothing	smoothing	NOUN
american_scientific_journal-12113	211	28	playback	playback	NOUN
american_scientific_journal-12113	211	29	,	,	PUNCT
american_scientific_journal-12113	211	30	and	and	CCONJ
american_scientific_journal-12113	211	31	keeping	keep	VERB
american_scientific_journal-12113	211	32	the	the	DET
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american_scientific_journal-12113	212	2	,	,	PUNCT
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american_scientific_journal-12113	212	4	complementary	complementary	ADJ
american_scientific_journal-12113	212	5	approaches	approach	NOUN
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american_scientific_journal-12113	212	14	the	the	DET
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american_scientific_journal-12113	212	16	between	between	ADP
american_scientific_journal-12113	212	17	algorithmic	algorithmic	ADJ
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american_scientific_journal-12113	212	20	solid	solid	ADJ
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american_scientific_journal-12113	212	22	engineering	engineering	NOUN
american_scientific_journal-12113	212	23	.	.	PUNCT
american_scientific_journal-12113	213	1	references	reference	NOUN
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american_scientific_journal-12113	213	3	1	1	NUM
american_scientific_journal-12113	213	4	]	]	PUNCT
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american_scientific_journal-12113	213	7	,	,	PUNCT
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american_scientific_journal-12113	213	10	,	,	PUNCT
american_scientific_journal-12113	213	11	and	and	CCONJ
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american_scientific_journal-12113	213	14	.	.	PUNCT
american_scientific_journal-12113	214	1	“	"	PUNCT
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american_scientific_journal-12113	214	3	learning	learn	VERB
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american_scientific_journal-12113	214	5	-	-	PUNCT
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american_scientific_journal-12113	214	7	continuous	continuous	ADJ
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american_scientific_journal-12113	214	9	assessment	assessment	NOUN
american_scientific_journal-12113	214	10	in	in	ADP
american_scientific_journal-12113	214	11	adaptive	adaptive	ADJ
american_scientific_journal-12113	214	12	streaming	streaming	NOUN
american_scientific_journal-12113	214	13	-	-	PUNCT
american_scientific_journal-12113	214	14	based	base	VERB
american_scientific_journal-12113	214	15	television	television	NOUN
american_scientific_journal-12113	214	16	system	system	NOUN
american_scientific_journal-12113	214	17	.	.	PUNCT
american_scientific_journal-12113	214	18	”	"	PUNCT
american_scientific_journal-12113	215	1	applied	apply	VERB
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american_scientific_journal-12113	215	3	,	,	PUNCT
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american_scientific_journal-12113	215	5	.	.	PUNCT
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american_scientific_journal-12113	215	7	)	)	PUNCT
american_scientific_journal-12113	215	8	,	,	PUNCT
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american_scientific_journal-12113	215	10	.	.	PUNCT
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american_scientific_journal-12113	216	2	,	,	PUNCT
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american_scientific_journal-12113	216	4	.	.	PROPN
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american_scientific_journal-12113	216	6	.	.	PUNCT
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american_scientific_journal-12113	217	2	academic	academic	ADJ
american_scientific_journal-12113	217	3	scientific	scientific	ADJ
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american_scientific_journal-12113	217	5	journal	journal	NOUN
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american_scientific_journal-12113	217	7	engineering	engineering	NOUN
american_scientific_journal-12113	217	8	,	,	PUNCT
american_scientific_journal-12113	217	9	technology	technology	NOUN
american_scientific_journal-12113	217	10	,	,	PUNCT
american_scientific_journal-12113	217	11	and	and	CCONJ
american_scientific_journal-12113	217	12	sciences	science	NOUN
american_scientific_journal-12113	217	13	(	(	PUNCT
american_scientific_journal-12113	217	14	asrjets	asrjet	NOUN
american_scientific_journal-12113	217	15	)	)	PUNCT
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american_scientific_journal-12113	217	17	103	103	NUM
american_scientific_journal-12113	217	18	,	,	PUNCT
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american_scientific_journal-12113	217	20	1	1	NUM
american_scientific_journal-12113	217	21	,	,	PUNCT
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american_scientific_journal-12113	217	23	464	464	NUM
american_scientific_journal-12113	217	24	-	-	SYM
american_scientific_journal-12113	217	25	473	473	NUM
american_scientific_journal-12113	217	26	473	473	NUM
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american_scientific_journal-12113	217	28	2	2	NUM
american_scientific_journal-12113	217	29	]	]	PUNCT
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american_scientific_journal-12113	217	31	e.	e.	PROPN
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american_scientific_journal-12113	217	33	,	,	PUNCT
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american_scientific_journal-12113	217	36	,	,	PUNCT
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american_scientific_journal-12113	217	39	,	,	PUNCT
american_scientific_journal-12113	217	40	and	and	CCONJ
american_scientific_journal-12113	217	41	d.	d.	PROPN
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american_scientific_journal-12113	217	43	.	.	PUNCT
american_scientific_journal-12113	218	1	“	"	PUNCT
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american_scientific_journal-12113	218	4	qoe	qoe	NOUN
american_scientific_journal-12113	218	5	with	with	ADP
american_scientific_journal-12113	218	6	deep	deep	ADJ
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american_scientific_journal-12113	218	8	from	from	ADP
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american_scientific_journal-12113	218	10	time	time	NOUN
american_scientific_journal-12113	218	11	-	-	PUNCT
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american_scientific_journal-12113	218	13	.	.	PUNCT
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american_scientific_journal-12113	219	1	ieee	ieee	PROPN
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american_scientific_journal-12113	219	7	,	,	PUNCT
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american_scientific_journal-12113	219	10	2	2	NUM
american_scientific_journal-12113	219	11	,	,	PUNCT
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american_scientific_journal-12113	219	13	.	.	PUNCT
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american_scientific_journal-12113	220	2	,	,	PUNCT
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american_scientific_journal-12113	220	4	.	.	PUNCT
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american_scientific_journal-12113	221	2	3	3	NUM
american_scientific_journal-12113	221	3	]	]	PUNCT
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american_scientific_journal-12113	221	9	.	.	PUNCT
american_scientific_journal-12113	222	1	“	"	PUNCT
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american_scientific_journal-12113	222	3	-	-	NOUN
american_scientific_journal-12113	222	4	qoe	qoe	NOUN
american_scientific_journal-12113	222	5	:	:	PUNCT
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american_scientific_journal-12113	222	10	-	-	ADJ
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american_scientific_journal-12113	222	17	.	.	PUNCT
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american_scientific_journal-12113	222	21	:	:	PUNCT
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american_scientific_journal-12113	222	24	,	,	PUNCT
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american_scientific_journal-12113	222	30	.	.	PUNCT
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american_scientific_journal-12113	223	25	.	.	PUNCT
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american_scientific_journal-12113	224	3	:	:	PUNCT
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american_scientific_journal-12113	224	5	-	-	PUNCT
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american_scientific_journal-12113	224	10	-	-	PUNCT
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american_scientific_journal-12113	224	24	,	,	PUNCT
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american_scientific_journal-12113	224	33	,	,	PUNCT
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american_scientific_journal-12113	225	9	,	,	PUNCT
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american_scientific_journal-12113	226	23	,	,	PUNCT
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american_scientific_journal-12113	230	13	.	.	PUNCT
american_scientific_journal-12113	231	1	“	"	PUNCT
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american_scientific_journal-12113	231	5	-	-	PUNCT
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american_scientific_journal-12113	231	11	:	:	PUNCT
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american_scientific_journal-12113	231	14	video	video	NOUN
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american_scientific_journal-12113	231	22	,	,	PUNCT
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american_scientific_journal-12113	231	24	.	.	PROPN
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american_scientific_journal-12113	232	10	,	,	PUNCT
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american_scientific_journal-12113	232	13	,	,	PUNCT
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american_scientific_journal-12113	232	19	,	,	PUNCT
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american_scientific_journal-12113	232	27	.	.	PUNCT
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american_scientific_journal-12113	234	3	.	.	PUNCT
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american_scientific_journal-12113	235	12	,	,	PUNCT
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american_scientific_journal-12113	235	14	.	.	PUNCT
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american_scientific_journal-12113	236	2	.	.	PUNCT
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american_scientific_journal-12113	237	9	,	,	PUNCT
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american_scientific_journal-12113	237	12	,	,	PUNCT
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american_scientific_journal-12113	237	16	.	.	PUNCT
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american_scientific_journal-12113	239	3	,	,	PUNCT
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american_scientific_journal-12113	242	2	,	,	PUNCT
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american_scientific_journal-12113	243	19	.	.	PUNCT
american_scientific_journal-12113	244	1	“	"	PUNCT
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american_scientific_journal-12113	244	12	.	.	PUNCT
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american_scientific_journal-12113	245	8	,	,	PUNCT
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american_scientific_journal-12113	245	10	.	.	PUNCT
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american_scientific_journal-12113	246	2	,	,	PUNCT
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