id	sid	tid	token	lemma	pos
assc-31433	1	1	advances	advance	NOUN
assc-31433	1	2	in	in	ADP
assc-31433	1	3	social	social	ADJ
assc-31433	1	4	science	science	NOUN
assc-31433	1	5	and	and	CCONJ
assc-31433	1	6	culture	culture	NOUN
assc-31433	1	7	issn	issn	VERB
assc-31433	1	8	2640	2640	NUM
assc-31433	1	9	-	-	SYM
assc-31433	1	10	9682	9682	NUM
assc-31433	1	11	(	(	PUNCT
assc-31433	1	12	print	print	NOUN
assc-31433	1	13	)	)	PUNCT
assc-31433	1	14	issn	issn	PROPN
assc-31433	1	15	2640	2640	NUM
assc-31433	1	16	-	-	SYM
assc-31433	1	17	9674	9674	NUM
assc-31433	1	18	(	(	PUNCT
assc-31433	1	19	online	online	ADJ
assc-31433	1	20	)	)	PUNCT
assc-31433	1	21	vol	vol	NOUN
assc-31433	1	22	.	.	PROPN
assc-31433	2	1	5	5	NUM
assc-31433	2	2	,	,	PUNCT
assc-31433	2	3	no	no	INTJ
assc-31433	2	4	.	.	NOUN
assc-31433	2	5	3	3	NUM
assc-31433	2	6	,	,	PUNCT
assc-31433	2	7	2023	2023	NUM
assc-31433	2	8	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	NUM
assc-31433	2	9	66	66	NUM
assc-31433	2	10	original	original	ADJ
assc-31433	2	11	paper	paper	NOUN
assc-31433	2	12	the	the	DET
assc-31433	2	13	critical	critical	ADJ
assc-31433	2	14	role	role	NOUN
assc-31433	2	15	of	of	ADP
assc-31433	2	16	nidsnips	nidsnip	NOUN
assc-31433	2	17	in	in	ADP
assc-31433	2	18	protecting	protect	VERB
assc-31433	2	19	internet	internet	NOUN
assc-31433	2	20	infrastructure	infrastructure	NOUN
assc-31433	2	21	ding	de	VERB
assc-31433	2	22	jiawei	jiawei	NOUN
assc-31433	2	23	1	1	NUM
assc-31433	2	24	&	&	CCONJ
assc-31433	2	25	e	e	PROPN
assc-31433	2	26	yunpeng	yunpeng	PROPN
assc-31433	2	27	1	1	NUM
assc-31433	2	28	1	1	NUM
assc-31433	2	29	school	school	NOUN
assc-31433	2	30	of	of	ADP
assc-31433	2	31	information	information	NOUN
assc-31433	2	32	science	science	NOUN
assc-31433	2	33	and	and	CCONJ
assc-31433	2	34	technology	technology	NOUN
assc-31433	2	35	,	,	PUNCT
assc-31433	2	36	northwest	northwest	PROPN
assc-31433	2	37	university	university	PROPN
assc-31433	2	38	,	,	PUNCT
assc-31433	2	39	xi’an	xi’an	PROPN
assc-31433	2	40	,	,	PUNCT
assc-31433	2	41	shaanxi	shaanxi	PROPN
assc-31433	2	42	province	province	PROPN
assc-31433	2	43	,	,	PUNCT
assc-31433	2	44	china	china	PROPN
assc-31433	2	45	received	receive	VERB
assc-31433	2	46	:	:	PUNCT
assc-31433	2	47	june	june	PROPN
assc-31433	2	48	13	13	NUM
assc-31433	2	49	,	,	PUNCT
assc-31433	2	50	2023	2023	NUM
assc-31433	2	51	accepted	accept	VERB
assc-31433	2	52	:	:	PUNCT
assc-31433	2	53	july	july	PROPN
assc-31433	2	54	29	29	NUM
assc-31433	2	55	,	,	PUNCT
assc-31433	2	56	2023	2023	NUM
assc-31433	2	57	online	online	ADV
assc-31433	2	58	published	publish	VERB
assc-31433	2	59	:	:	PUNCT
assc-31433	2	60	august	august	PROPN
assc-31433	2	61	03	03	NUM
assc-31433	2	62	,	,	PUNCT
assc-31433	2	63	2023	2023	NUM
assc-31433	2	64	doi:10.22158	doi:10.22158	NOUN
assc-31433	2	65	/	/	SYM
assc-31433	2	66	assc.v5n3p66	assc.v5n3p66	PROPN
assc-31433	2	67	url	url	PROPN
assc-31433	2	68	:	:	PUNCT
assc-31433	2	69	http://dx.doi.org/10.22158/assc.v5n3p66	http://dx.doi.org/10.22158/assc.v5n3p66	PROPN
assc-31433	2	70	abstract	abstract	ADJ
assc-31433	2	71	with	with	ADP
assc-31433	2	72	the	the	DET
assc-31433	2	73	rapid	rapid	ADJ
assc-31433	2	74	development	development	NOUN
assc-31433	2	75	and	and	CCONJ
assc-31433	2	76	wide	wide	ADJ
assc-31433	2	77	application	application	NOUN
assc-31433	2	78	of	of	ADP
assc-31433	2	79	the	the	DET
assc-31433	2	80	internet	internet	NOUN
assc-31433	2	81	,	,	PUNCT
assc-31433	2	82	network	network	NOUN
assc-31433	2	83	security	security	NOUN
assc-31433	2	84	has	have	AUX
assc-31433	2	85	become	become	VERB
assc-31433	2	86	an	an	DET
assc-31433	2	87	important	important	ADJ
assc-31433	2	88	issue	issue	NOUN
assc-31433	2	89	in	in	ADP
assc-31433	2	90	modern	modern	ADJ
assc-31433	2	91	society	society	NOUN
assc-31433	2	92	.	.	PUNCT
assc-31433	3	1	network	network	NOUN
assc-31433	3	2	attacks	attack	NOUN
assc-31433	3	3	such	such	ADJ
assc-31433	3	4	as	as	ADP
assc-31433	3	5	network	network	NOUN
assc-31433	3	6	worms	worm	NOUN
assc-31433	3	7	,	,	PUNCT
assc-31433	3	8	botnets	botnet	NOUN
assc-31433	3	9	and	and	CCONJ
assc-31433	3	10	computer	computer	NOUN
assc-31433	3	11	viruses	virus	NOUN
assc-31433	3	12	are	be	AUX
assc-31433	3	13	constantly	constantly	ADV
assc-31433	3	14	emerging	emerge	VERB
assc-31433	3	15	,	,	PUNCT
assc-31433	3	16	bringing	bring	VERB
assc-31433	3	17	serious	serious	ADJ
assc-31433	3	18	threats	threat	NOUN
assc-31433	3	19	and	and	CCONJ
assc-31433	3	20	economic	economic	ADJ
assc-31433	3	21	losses	loss	NOUN
assc-31433	3	22	to	to	ADP
assc-31433	3	23	the	the	DET
assc-31433	3	24	internet	internet	NOUN
assc-31433	3	25	infrastructure	infrastructure	NOUN
assc-31433	3	26	.	.	PUNCT
assc-31433	4	1	in	in	ADP
assc-31433	4	2	this	this	DET
assc-31433	4	3	context	context	NOUN
assc-31433	4	4	,	,	PUNCT
assc-31433	4	5	network	network	NOUN
assc-31433	4	6	intrusion	intrusion	NOUN
assc-31433	4	7	detection	detection	NOUN
assc-31433	4	8	/	/	SYM
assc-31433	4	9	prevention	prevention	NOUN
assc-31433	4	10	system	system	NOUN
assc-31433	4	11	(	(	PUNCT
assc-31433	4	12	nids	nid	NOUN
assc-31433	4	13	/	/	SYM
assc-31433	4	14	nips	nip	NOUN
assc-31433	4	15	)	)	PUNCT
assc-31433	4	16	plays	play	VERB
assc-31433	4	17	a	a	DET
assc-31433	4	18	key	key	ADJ
assc-31433	4	19	role	role	NOUN
assc-31433	4	20	in	in	ADP
assc-31433	4	21	protecting	protect	VERB
assc-31433	4	22	the	the	DET
assc-31433	4	23	internet	internet	NOUN
assc-31433	4	24	infrastructure	infrastructure	NOUN
assc-31433	4	25	.	.	PUNCT
assc-31433	5	1	by	by	ADP
assc-31433	5	2	monitoring	monitor	VERB
assc-31433	5	3	network	network	NOUN
assc-31433	5	4	traffic	traffic	NOUN
assc-31433	5	5	in	in	ADP
assc-31433	5	6	real	real	ADJ
assc-31433	5	7	time	time	NOUN
assc-31433	5	8	,	,	PUNCT
assc-31433	5	9	nids	nid	NOUN
assc-31433	5	10	/	/	SYM
assc-31433	5	11	nips	nip	NOUN
assc-31433	5	12	is	be	AUX
assc-31433	5	13	able	able	ADJ
assc-31433	5	14	to	to	PART
assc-31433	5	15	detect	detect	VERB
assc-31433	5	16	and	and	CCONJ
assc-31433	5	17	identify	identify	VERB
assc-31433	5	18	internal	internal	ADJ
assc-31433	5	19	and	and	CCONJ
assc-31433	5	20	external	external	ADJ
assc-31433	5	21	security	security	NOUN
assc-31433	5	22	intrusions	intrusion	NOUN
assc-31433	5	23	in	in	ADP
assc-31433	5	24	a	a	DET
assc-31433	5	25	timely	timely	ADJ
assc-31433	5	26	manner	manner	NOUN
assc-31433	5	27	and	and	CCONJ
assc-31433	5	28	take	take	VERB
assc-31433	5	29	appropriate	appropriate	ADJ
assc-31433	5	30	measures	measure	NOUN
assc-31433	5	31	for	for	ADP
assc-31433	5	32	defense	defense	NOUN
assc-31433	5	33	.	.	PUNCT
assc-31433	6	1	ensuring	ensure	VERB
assc-31433	6	2	the	the	DET
assc-31433	6	3	high	high	ADJ
assc-31433	6	4	performance	performance	NOUN
assc-31433	6	5	of	of	ADP
assc-31433	6	6	nids	nid	NOUN
assc-31433	6	7	/	/	SYM
assc-31433	6	8	nips	nip	NOUN
assc-31433	6	9	is	be	AUX
assc-31433	6	10	an	an	DET
assc-31433	6	11	important	important	ADJ
assc-31433	6	12	topic	topic	NOUN
assc-31433	6	13	in	in	ADP
assc-31433	6	14	network	network	NOUN
assc-31433	6	15	security	security	NOUN
assc-31433	6	16	research	research	NOUN
assc-31433	6	17	,	,	PUNCT
assc-31433	6	18	because	because	SCONJ
assc-31433	6	19	the	the	DET
assc-31433	6	20	increase	increase	NOUN
assc-31433	6	21	of	of	ADP
assc-31433	6	22	internet	internet	NOUN
assc-31433	6	23	traffic	traffic	NOUN
assc-31433	6	24	and	and	CCONJ
assc-31433	6	25	the	the	DET
assc-31433	6	26	variety	variety	NOUN
assc-31433	6	27	of	of	ADP
assc-31433	6	28	attacks	attack	NOUN
assc-31433	6	29	make	make	VERB
assc-31433	6	30	it	it	PRON
assc-31433	6	31	face	face	VERB
assc-31433	6	32	great	great	ADJ
assc-31433	6	33	challenges	challenge	NOUN
assc-31433	6	34	.	.	PUNCT
assc-31433	7	1	in	in	ADP
assc-31433	7	2	this	this	DET
assc-31433	7	3	paper	paper	NOUN
assc-31433	7	4	,	,	PUNCT
assc-31433	7	5	we	we	PRON
assc-31433	7	6	will	will	AUX
assc-31433	7	7	explore	explore	VERB
assc-31433	7	8	the	the	DET
assc-31433	7	9	fundamentals	fundamental	NOUN
assc-31433	7	10	and	and	CCONJ
assc-31433	7	11	functions	function	NOUN
assc-31433	7	12	of	of	ADP
assc-31433	7	13	nids	nid	NOUN
assc-31433	7	14	/	/	SYM
assc-31433	7	15	nips	nip	NOUN
assc-31433	7	16	and	and	CCONJ
assc-31433	7	17	their	their	PRON
assc-31433	7	18	key	key	ADJ
assc-31433	7	19	role	role	NOUN
assc-31433	7	20	in	in	ADP
assc-31433	7	21	protecting	protect	VERB
assc-31433	7	22	the	the	DET
assc-31433	7	23	internet	internet	NOUN
assc-31433	7	24	infrastructure	infrastructure	NOUN
assc-31433	7	25	.	.	PUNCT
assc-31433	8	1	we	we	PRON
assc-31433	8	2	will	will	AUX
assc-31433	8	3	also	also	ADV
assc-31433	8	4	discuss	discuss	VERB
assc-31433	8	5	key	key	ADJ
assc-31433	8	6	techniques	technique	NOUN
assc-31433	8	7	to	to	PART
assc-31433	8	8	improve	improve	VERB
assc-31433	8	9	the	the	DET
assc-31433	8	10	performance	performance	NOUN
assc-31433	8	11	of	of	ADP
assc-31433	8	12	nids	nid	NOUN
assc-31433	8	13	/	/	SYM
assc-31433	8	14	nips	nip	NOUN
assc-31433	8	15	and	and	CCONJ
assc-31433	8	16	look	look	VERB
assc-31433	8	17	at	at	ADP
assc-31433	8	18	future	future	ADJ
assc-31433	8	19	directions	direction	NOUN
assc-31433	8	20	in	in	ADP
assc-31433	8	21	this	this	DET
assc-31433	8	22	area	area	NOUN
assc-31433	8	23	.	.	PUNCT
assc-31433	9	1	an	an	DET
assc-31433	9	2	in	in	ADP
assc-31433	9	3	-	-	PUNCT
assc-31433	9	4	depth	depth	NOUN
assc-31433	9	5	understanding	understanding	NOUN
assc-31433	9	6	and	and	CCONJ
assc-31433	9	7	study	study	NOUN
assc-31433	9	8	of	of	ADP
assc-31433	9	9	the	the	DET
assc-31433	9	10	theory	theory	NOUN
assc-31433	9	11	and	and	CCONJ
assc-31433	9	12	technology	technology	NOUN
assc-31433	9	13	of	of	ADP
assc-31433	9	14	nids	nid	NOUN
assc-31433	9	15	/	/	SYM
assc-31433	9	16	nips	nip	NOUN
assc-31433	9	17	is	be	AUX
assc-31433	9	18	an	an	DET
assc-31433	9	19	important	important	ADJ
assc-31433	9	20	reference	reference	NOUN
assc-31433	9	21	for	for	ADP
assc-31433	9	22	professionals	professional	NOUN
assc-31433	9	23	in	in	ADP
assc-31433	9	24	the	the	DET
assc-31433	9	25	field	field	NOUN
assc-31433	9	26	of	of	ADP
assc-31433	9	27	network	network	NOUN
assc-31433	9	28	security	security	NOUN
assc-31433	9	29	.	.	PUNCT
assc-31433	10	1	keywords	keyword	NOUN
assc-31433	10	2	nids	nid	VERB
assc-31433	10	3	/	/	SYM
assc-31433	10	4	nips	nip	NOUN
assc-31433	10	5	,	,	PUNCT
assc-31433	10	6	internet	internet	NOUN
assc-31433	10	7	,	,	PUNCT
assc-31433	10	8	network	network	NOUN
assc-31433	10	9	security	security	NOUN
assc-31433	10	10	1	1	NUM
assc-31433	10	11	.	.	PUNCT
assc-31433	10	12	introduction	introduction	NOUN
assc-31433	10	13	with	with	ADP
assc-31433	10	14	the	the	DET
assc-31433	10	15	rapid	rapid	ADJ
assc-31433	10	16	development	development	NOUN
assc-31433	10	17	of	of	ADP
assc-31433	10	18	the	the	DET
assc-31433	10	19	internet	internet	NOUN
assc-31433	10	20	and	and	CCONJ
assc-31433	10	21	information	information	NOUN
assc-31433	10	22	technology	technology	NOUN
assc-31433	10	23	,	,	PUNCT
assc-31433	10	24	computer	computer	NOUN
assc-31433	10	25	networks	network	NOUN
assc-31433	10	26	have	have	AUX
assc-31433	10	27	penetrated	penetrate	VERB
assc-31433	10	28	into	into	ADP
assc-31433	10	29	all	all	DET
assc-31433	10	30	aspects	aspect	NOUN
assc-31433	10	31	of	of	ADP
assc-31433	10	32	modern	modern	ADJ
assc-31433	10	33	society	society	NOUN
assc-31433	10	34	and	and	CCONJ
assc-31433	10	35	become	become	VERB
assc-31433	10	36	an	an	DET
assc-31433	10	37	indispensable	indispensable	ADJ
assc-31433	10	38	part	part	NOUN
assc-31433	10	39	of	of	ADP
assc-31433	10	40	people	people	NOUN
assc-31433	10	41	’s	’s	PART
assc-31433	10	42	life	life	NOUN
assc-31433	10	43	and	and	CCONJ
assc-31433	10	44	work	work	NOUN
assc-31433	10	45	.	.	PUNCT
assc-31433	11	1	however	however	ADV
assc-31433	11	2	,	,	PUNCT
assc-31433	11	3	the	the	DET
assc-31433	11	4	popularization	popularization	NOUN
assc-31433	11	5	of	of	ADP
assc-31433	11	6	the	the	DET
assc-31433	11	7	internet	internet	NOUN
assc-31433	11	8	is	be	AUX
assc-31433	11	9	also	also	ADV
assc-31433	11	10	accompanied	accompany	VERB
assc-31433	11	11	by	by	ADP
assc-31433	11	12	an	an	DET
assc-31433	11	13	increasing	increase	VERB
assc-31433	11	14	number	number	NOUN
assc-31433	11	15	of	of	ADP
assc-31433	11	16	network	network	NOUN
assc-31433	11	17	security	security	NOUN
assc-31433	11	18	threats	threat	NOUN
assc-31433	11	19	.	.	PUNCT
assc-31433	12	1	network	network	NOUN
assc-31433	12	2	worms	worm	NOUN
assc-31433	12	3	,	,	PUNCT
assc-31433	12	4	botnets	botnet	NOUN
assc-31433	12	5	,	,	PUNCT
assc-31433	12	6	computer	computer	NOUN
assc-31433	12	7	viruses	virus	NOUN
assc-31433	12	8	and	and	CCONJ
assc-31433	12	9	other	other	ADJ
assc-31433	12	10	network	network	NOUN
assc-31433	12	11	attacks	attack	NOUN
assc-31433	12	12	have	have	AUX
assc-31433	12	13	emerged	emerge	VERB
assc-31433	12	14	in	in	ADP
assc-31433	12	15	an	an	DET
assc-31433	12	16	endless	endless	ADJ
assc-31433	12	17	stream	stream	NOUN
assc-31433	12	18	,	,	PUNCT
assc-31433	12	19	and	and	CCONJ
assc-31433	12	20	they	they	PRON
assc-31433	12	21	have	have	AUX
assc-31433	12	22	not	not	PART
assc-31433	12	23	only	only	ADV
assc-31433	12	24	invaded	invade	VERB
assc-31433	12	25	and	and	CCONJ
assc-31433	12	26	hijacked	hijack	VERB
assc-31433	12	27	a	a	DET
assc-31433	12	28	large	large	ADJ
assc-31433	12	29	number	number	NOUN
assc-31433	12	30	of	of	ADP
assc-31433	12	31	computer	computer	NOUN
assc-31433	12	32	systems	system	NOUN
assc-31433	12	33	,	,	PUNCT
assc-31433	12	34	but	but	CCONJ
assc-31433	12	35	also	also	ADV
assc-31433	12	36	abused	abuse	VERB
assc-31433	12	37	computer	computer	NOUN
assc-31433	12	38	network	network	NOUN
assc-31433	12	39	resources	resource	NOUN
assc-31433	12	40	,	,	PUNCT
assc-31433	12	41	causing	cause	VERB
assc-31433	12	42	serious	serious	ADJ
assc-31433	12	43	threats	threat	NOUN
assc-31433	12	44	and	and	CCONJ
assc-31433	12	45	damage	damage	NOUN
assc-31433	12	46	to	to	ADP
assc-31433	12	47	the	the	DET
assc-31433	12	48	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	PROPN
assc-31433	12	49	advances	advance	NOUN
assc-31433	12	50	in	in	ADP
assc-31433	12	51	social	social	ADJ
assc-31433	12	52	science	science	NOUN
assc-31433	12	53	and	and	CCONJ
assc-31433	12	54	culture	culture	NOUN
assc-31433	12	55	vol	vol	NOUN
assc-31433	12	56	.	.	PROPN
assc-31433	13	1	5	5	NUM
assc-31433	13	2	,	,	PUNCT
assc-31433	13	3	no	no	INTJ
assc-31433	13	4	.	.	NOUN
assc-31433	13	5	3	3	NUM
assc-31433	13	6	,	,	PUNCT
assc-31433	13	7	2023	2023	NUM
assc-31433	13	8	67	67	NUM
assc-31433	13	9	published	publish	VERB
assc-31433	13	10	by	by	ADP
assc-31433	13	11	scholink	scholink	PROPN
assc-31433	13	12	inc	inc	PROPN
assc-31433	13	13	.	.	PROPN
assc-31433	13	14	internet	internet	NOUN
assc-31433	13	15	infrastructure	infrastructure	NOUN
assc-31433	13	16	,	,	PUNCT
assc-31433	13	17	resulting	result	VERB
assc-31433	13	18	in	in	ADP
assc-31433	13	19	incalculable	incalculable	ADJ
assc-31433	13	20	economic	economic	ADJ
assc-31433	13	21	losses	loss	NOUN
assc-31433	13	22	and	and	CCONJ
assc-31433	13	23	social	social	ADJ
assc-31433	13	24	impact	impact	NOUN
assc-31433	13	25	.	.	PUNCT
assc-31433	14	1	in	in	ADP
assc-31433	14	2	this	this	DET
assc-31433	14	3	information	information	NOUN
assc-31433	14	4	age	age	NOUN
assc-31433	14	5	,	,	PUNCT
assc-31433	14	6	it	it	PRON
assc-31433	14	7	has	have	AUX
assc-31433	14	8	become	become	VERB
assc-31433	14	9	crucial	crucial	ADJ
assc-31433	14	10	to	to	PART
assc-31433	14	11	protect	protect	VERB
assc-31433	14	12	the	the	DET
assc-31433	14	13	security	security	NOUN
assc-31433	14	14	of	of	ADP
assc-31433	14	15	internet	internet	NOUN
assc-31433	14	16	infrastructure	infrastructure	NOUN
assc-31433	14	17	.	.	PUNCT
assc-31433	15	1	to	to	PART
assc-31433	15	2	cope	cope	VERB
assc-31433	15	3	with	with	ADP
assc-31433	15	4	the	the	DET
assc-31433	15	5	growing	grow	VERB
assc-31433	15	6	network	network	NOUN
assc-31433	15	7	security	security	NOUN
assc-31433	15	8	threats	threat	NOUN
assc-31433	15	9	,	,	PUNCT
assc-31433	15	10	network	network	NOUN
assc-31433	15	11	security	security	NOUN
assc-31433	15	12	devices	device	NOUN
assc-31433	15	13	play	play	VERB
assc-31433	15	14	a	a	DET
assc-31433	15	15	key	key	ADJ
assc-31433	15	16	role	role	NOUN
assc-31433	15	17	.	.	PUNCT
assc-31433	16	1	in	in	ADP
assc-31433	16	2	particular	particular	ADJ
assc-31433	16	3	,	,	PUNCT
assc-31433	16	4	network	network	NOUN
assc-31433	16	5	intrusion	intrusion	NOUN
assc-31433	16	6	detection	detection	NOUN
assc-31433	16	7	/	/	SYM
assc-31433	16	8	prevention	prevention	NOUN
assc-31433	16	9	system	system	NOUN
assc-31433	16	10	(	(	PUNCT
assc-31433	16	11	nids	nid	NOUN
assc-31433	16	12	/	/	SYM
assc-31433	16	13	nips	nip	NOUN
assc-31433	16	14	)	)	PUNCT
assc-31433	16	15	,	,	PUNCT
assc-31433	16	16	through	through	ADP
assc-31433	16	17	real	real	ADJ
assc-31433	16	18	-	-	PUNCT
assc-31433	16	19	time	time	NOUN
assc-31433	16	20	monitoring	monitoring	NOUN
assc-31433	16	21	of	of	ADP
assc-31433	16	22	network	network	NOUN
assc-31433	16	23	traffic	traffic	NOUN
assc-31433	16	24	,	,	PUNCT
assc-31433	16	25	can	can	AUX
assc-31433	16	26	detect	detect	VERB
assc-31433	16	27	and	and	CCONJ
assc-31433	16	28	identify	identify	VERB
assc-31433	16	29	potential	potential	ADJ
assc-31433	16	30	security	security	NOUN
assc-31433	16	31	intrusions	intrusion	NOUN
assc-31433	16	32	in	in	ADP
assc-31433	16	33	a	a	DET
assc-31433	16	34	timely	timely	ADJ
assc-31433	16	35	manner	manner	NOUN
assc-31433	16	36	and	and	CCONJ
assc-31433	16	37	take	take	VERB
assc-31433	16	38	corresponding	corresponding	ADJ
assc-31433	16	39	defensive	defensive	ADJ
assc-31433	16	40	measures	measure	NOUN
assc-31433	16	41	.	.	PUNCT
assc-31433	17	1	nids	nid	NOUN
assc-31433	17	2	/	/	SYM
assc-31433	17	3	nips	nip	NOUN
assc-31433	17	4	can	can	AUX
assc-31433	17	5	not	not	PART
assc-31433	17	6	only	only	ADV
assc-31433	17	7	protect	protect	VERB
assc-31433	17	8	the	the	DET
assc-31433	17	9	internet	internet	NOUN
assc-31433	17	10	infrastructure	infrastructure	NOUN
assc-31433	17	11	from	from	ADP
assc-31433	17	12	internal	internal	ADJ
assc-31433	17	13	and	and	CCONJ
assc-31433	17	14	external	external	ADJ
assc-31433	17	15	attacks	attack	NOUN
assc-31433	17	16	,	,	PUNCT
assc-31433	17	17	but	but	CCONJ
assc-31433	17	18	also	also	ADV
assc-31433	17	19	provides	provide	VERB
assc-31433	17	20	real	real	ADJ
assc-31433	17	21	-	-	PUNCT
assc-31433	17	22	time	time	NOUN
assc-31433	17	23	online	online	ADJ
assc-31433	17	24	security	security	NOUN
assc-31433	17	25	detection	detection	NOUN
assc-31433	17	26	,	,	PUNCT
assc-31433	17	27	providing	provide	VERB
assc-31433	17	28	strong	strong	ADJ
assc-31433	17	29	support	support	NOUN
assc-31433	17	30	for	for	ADP
assc-31433	17	31	network	network	NOUN
assc-31433	17	32	security	security	NOUN
assc-31433	17	33	.	.	PUNCT
assc-31433	18	1	however	however	ADV
assc-31433	18	2	,	,	PUNCT
assc-31433	18	3	with	with	ADP
assc-31433	18	4	the	the	DET
assc-31433	18	5	continuous	continuous	ADJ
assc-31433	18	6	increase	increase	NOUN
assc-31433	18	7	of	of	ADP
assc-31433	18	8	internet	internet	NOUN
assc-31433	18	9	traffic	traffic	NOUN
assc-31433	18	10	and	and	CCONJ
assc-31433	18	11	the	the	DET
assc-31433	18	12	evolution	evolution	NOUN
assc-31433	18	13	of	of	ADP
assc-31433	18	14	network	network	NOUN
assc-31433	18	15	attack	attack	NOUN
assc-31433	18	16	methods	method	NOUN
assc-31433	18	17	,	,	PUNCT
assc-31433	18	18	nids	nid	NOUN
assc-31433	18	19	/	/	SYM
assc-31433	18	20	nips	nip	NOUN
assc-31433	18	21	face	face	VERB
assc-31433	18	22	severe	severe	ADJ
assc-31433	18	23	performance	performance	NOUN
assc-31433	18	24	challenges	challenge	NOUN
assc-31433	18	25	.	.	PUNCT
assc-31433	19	1	high	high	ADJ
assc-31433	19	2	-	-	PUNCT
assc-31433	19	3	speed	speed	NOUN
assc-31433	19	4	packet	packet	NOUN
assc-31433	19	5	processing	processing	NOUN
assc-31433	19	6	,	,	PUNCT
assc-31433	19	7	accurate	accurate	ADJ
assc-31433	19	8	threat	threat	NOUN
assc-31433	19	9	identification	identification	NOUN
assc-31433	19	10	,	,	PUNCT
assc-31433	19	11	and	and	CCONJ
assc-31433	19	12	timely	timely	ADJ
assc-31433	19	13	response	response	NOUN
assc-31433	19	14	capability	capability	NOUN
assc-31433	19	15	are	be	AUX
assc-31433	19	16	all	all	PRON
assc-31433	19	17	key	key	ADJ
assc-31433	19	18	issues	issue	NOUN
assc-31433	19	19	that	that	PRON
assc-31433	19	20	nids	nid	VERB
assc-31433	19	21	/	/	SYM
assc-31433	19	22	nips	nip	NOUN
assc-31433	19	23	needs	need	VERB
assc-31433	19	24	to	to	PART
assc-31433	19	25	overcome	overcome	VERB
assc-31433	19	26	.	.	PUNCT
assc-31433	20	1	therefore	therefore	ADV
assc-31433	20	2	,	,	PUNCT
assc-31433	20	3	improving	improve	VERB
assc-31433	20	4	the	the	DET
assc-31433	20	5	performance	performance	NOUN
assc-31433	20	6	of	of	ADP
assc-31433	20	7	nids	nid	NOUN
assc-31433	20	8	/	/	SYM
assc-31433	20	9	nips	nip	NOUN
assc-31433	20	10	has	have	AUX
assc-31433	20	11	become	become	VERB
assc-31433	20	12	an	an	DET
assc-31433	20	13	important	important	ADJ
assc-31433	20	14	topic	topic	NOUN
assc-31433	20	15	in	in	ADP
assc-31433	20	16	the	the	DET
assc-31433	20	17	field	field	NOUN
assc-31433	20	18	of	of	ADP
assc-31433	20	19	network	network	NOUN
assc-31433	20	20	security	security	NOUN
assc-31433	20	21	research	research	NOUN
assc-31433	20	22	,	,	PUNCT
assc-31433	20	23	which	which	PRON
assc-31433	20	24	is	be	AUX
assc-31433	20	25	crucial	crucial	ADJ
assc-31433	20	26	for	for	ADP
assc-31433	20	27	protecting	protect	VERB
assc-31433	20	28	the	the	DET
assc-31433	20	29	security	security	NOUN
assc-31433	20	30	of	of	ADP
assc-31433	20	31	internet	internet	NOUN
assc-31433	20	32	infrastructure	infrastructure	NOUN
assc-31433	20	33	.	.	PUNCT
assc-31433	21	1	in	in	ADP
assc-31433	21	2	this	this	DET
assc-31433	21	3	paper	paper	NOUN
assc-31433	21	4	,	,	PUNCT
assc-31433	21	5	we	we	PRON
assc-31433	21	6	will	will	AUX
assc-31433	21	7	delve	delve	VERB
assc-31433	21	8	into	into	ADP
assc-31433	21	9	the	the	DET
assc-31433	21	10	key	key	ADJ
assc-31433	21	11	role	role	NOUN
assc-31433	21	12	of	of	ADP
assc-31433	21	13	nids	nid	NOUN
assc-31433	21	14	/	/	SYM
assc-31433	21	15	nips	nip	NOUN
assc-31433	21	16	in	in	ADP
assc-31433	21	17	protecting	protect	VERB
assc-31433	21	18	the	the	DET
assc-31433	21	19	internet	internet	NOUN
assc-31433	21	20	infrastructure	infrastructure	NOUN
assc-31433	21	21	.	.	PUNCT
assc-31433	22	1	we	we	PRON
assc-31433	22	2	will	will	AUX
assc-31433	22	3	first	first	ADV
assc-31433	22	4	introduce	introduce	VERB
assc-31433	22	5	the	the	DET
assc-31433	22	6	basic	basic	ADJ
assc-31433	22	7	principles	principle	NOUN
assc-31433	22	8	and	and	CCONJ
assc-31433	22	9	functions	function	NOUN
assc-31433	22	10	of	of	ADP
assc-31433	22	11	nids	nid	NOUN
assc-31433	22	12	/	/	SYM
assc-31433	22	13	nips	nip	NOUN
assc-31433	22	14	to	to	PART
assc-31433	22	15	further	far	ADV
assc-31433	22	16	explore	explore	VERB
assc-31433	22	17	its	its	PRON
assc-31433	22	18	importance	importance	NOUN
assc-31433	22	19	in	in	ADP
assc-31433	22	20	the	the	DET
assc-31433	22	21	field	field	NOUN
assc-31433	22	22	of	of	ADP
assc-31433	22	23	network	network	NOUN
assc-31433	22	24	security	security	NOUN
assc-31433	22	25	.	.	PUNCT
assc-31433	23	1	then	then	ADV
assc-31433	23	2	,	,	PUNCT
assc-31433	23	3	we	we	PRON
assc-31433	23	4	will	will	AUX
assc-31433	23	5	focus	focus	VERB
assc-31433	23	6	on	on	ADP
assc-31433	23	7	the	the	DET
assc-31433	23	8	performance	performance	NOUN
assc-31433	23	9	challenges	challenge	NOUN
assc-31433	23	10	faced	face	VERB
assc-31433	23	11	by	by	ADP
assc-31433	23	12	nids	nid	NOUN
assc-31433	23	13	/	/	SYM
assc-31433	23	14	nips	nip	NOUN
assc-31433	23	15	and	and	CCONJ
assc-31433	23	16	explore	explore	VERB
assc-31433	23	17	key	key	ADJ
assc-31433	23	18	techniques	technique	NOUN
assc-31433	23	19	and	and	CCONJ
assc-31433	23	20	approaches	approach	NOUN
assc-31433	23	21	to	to	PART
assc-31433	23	22	improve	improve	VERB
assc-31433	23	23	nids	nid	NOUN
assc-31433	23	24	/	/	SYM
assc-31433	23	25	nips	nip	NOUN
assc-31433	23	26	performance	performance	NOUN
assc-31433	23	27	.	.	PUNCT
assc-31433	24	1	finally	finally	ADV
assc-31433	24	2	,	,	PUNCT
assc-31433	24	3	we	we	PRON
assc-31433	24	4	will	will	AUX
assc-31433	24	5	look	look	VERB
assc-31433	24	6	forward	forward	ADV
assc-31433	24	7	to	to	ADP
assc-31433	24	8	the	the	DET
assc-31433	24	9	future	future	ADJ
assc-31433	24	10	direction	direction	NOUN
assc-31433	24	11	of	of	ADP
assc-31433	24	12	nids	nid	NOUN
assc-31433	24	13	/	/	SYM
assc-31433	24	14	nips	nip	NOUN
assc-31433	24	15	development	development	NOUN
assc-31433	24	16	to	to	PART
assc-31433	24	17	provide	provide	VERB
assc-31433	24	18	useful	useful	ADJ
assc-31433	24	19	references	reference	NOUN
assc-31433	24	20	and	and	CCONJ
assc-31433	24	21	guidance	guidance	NOUN
assc-31433	24	22	for	for	ADP
assc-31433	24	23	network	network	NOUN
assc-31433	24	24	security	security	NOUN
assc-31433	24	25	research	research	NOUN
assc-31433	24	26	and	and	CCONJ
assc-31433	24	27	practice	practice	NOUN
assc-31433	24	28	.	.	PUNCT
assc-31433	25	1	2	2	X
assc-31433	25	2	.	.	NUM
assc-31433	25	3	basic	basic	ADJ
assc-31433	25	4	principles	principle	NOUN
assc-31433	25	5	and	and	CCONJ
assc-31433	25	6	functions	function	NOUN
assc-31433	25	7	of	of	ADP
assc-31433	25	8	nids	nid	NOUN
assc-31433	25	9	/	/	SYM
assc-31433	25	10	nips	nip	NOUN
assc-31433	25	11	nids	nid	NOUN
assc-31433	25	12	/	/	SYM
assc-31433	25	13	nips	nip	NOUN
assc-31433	25	14	(	(	PUNCT
assc-31433	25	15	network	network	NOUN
assc-31433	25	16	intrusion	intrusion	NOUN
assc-31433	25	17	detection	detection	NOUN
assc-31433	25	18	/	/	SYM
assc-31433	25	19	prevention	prevention	NOUN
assc-31433	25	20	system	system	NOUN
assc-31433	25	21	)	)	PUNCT
assc-31433	25	22	are	be	AUX
assc-31433	25	23	very	very	ADV
assc-31433	25	24	important	important	ADJ
assc-31433	25	25	devices	device	NOUN
assc-31433	25	26	in	in	ADP
assc-31433	25	27	the	the	DET
assc-31433	25	28	field	field	NOUN
assc-31433	25	29	of	of	ADP
assc-31433	25	30	network	network	NOUN
assc-31433	25	31	security	security	NOUN
assc-31433	25	32	,	,	PUNCT
assc-31433	25	33	and	and	CCONJ
assc-31433	25	34	they	they	PRON
assc-31433	25	35	play	play	VERB
assc-31433	25	36	a	a	DET
assc-31433	25	37	key	key	ADJ
assc-31433	25	38	role	role	NOUN
assc-31433	25	39	in	in	ADP
assc-31433	25	40	protecting	protect	VERB
assc-31433	25	41	the	the	DET
assc-31433	25	42	security	security	NOUN
assc-31433	25	43	of	of	ADP
assc-31433	25	44	internet	internet	NOUN
assc-31433	25	45	infrastructure	infrastructure	NOUN
assc-31433	25	46	.	.	PUNCT
assc-31433	26	1	with	with	ADP
assc-31433	26	2	the	the	DET
assc-31433	26	3	rapid	rapid	ADJ
assc-31433	26	4	development	development	NOUN
assc-31433	26	5	and	and	CCONJ
assc-31433	26	6	wide	wide	ADJ
assc-31433	26	7	application	application	NOUN
assc-31433	26	8	of	of	ADP
assc-31433	26	9	the	the	DET
assc-31433	26	10	internet	internet	NOUN
assc-31433	26	11	,	,	PUNCT
assc-31433	26	12	computer	computer	NOUN
assc-31433	26	13	networks	network	NOUN
assc-31433	26	14	have	have	AUX
assc-31433	26	15	become	become	VERB
assc-31433	26	16	the	the	DET
assc-31433	26	17	information	information	NOUN
assc-31433	26	18	infrastructure	infrastructure	NOUN
assc-31433	26	19	of	of	ADP
assc-31433	26	20	modern	modern	ADJ
assc-31433	26	21	society	society	NOUN
assc-31433	26	22	,	,	PUNCT
assc-31433	26	23	but	but	CCONJ
assc-31433	26	24	also	also	ADV
assc-31433	26	25	face	face	VERB
assc-31433	26	26	increasingly	increasingly	ADV
assc-31433	26	27	complex	complex	ADJ
assc-31433	26	28	and	and	CCONJ
assc-31433	26	29	widespread	widespread	ADJ
assc-31433	26	30	network	network	NOUN
assc-31433	26	31	security	security	NOUN
assc-31433	26	32	threats	threat	NOUN
assc-31433	26	33	.	.	PUNCT
assc-31433	27	1	the	the	DET
assc-31433	27	2	emergence	emergence	NOUN
assc-31433	27	3	of	of	ADP
assc-31433	27	4	attacks	attack	NOUN
assc-31433	27	5	such	such	ADJ
assc-31433	27	6	as	as	ADP
assc-31433	27	7	network	network	NOUN
assc-31433	27	8	worms	worm	NOUN
assc-31433	27	9	,	,	PUNCT
assc-31433	27	10	botnets	botnet	NOUN
assc-31433	27	11	and	and	CCONJ
assc-31433	27	12	computer	computer	NOUN
assc-31433	27	13	viruses	virus	NOUN
assc-31433	27	14	has	have	AUX
assc-31433	27	15	brought	bring	VERB
assc-31433	27	16	serious	serious	ADJ
assc-31433	27	17	threats	threat	NOUN
assc-31433	27	18	and	and	CCONJ
assc-31433	27	19	economic	economic	ADJ
assc-31433	27	20	losses	loss	NOUN
assc-31433	27	21	to	to	ADP
assc-31433	27	22	the	the	DET
assc-31433	27	23	internet	internet	NOUN
assc-31433	27	24	infrastructure	infrastructure	NOUN
assc-31433	27	25	.	.	PUNCT
assc-31433	28	1	therefore	therefore	ADV
assc-31433	28	2	,	,	PUNCT
assc-31433	28	3	protecting	protect	VERB
assc-31433	28	4	the	the	DET
assc-31433	28	5	security	security	NOUN
assc-31433	28	6	of	of	ADP
assc-31433	28	7	internet	internet	NOUN
assc-31433	28	8	infrastructure	infrastructure	NOUN
assc-31433	28	9	has	have	AUX
assc-31433	28	10	become	become	VERB
assc-31433	28	11	an	an	DET
assc-31433	28	12	important	important	ADJ
assc-31433	28	13	topic	topic	NOUN
assc-31433	28	14	in	in	ADP
assc-31433	28	15	today	today	NOUN
assc-31433	28	16	’s	’s	PART
assc-31433	28	17	network	network	NOUN
assc-31433	28	18	security	security	NOUN
assc-31433	28	19	research	research	NOUN
assc-31433	28	20	.	.	PUNCT
assc-31433	29	1	nids	nid	NOUN
assc-31433	29	2	/	/	SYM
assc-31433	29	3	nips	nip	NOUN
assc-31433	29	4	provides	provide	VERB
assc-31433	29	5	strong	strong	ADJ
assc-31433	29	6	support	support	NOUN
assc-31433	29	7	for	for	ADP
assc-31433	29	8	protecting	protect	VERB
assc-31433	29	9	internet	internet	NOUN
assc-31433	29	10	infrastructure	infrastructure	NOUN
assc-31433	29	11	by	by	ADP
assc-31433	29	12	detecting	detect	VERB
assc-31433	29	13	and	and	CCONJ
assc-31433	29	14	preventing	prevent	VERB
assc-31433	29	15	network	network	NOUN
assc-31433	29	16	intrusions	intrusion	NOUN
assc-31433	29	17	through	through	ADP
assc-31433	29	18	real	real	ADJ
assc-31433	29	19	-	-	PUNCT
assc-31433	29	20	time	time	NOUN
assc-31433	29	21	monitoring	monitoring	NOUN
assc-31433	29	22	of	of	ADP
assc-31433	29	23	network	network	NOUN
assc-31433	29	24	traffic	traffic	NOUN
assc-31433	29	25	.	.	PUNCT
assc-31433	30	1	nids	nid	NOUN
assc-31433	30	2	relies	rely	VERB
assc-31433	30	3	heavily	heavily	ADV
assc-31433	30	4	on	on	ADP
assc-31433	30	5	the	the	DET
assc-31433	30	6	capture	capture	NOUN
assc-31433	30	7	and	and	CCONJ
assc-31433	30	8	analysis	analysis	NOUN
assc-31433	30	9	of	of	ADP
assc-31433	30	10	network	network	NOUN
assc-31433	30	11	traffic	traffic	NOUN
assc-31433	30	12	to	to	PART
assc-31433	30	13	identify	identify	VERB
assc-31433	30	14	potential	potential	ADJ
assc-31433	30	15	security	security	NOUN
assc-31433	30	16	threats	threat	NOUN
assc-31433	30	17	.	.	PUNCT
assc-31433	31	1	first	first	ADV
assc-31433	31	2	,	,	PUNCT
assc-31433	31	3	nids	nid	VERB
assc-31433	31	4	capture	capture	NOUN
assc-31433	31	5	network	network	NOUN
assc-31433	31	6	traffic	traffic	NOUN
assc-31433	31	7	packets	packet	NOUN
assc-31433	31	8	that	that	PRON
assc-31433	31	9	pass	pass	VERB
assc-31433	31	10	through	through	ADP
assc-31433	31	11	network	network	NOUN
assc-31433	31	12	interfaces	interface	NOUN
assc-31433	31	13	or	or	CCONJ
assc-31433	31	14	network	network	NOUN
assc-31433	31	15	switches	switch	NOUN
assc-31433	31	16	.	.	PUNCT
assc-31433	32	1	they	they	PRON
assc-31433	32	2	then	then	ADV
assc-31433	32	3	reorganize	reorganize	VERB
assc-31433	32	4	and	and	CCONJ
assc-31433	32	5	reconstruct	reconstruct	VERB
assc-31433	32	6	the	the	DET
assc-31433	32	7	captured	capture	VERB
assc-31433	32	8	packets	packet	NOUN
assc-31433	32	9	to	to	PART
assc-31433	32	10	restore	restore	VERB
assc-31433	32	11	the	the	DET
assc-31433	32	12	original	original	ADJ
assc-31433	32	13	state	state	NOUN
assc-31433	32	14	of	of	ADP
assc-31433	32	15	network	network	NOUN
assc-31433	32	16	communications	communication	NOUN
assc-31433	32	17	.	.	PUNCT
assc-31433	33	1	next	next	ADV
assc-31433	33	2	,	,	PUNCT
assc-31433	33	3	nids	nid	NOUN
assc-31433	33	4	perform	perform	VERB
assc-31433	33	5	in	in	ADP
assc-31433	33	6	-	-	PUNCT
assc-31433	33	7	depth	depth	NOUN
assc-31433	33	8	analysis	analysis	NOUN
assc-31433	33	9	of	of	ADP
assc-31433	33	10	the	the	DET
assc-31433	33	11	reconstructed	reconstructed	ADJ
assc-31433	33	12	traffic	traffic	NOUN
assc-31433	33	13	,	,	PUNCT
assc-31433	33	14	including	include	VERB
assc-31433	33	15	protocol	protocol	NOUN
assc-31433	33	16	parsing	parsing	NOUN
assc-31433	33	17	and	and	CCONJ
assc-31433	33	18	traffic	traffic	NOUN
assc-31433	33	19	feature	feature	NOUN
assc-31433	33	20	extraction	extraction	NOUN
assc-31433	33	21	,	,	PUNCT
assc-31433	33	22	to	to	PART
assc-31433	33	23	identify	identify	VERB
assc-31433	33	24	security	security	NOUN
assc-31433	33	25	threats	threat	NOUN
assc-31433	33	26	in	in	ADP
assc-31433	33	27	the	the	DET
assc-31433	33	28	network	network	NOUN
assc-31433	33	29	.	.	PUNCT
assc-31433	34	1	based	base	VERB
assc-31433	34	2	on	on	ADP
assc-31433	34	3	predefined	predefine	VERB
assc-31433	34	4	rules	rule	NOUN
assc-31433	34	5	,	,	PUNCT
assc-31433	34	6	signatures	signature	NOUN
assc-31433	34	7	,	,	PUNCT
assc-31433	34	8	or	or	CCONJ
assc-31433	34	9	behavioral	behavioral	ADJ
assc-31433	34	10	patterns	pattern	NOUN
assc-31433	34	11	,	,	PUNCT
assc-31433	34	12	nids	nid	VERB
assc-31433	34	13	matches	match	NOUN
assc-31433	34	14	and	and	CCONJ
assc-31433	34	15	detects	detect	NOUN
assc-31433	34	16	traffic	traffic	NOUN
assc-31433	34	17	for	for	ADP
assc-31433	34	18	potential	potential	ADJ
assc-31433	34	19	intrusions	intrusion	NOUN
assc-31433	34	20	.	.	PUNCT
assc-31433	35	1	once	once	ADV
assc-31433	35	2	abnormal	abnormal	ADJ
assc-31433	35	3	or	or	CCONJ
assc-31433	35	4	suspicious	suspicious	ADJ
assc-31433	35	5	network	network	NOUN
assc-31433	35	6	activity	activity	NOUN
assc-31433	35	7	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	NOUN
assc-31433	35	8	advances	advance	NOUN
assc-31433	35	9	in	in	ADP
assc-31433	35	10	social	social	ADJ
assc-31433	35	11	science	science	NOUN
assc-31433	35	12	and	and	CCONJ
assc-31433	35	13	culture	culture	NOUN
assc-31433	35	14	vol	vol	NOUN
assc-31433	35	15	.	.	PROPN
assc-31433	36	1	5	5	NUM
assc-31433	36	2	,	,	PUNCT
assc-31433	36	3	no	no	INTJ
assc-31433	36	4	.	.	NOUN
assc-31433	36	5	3	3	NUM
assc-31433	36	6	,	,	PUNCT
assc-31433	36	7	2023	2023	NUM
assc-31433	36	8	68	68	NUM
assc-31433	36	9	published	publish	VERB
assc-31433	36	10	by	by	ADP
assc-31433	36	11	scholink	scholink	PROPN
assc-31433	36	12	inc	inc	PROPN
assc-31433	36	13	.	.	PROPN
assc-31433	36	14	is	be	AUX
assc-31433	36	15	detected	detect	VERB
assc-31433	36	16	,	,	PUNCT
assc-31433	36	17	nids	nid	VERB
assc-31433	36	18	generates	generate	VERB
assc-31433	36	19	alerts	alert	NOUN
assc-31433	36	20	or	or	CCONJ
assc-31433	36	21	reports	report	NOUN
assc-31433	36	22	to	to	PART
assc-31433	36	23	notify	notify	VERB
assc-31433	36	24	administrators	administrator	NOUN
assc-31433	36	25	or	or	CCONJ
assc-31433	36	26	security	security	NOUN
assc-31433	36	27	teams	team	NOUN
assc-31433	36	28	to	to	PART
assc-31433	36	29	take	take	VERB
assc-31433	36	30	appropriate	appropriate	ADJ
assc-31433	36	31	countermeasures	countermeasure	NOUN
assc-31433	36	32	.	.	PUNCT
assc-31433	37	1	in	in	ADP
assc-31433	37	2	contrast	contrast	NOUN
assc-31433	37	3	,	,	PUNCT
assc-31433	37	4	nips	nip	NOUN
assc-31433	37	5	not	not	PART
assc-31433	37	6	only	only	ADV
assc-31433	37	7	has	have	VERB
assc-31433	37	8	the	the	DET
assc-31433	37	9	capability	capability	NOUN
assc-31433	37	10	to	to	PART
assc-31433	37	11	detect	detect	VERB
assc-31433	37	12	potential	potential	ADJ
assc-31433	37	13	security	security	NOUN
assc-31433	37	14	threats	threat	NOUN
assc-31433	37	15	,	,	PUNCT
assc-31433	37	16	but	but	CCONJ
assc-31433	37	17	can	can	AUX
assc-31433	37	18	also	also	ADV
assc-31433	37	19	take	take	VERB
assc-31433	37	20	proactive	proactive	ADJ
assc-31433	37	21	steps	step	NOUN
assc-31433	37	22	to	to	PART
assc-31433	37	23	stop	stop	VERB
assc-31433	37	24	and	and	CCONJ
assc-31433	37	25	defend	defend	VERB
assc-31433	37	26	against	against	ADP
assc-31433	37	27	them	they	PRON
assc-31433	37	28	.	.	PUNCT
assc-31433	38	1	the	the	DET
assc-31433	38	2	fundamentals	fundamental	NOUN
assc-31433	38	3	of	of	ADP
assc-31433	38	4	nips	nip	NOUN
assc-31433	38	5	include	include	VERB
assc-31433	38	6	threat	threat	NOUN
assc-31433	38	7	detection	detection	NOUN
assc-31433	38	8	,	,	PUNCT
assc-31433	38	9	threat	threat	NOUN
assc-31433	38	10	response	response	NOUN
assc-31433	38	11	,	,	PUNCT
assc-31433	38	12	real	real	ADJ
assc-31433	38	13	-	-	PUNCT
assc-31433	38	14	time	time	NOUN
assc-31433	38	15	updates	update	NOUN
assc-31433	38	16	,	,	PUNCT
assc-31433	38	17	and	and	CCONJ
assc-31433	38	18	logging	log	VERB
assc-31433	38	19	and	and	CCONJ
assc-31433	38	20	analysis	analysis	NOUN
assc-31433	38	21	.	.	PUNCT
assc-31433	39	1	nips	nip	NOUN
assc-31433	39	2	analyzes	analyze	VERB
assc-31433	39	3	and	and	CCONJ
assc-31433	39	4	detects	detect	NOUN
assc-31433	39	5	network	network	NOUN
assc-31433	39	6	traffic	traffic	NOUN
assc-31433	39	7	to	to	PART
assc-31433	39	8	identify	identify	VERB
assc-31433	39	9	potential	potential	ADJ
assc-31433	39	10	intrusions	intrusion	NOUN
assc-31433	39	11	through	through	ADP
assc-31433	39	12	nids	nid	NOUN
assc-31433	39	13	-	-	PUNCT
assc-31433	39	14	like	like	ADJ
assc-31433	39	15	technology	technology	NOUN
assc-31433	39	16	.	.	PUNCT
assc-31433	40	1	once	once	ADV
assc-31433	40	2	a	a	DET
assc-31433	40	3	security	security	NOUN
assc-31433	40	4	threat	threat	NOUN
assc-31433	40	5	is	be	AUX
assc-31433	40	6	detected	detect	VERB
assc-31433	40	7	,	,	PUNCT
assc-31433	40	8	nips	nip	NOUN
assc-31433	40	9	will	will	AUX
assc-31433	40	10	take	take	VERB
assc-31433	40	11	appropriate	appropriate	ADJ
assc-31433	40	12	defense	defense	NOUN
assc-31433	40	13	measures	measure	NOUN
assc-31433	40	14	,	,	PUNCT
assc-31433	40	15	such	such	ADJ
assc-31433	40	16	as	as	ADP
assc-31433	40	17	blocking	block	VERB
assc-31433	40	18	traffic	traffic	NOUN
assc-31433	40	19	or	or	CCONJ
assc-31433	40	20	blocking	block	VERB
assc-31433	40	21	the	the	DET
assc-31433	40	22	source	source	NOUN
assc-31433	40	23	of	of	ADP
assc-31433	40	24	the	the	DET
assc-31433	40	25	attack	attack	NOUN
assc-31433	40	26	,	,	PUNCT
assc-31433	40	27	according	accord	VERB
assc-31433	40	28	to	to	ADP
assc-31433	40	29	pre	pre	ADJ
assc-31433	40	30	-	-	ADJ
assc-31433	40	31	set	set	ADJ
assc-31433	40	32	policies	policy	NOUN
assc-31433	40	33	and	and	CCONJ
assc-31433	40	34	rules	rule	NOUN
assc-31433	40	35	.	.	PUNCT
assc-31433	41	1	at	at	ADP
assc-31433	41	2	the	the	DET
assc-31433	41	3	same	same	ADJ
assc-31433	41	4	time	time	NOUN
assc-31433	41	5	,	,	PUNCT
assc-31433	41	6	nips	nip	NOUN
assc-31433	41	7	needs	need	VERB
assc-31433	41	8	to	to	PART
assc-31433	41	9	be	be	AUX
assc-31433	41	10	kept	keep	VERB
assc-31433	41	11	in	in	ADP
assc-31433	41	12	sync	sync	NOUN
assc-31433	41	13	with	with	ADP
assc-31433	41	14	the	the	DET
assc-31433	41	15	latest	late	ADJ
assc-31433	41	16	threat	threat	NOUN
assc-31433	41	17	intelligence	intelligence	NOUN
assc-31433	41	18	and	and	CCONJ
assc-31433	41	19	defense	defense	NOUN
assc-31433	41	20	policies	policy	NOUN
assc-31433	41	21	,	,	PUNCT
assc-31433	41	22	by	by	ADP
assc-31433	41	23	updating	update	VERB
assc-31433	41	24	them	they	PRON
assc-31433	41	25	in	in	ADP
assc-31433	41	26	real	real	ADJ
assc-31433	41	27	time	time	NOUN
assc-31433	41	28	to	to	PART
assc-31433	41	29	cope	cope	VERB
assc-31433	41	30	with	with	ADP
assc-31433	41	31	evolving	evolve	VERB
assc-31433	41	32	network	network	NOUN
assc-31433	41	33	attacks	attack	NOUN
assc-31433	41	34	.	.	PUNCT
assc-31433	42	1	nips	nip	NOUN
assc-31433	42	2	records	record	VERB
assc-31433	42	3	all	all	DET
assc-31433	42	4	security	security	NOUN
assc-31433	42	5	events	event	NOUN
assc-31433	42	6	and	and	CCONJ
assc-31433	42	7	response	response	NOUN
assc-31433	42	8	operations	operation	NOUN
assc-31433	42	9	,	,	PUNCT
assc-31433	42	10	and	and	CCONJ
assc-31433	42	11	generates	generate	VERB
assc-31433	42	12	detailed	detailed	ADJ
assc-31433	42	13	logs	log	NOUN
assc-31433	42	14	for	for	ADP
assc-31433	42	15	subsequent	subsequent	ADJ
assc-31433	42	16	auditing	auditing	NOUN
assc-31433	42	17	and	and	CCONJ
assc-31433	42	18	analysis	analysis	NOUN
assc-31433	42	19	.	.	PUNCT
assc-31433	43	1	as	as	SCONJ
assc-31433	43	2	network	network	NOUN
assc-31433	43	3	security	security	NOUN
assc-31433	43	4	devices	device	NOUN
assc-31433	43	5	,	,	PUNCT
assc-31433	43	6	nids	nid	NOUN
assc-31433	43	7	/	/	SYM
assc-31433	43	8	nips	nip	NOUN
assc-31433	43	9	play	play	VERB
assc-31433	43	10	a	a	DET
assc-31433	43	11	key	key	ADJ
assc-31433	43	12	role	role	NOUN
assc-31433	43	13	in	in	ADP
assc-31433	43	14	protecting	protect	VERB
assc-31433	43	15	the	the	DET
assc-31433	43	16	internet	internet	NOUN
assc-31433	43	17	infrastructure	infrastructure	NOUN
assc-31433	43	18	.	.	PUNCT
assc-31433	44	1	they	they	PRON
assc-31433	44	2	help	help	VERB
assc-31433	44	3	secure	secure	VERB
assc-31433	44	4	network	network	NOUN
assc-31433	44	5	systems	system	NOUN
assc-31433	44	6	and	and	CCONJ
assc-31433	44	7	data	datum	NOUN
assc-31433	44	8	by	by	ADP
assc-31433	44	9	monitoring	monitor	VERB
assc-31433	44	10	network	network	NOUN
assc-31433	44	11	traffic	traffic	NOUN
assc-31433	44	12	in	in	ADP
assc-31433	44	13	real	real	ADJ
assc-31433	44	14	time	time	NOUN
assc-31433	44	15	,	,	PUNCT
assc-31433	44	16	identifying	identify	VERB
assc-31433	44	17	security	security	NOUN
assc-31433	44	18	threats	threat	NOUN
assc-31433	44	19	,	,	PUNCT
assc-31433	44	20	taking	take	VERB
assc-31433	44	21	defensive	defensive	ADJ
assc-31433	44	22	measures	measure	NOUN
assc-31433	44	23	,	,	PUNCT
assc-31433	44	24	and	and	CCONJ
assc-31433	44	25	providing	provide	VERB
assc-31433	44	26	detailed	detailed	ADJ
assc-31433	44	27	reports	report	NOUN
assc-31433	44	28	.	.	PUNCT
assc-31433	45	1	the	the	DET
assc-31433	45	2	functions	function	NOUN
assc-31433	45	3	of	of	ADP
assc-31433	45	4	nids	nid	NOUN
assc-31433	45	5	/	/	SYM
assc-31433	45	6	nips	nip	NOUN
assc-31433	45	7	are	be	AUX
assc-31433	45	8	not	not	PART
assc-31433	45	9	limited	limit	VERB
assc-31433	45	10	to	to	ADP
assc-31433	45	11	detecting	detect	VERB
assc-31433	45	12	intrusions	intrusion	NOUN
assc-31433	45	13	,	,	PUNCT
assc-31433	45	14	but	but	CCONJ
assc-31433	45	15	also	also	ADV
assc-31433	45	16	include	include	VERB
assc-31433	45	17	real	real	ADJ
assc-31433	45	18	-	-	PUNCT
assc-31433	45	19	time	time	NOUN
assc-31433	45	20	response	response	NOUN
assc-31433	45	21	and	and	CCONJ
assc-31433	45	22	defense	defense	NOUN
assc-31433	45	23	,	,	PUNCT
assc-31433	45	24	in	in	ADP
assc-31433	45	25	-	-	PUNCT
assc-31433	45	26	depth	depth	NOUN
assc-31433	45	27	analysis	analysis	NOUN
assc-31433	45	28	and	and	CCONJ
assc-31433	45	29	reporting	reporting	NOUN
assc-31433	45	30	,	,	PUNCT
assc-31433	45	31	and	and	CCONJ
assc-31433	45	32	threat	threat	NOUN
assc-31433	45	33	intelligence	intelligence	NOUN
assc-31433	45	34	and	and	CCONJ
assc-31433	45	35	updates	update	NOUN
assc-31433	45	36	.	.	PUNCT
assc-31433	46	1	continuous	continuous	ADJ
assc-31433	46	2	research	research	NOUN
assc-31433	46	3	and	and	CCONJ
assc-31433	46	4	improvement	improvement	NOUN
assc-31433	46	5	of	of	ADP
assc-31433	46	6	nids	nid	NOUN
assc-31433	46	7	/	/	SYM
assc-31433	46	8	nips	nip	NOUN
assc-31433	46	9	technologies	technology	NOUN
assc-31433	46	10	and	and	CCONJ
assc-31433	46	11	methodologies	methodology	NOUN
assc-31433	46	12	are	be	AUX
assc-31433	46	13	critical	critical	ADJ
assc-31433	46	14	to	to	ADP
assc-31433	46	15	securing	secure	VERB
assc-31433	46	16	the	the	DET
assc-31433	46	17	internet	internet	NOUN
assc-31433	46	18	infrastructure	infrastructure	NOUN
assc-31433	46	19	.	.	PUNCT
assc-31433	47	1	future	future	ADJ
assc-31433	47	2	directions	direction	NOUN
assc-31433	47	3	may	may	AUX
assc-31433	47	4	involve	involve	VERB
assc-31433	47	5	more	more	ADV
assc-31433	47	6	efficient	efficient	ADJ
assc-31433	47	7	data	datum	NOUN
assc-31433	47	8	processing	processing	NOUN
assc-31433	47	9	,	,	PUNCT
assc-31433	47	10	intelligent	intelligent	ADJ
assc-31433	47	11	threat	threat	NOUN
assc-31433	47	12	identification	identification	NOUN
assc-31433	47	13	and	and	CCONJ
assc-31433	47	14	more	more	ADV
assc-31433	47	15	flexible	flexible	ADJ
assc-31433	47	16	defense	defense	NOUN
assc-31433	47	17	mechanisms	mechanism	NOUN
assc-31433	47	18	to	to	PART
assc-31433	47	19	address	address	VERB
assc-31433	47	20	evolving	evolve	VERB
assc-31433	47	21	cybersecurity	cybersecurity	NOUN
assc-31433	47	22	challenges	challenge	NOUN
assc-31433	47	23	.	.	PUNCT
assc-31433	48	1	through	through	ADP
assc-31433	48	2	continuous	continuous	ADJ
assc-31433	48	3	innovation	innovation	NOUN
assc-31433	48	4	and	and	CCONJ
assc-31433	48	5	improved	improved	ADJ
assc-31433	48	6	performance	performance	NOUN
assc-31433	48	7	,	,	PUNCT
assc-31433	48	8	nids	nid	NOUN
assc-31433	48	9	/	/	SYM
assc-31433	48	10	nips	nip	NOUN
assc-31433	48	11	will	will	AUX
assc-31433	48	12	play	play	VERB
assc-31433	48	13	an	an	DET
assc-31433	48	14	even	even	ADV
assc-31433	48	15	more	more	ADV
assc-31433	48	16	important	important	ADJ
assc-31433	48	17	role	role	NOUN
assc-31433	48	18	in	in	ADP
assc-31433	48	19	securing	secure	VERB
assc-31433	48	20	internet	internet	NOUN
assc-31433	48	21	infrastructure	infrastructure	NOUN
assc-31433	48	22	.	.	PUNCT
assc-31433	49	1	3	3	X
assc-31433	49	2	.	.	X
assc-31433	49	3	challenges	challenge	NOUN
assc-31433	49	4	faced	face	VERB
assc-31433	49	5	by	by	ADP
assc-31433	49	6	nids	nid	NOUN
assc-31433	49	7	/	/	SYM
assc-31433	49	8	nips	nip	NOUN
assc-31433	49	9	nids	nid	NOUN
assc-31433	49	10	/	/	SYM
assc-31433	49	11	nips	nip	NOUN
assc-31433	49	12	(	(	PUNCT
assc-31433	49	13	network	network	NOUN
assc-31433	49	14	intrusion	intrusion	NOUN
assc-31433	49	15	detection	detection	NOUN
assc-31433	49	16	/	/	SYM
assc-31433	49	17	prevention	prevention	NOUN
assc-31433	49	18	system	system	NOUN
assc-31433	49	19	)	)	PUNCT
assc-31433	49	20	,	,	PUNCT
assc-31433	49	21	as	as	ADP
assc-31433	49	22	a	a	DET
assc-31433	49	23	network	network	NOUN
assc-31433	49	24	security	security	NOUN
assc-31433	49	25	device	device	NOUN
assc-31433	49	26	,	,	PUNCT
assc-31433	49	27	plays	play	VERB
assc-31433	49	28	a	a	DET
assc-31433	49	29	key	key	ADJ
assc-31433	49	30	role	role	NOUN
assc-31433	49	31	in	in	ADP
assc-31433	49	32	protecting	protect	VERB
assc-31433	49	33	the	the	DET
assc-31433	49	34	internet	internet	NOUN
assc-31433	49	35	infrastructure	infrastructure	NOUN
assc-31433	49	36	.	.	PUNCT
assc-31433	50	1	however	however	ADV
assc-31433	50	2	,	,	PUNCT
assc-31433	50	3	with	with	ADP
assc-31433	50	4	the	the	DET
assc-31433	50	5	increase	increase	NOUN
assc-31433	50	6	in	in	ADP
assc-31433	50	7	internet	internet	NOUN
assc-31433	50	8	traffic	traffic	NOUN
assc-31433	50	9	and	and	CCONJ
assc-31433	50	10	the	the	DET
assc-31433	50	11	continuous	continuous	ADJ
assc-31433	50	12	evolution	evolution	NOUN
assc-31433	50	13	of	of	ADP
assc-31433	50	14	network	network	NOUN
assc-31433	50	15	attack	attack	NOUN
assc-31433	50	16	methods	method	NOUN
assc-31433	50	17	,	,	PUNCT
assc-31433	50	18	nids	nid	NOUN
assc-31433	50	19	/	/	SYM
assc-31433	50	20	nips	nip	NOUN
assc-31433	50	21	is	be	AUX
assc-31433	50	22	facing	face	VERB
assc-31433	50	23	serious	serious	ADJ
assc-31433	50	24	performance	performance	NOUN
assc-31433	50	25	challenges	challenge	NOUN
assc-31433	50	26	.	.	PUNCT
assc-31433	51	1	how	how	SCONJ
assc-31433	51	2	to	to	PART
assc-31433	51	3	improve	improve	VERB
assc-31433	51	4	the	the	DET
assc-31433	51	5	performance	performance	NOUN
assc-31433	51	6	of	of	ADP
assc-31433	51	7	nids	nid	NOUN
assc-31433	51	8	/	/	SYM
assc-31433	51	9	nips	nip	NOUN
assc-31433	51	10	has	have	AUX
assc-31433	51	11	become	become	VERB
assc-31433	51	12	a	a	DET
assc-31433	51	13	hot	hot	ADJ
assc-31433	51	14	topic	topic	NOUN
assc-31433	51	15	in	in	ADP
assc-31433	51	16	the	the	DET
assc-31433	51	17	field	field	NOUN
assc-31433	51	18	of	of	ADP
assc-31433	51	19	network	network	NOUN
assc-31433	51	20	security	security	NOUN
assc-31433	51	21	research	research	NOUN
assc-31433	51	22	.	.	PUNCT
assc-31433	52	1	first	first	ADV
assc-31433	52	2	of	of	ADP
assc-31433	52	3	all	all	PRON
assc-31433	52	4	,	,	PUNCT
assc-31433	52	5	large	large	ADJ
assc-31433	52	6	-	-	PUNCT
assc-31433	52	7	scale	scale	NOUN
assc-31433	52	8	internet	internet	NOUN
assc-31433	52	9	traffic	traffic	NOUN
assc-31433	52	10	requires	require	VERB
assc-31433	52	11	nids	nid	NOUN
assc-31433	52	12	/	/	SYM
assc-31433	52	13	nips	nip	NOUN
assc-31433	52	14	to	to	PART
assc-31433	52	15	be	be	AUX
assc-31433	52	16	able	able	ADJ
assc-31433	52	17	to	to	PART
assc-31433	52	18	handle	handle	VERB
assc-31433	52	19	massive	massive	ADJ
assc-31433	52	20	packets	packet	NOUN
assc-31433	52	21	and	and	CCONJ
assc-31433	52	22	quickly	quickly	ADV
assc-31433	52	23	and	and	CCONJ
assc-31433	52	24	accurately	accurately	ADV
assc-31433	52	25	identify	identify	VERB
assc-31433	52	26	and	and	CCONJ
assc-31433	52	27	classify	classify	VERB
assc-31433	52	28	potential	potential	ADJ
assc-31433	52	29	security	security	NOUN
assc-31433	52	30	threats	threat	NOUN
assc-31433	52	31	.	.	PUNCT
assc-31433	53	1	the	the	DET
assc-31433	53	2	popularity	popularity	NOUN
assc-31433	53	3	of	of	ADP
assc-31433	53	4	the	the	DET
assc-31433	53	5	internet	internet	NOUN
assc-31433	53	6	makes	make	VERB
assc-31433	53	7	the	the	DET
assc-31433	53	8	scale	scale	NOUN
assc-31433	53	9	and	and	CCONJ
assc-31433	53	10	complexity	complexity	NOUN
assc-31433	53	11	of	of	ADP
assc-31433	53	12	network	network	NOUN
assc-31433	53	13	traffic	traffic	NOUN
assc-31433	53	14	increase	increase	NOUN
assc-31433	53	15	greatly	greatly	ADV
assc-31433	53	16	,	,	PUNCT
assc-31433	53	17	which	which	PRON
assc-31433	53	18	puts	put	VERB
assc-31433	53	19	forward	forward	ADV
assc-31433	53	20	higher	high	ADJ
assc-31433	53	21	requirements	requirement	NOUN
assc-31433	53	22	on	on	ADP
assc-31433	53	23	the	the	DET
assc-31433	53	24	performance	performance	NOUN
assc-31433	53	25	of	of	ADP
assc-31433	53	26	nids	nid	NOUN
assc-31433	53	27	/	/	SYM
assc-31433	53	28	nips	nip	NOUN
assc-31433	53	29	.	.	PUNCT
assc-31433	54	1	nids	nid	NOUN
assc-31433	54	2	/	/	SYM
assc-31433	54	3	nips	nip	NOUN
assc-31433	54	4	needs	need	VERB
assc-31433	54	5	to	to	PART
assc-31433	54	6	have	have	VERB
assc-31433	54	7	efficient	efficient	ADJ
assc-31433	54	8	packet	packet	NOUN
assc-31433	54	9	processing	processing	NOUN
assc-31433	54	10	capabilities	capability	NOUN
assc-31433	54	11	,	,	PUNCT
assc-31433	54	12	and	and	CCONJ
assc-31433	54	13	be	be	AUX
assc-31433	54	14	able	able	ADJ
assc-31433	54	15	to	to	PART
assc-31433	54	16	process	process	VERB
assc-31433	54	17	a	a	DET
assc-31433	54	18	large	large	ADJ
assc-31433	54	19	number	number	NOUN
assc-31433	54	20	of	of	ADP
assc-31433	54	21	data	datum	NOUN
assc-31433	54	22	streams	stream	NOUN
assc-31433	54	23	in	in	ADP
assc-31433	54	24	real	real	ADJ
assc-31433	54	25	time	time	NOUN
assc-31433	54	26	in	in	ADP
assc-31433	54	27	a	a	DET
assc-31433	54	28	high	high	ADJ
assc-31433	54	29	-	-	PUNCT
assc-31433	54	30	speed	speed	NOUN
assc-31433	54	31	network	network	NOUN
assc-31433	54	32	environment	environment	NOUN
assc-31433	54	33	,	,	PUNCT
assc-31433	54	34	and	and	CCONJ
assc-31433	54	35	accurately	accurately	ADV
assc-31433	54	36	analyze	analyze	VERB
assc-31433	54	37	and	and	CCONJ
assc-31433	54	38	judge	judge	VERB
assc-31433	54	39	the	the	DET
assc-31433	54	40	security	security	NOUN
assc-31433	54	41	threats	threat	NOUN
assc-31433	54	42	in	in	ADP
assc-31433	54	43	them	they	PRON
assc-31433	54	44	.	.	PUNCT
assc-31433	55	1	in	in	ADP
assc-31433	55	2	addition	addition	NOUN
assc-31433	55	3	,	,	PUNCT
assc-31433	55	4	with	with	ADP
assc-31433	55	5	the	the	DET
assc-31433	55	6	continuous	continuous	ADJ
assc-31433	55	7	growth	growth	NOUN
assc-31433	55	8	of	of	ADP
assc-31433	55	9	network	network	NOUN
assc-31433	55	10	traffic	traffic	NOUN
assc-31433	55	11	,	,	PUNCT
assc-31433	55	12	nids	nid	NOUN
assc-31433	55	13	/	/	SYM
assc-31433	55	14	nips	nip	NOUN
assc-31433	55	15	also	also	ADV
assc-31433	55	16	need	need	VERB
assc-31433	55	17	to	to	PART
assc-31433	55	18	have	have	VERB
assc-31433	55	19	scalability	scalability	NOUN
assc-31433	55	20	,	,	PUNCT
assc-31433	55	21	can	can	AUX
assc-31433	55	22	flexibly	flexibly	ADV
assc-31433	55	23	adapt	adapt	VERB
assc-31433	55	24	to	to	ADP
assc-31433	55	25	changing	change	VERB
assc-31433	55	26	traffic	traffic	NOUN
assc-31433	55	27	load	load	NOUN
assc-31433	55	28	.	.	PUNCT
assc-31433	56	1	secondly	secondly	ADV
assc-31433	56	2	,	,	PUNCT
assc-31433	56	3	the	the	DET
assc-31433	56	4	diversity	diversity	NOUN
assc-31433	56	5	and	and	CCONJ
assc-31433	56	6	complexity	complexity	NOUN
assc-31433	56	7	of	of	ADP
assc-31433	56	8	network	network	NOUN
assc-31433	56	9	attack	attack	NOUN
assc-31433	56	10	methods	method	NOUN
assc-31433	56	11	also	also	ADV
assc-31433	56	12	put	put	VERB
assc-31433	56	13	forward	forward	ADV
assc-31433	56	14	higher	high	ADJ
assc-31433	56	15	requirements	requirement	NOUN
assc-31433	56	16	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	PROPN
assc-31433	56	17	advances	advance	NOUN
assc-31433	56	18	in	in	ADP
assc-31433	56	19	social	social	ADJ
assc-31433	56	20	science	science	NOUN
assc-31433	56	21	and	and	CCONJ
assc-31433	56	22	culture	culture	NOUN
assc-31433	56	23	vol	vol	NOUN
assc-31433	56	24	.	.	PROPN
assc-31433	57	1	5	5	NUM
assc-31433	57	2	,	,	PUNCT
assc-31433	57	3	no	no	INTJ
assc-31433	57	4	.	.	NOUN
assc-31433	57	5	3	3	NUM
assc-31433	57	6	,	,	PUNCT
assc-31433	57	7	2023	2023	NUM
assc-31433	57	8	69	69	NUM
assc-31433	57	9	published	publish	VERB
assc-31433	57	10	by	by	ADP
assc-31433	57	11	scholink	scholink	PROPN
assc-31433	57	12	inc	inc	PROPN
assc-31433	57	13	.	.	PROPN
assc-31433	57	14	for	for	ADP
assc-31433	57	15	the	the	DET
assc-31433	57	16	performance	performance	NOUN
assc-31433	57	17	of	of	ADP
assc-31433	57	18	nids	nid	NOUN
assc-31433	57	19	/	/	SYM
assc-31433	57	20	nips	nip	NOUN
assc-31433	57	21	.	.	PUNCT
assc-31433	58	1	traditional	traditional	ADJ
assc-31433	58	2	security	security	NOUN
assc-31433	58	3	rules	rule	NOUN
assc-31433	58	4	and	and	CCONJ
assc-31433	58	5	signature	signature	NOUN
assc-31433	58	6	detection	detection	NOUN
assc-31433	58	7	methods	method	NOUN
assc-31433	58	8	have	have	AUX
assc-31433	58	9	been	be	AUX
assc-31433	58	10	difficult	difficult	ADJ
assc-31433	58	11	to	to	PART
assc-31433	58	12	meet	meet	VERB
assc-31433	58	13	the	the	DET
assc-31433	58	14	detection	detection	NOUN
assc-31433	58	15	needs	need	NOUN
assc-31433	58	16	of	of	ADP
assc-31433	58	17	new	new	ADJ
assc-31433	58	18	types	type	NOUN
assc-31433	58	19	of	of	ADP
assc-31433	58	20	attacks	attack	NOUN
assc-31433	58	21	.	.	PUNCT
assc-31433	59	1	network	network	NOUN
assc-31433	59	2	intruders	intruder	NOUN
assc-31433	59	3	continue	continue	VERB
assc-31433	59	4	to	to	PART
assc-31433	59	5	innovate	innovate	VERB
assc-31433	59	6	and	and	CCONJ
assc-31433	59	7	evolve	evolve	VERB
assc-31433	59	8	,	,	PUNCT
assc-31433	59	9	using	use	VERB
assc-31433	59	10	more	more	ADV
assc-31433	59	11	covert	covert	ADJ
assc-31433	59	12	and	and	CCONJ
assc-31433	59	13	complex	complex	ADJ
assc-31433	59	14	attacks	attack	NOUN
assc-31433	59	15	,	,	PUNCT
assc-31433	59	16	such	such	ADJ
assc-31433	59	17	as	as	ADP
assc-31433	59	18	zero	zero	NUM
assc-31433	59	19	-	-	PUNCT
assc-31433	59	20	day	day	NOUN
assc-31433	59	21	vulnerability	vulnerability	NOUN
assc-31433	59	22	exploitation	exploitation	NOUN
assc-31433	59	23	,	,	PUNCT
assc-31433	59	24	behavior	behavior	NOUN
assc-31433	59	25	-	-	PUNCT
assc-31433	59	26	based	base	VERB
assc-31433	59	27	intrusion	intrusion	NOUN
assc-31433	59	28	and	and	CCONJ
assc-31433	59	29	so	so	ADV
assc-31433	59	30	on	on	ADV
assc-31433	59	31	.	.	PUNCT
assc-31433	60	1	this	this	PRON
assc-31433	60	2	requires	require	VERB
assc-31433	60	3	nids	nid	NOUN
assc-31433	60	4	/	/	SYM
assc-31433	60	5	nips	nip	NOUN
assc-31433	60	6	to	to	PART
assc-31433	60	7	have	have	VERB
assc-31433	60	8	more	more	ADV
assc-31433	60	9	intelligent	intelligent	ADJ
assc-31433	60	10	and	and	CCONJ
assc-31433	60	11	adaptive	adaptive	ADJ
assc-31433	60	12	detection	detection	NOUN
assc-31433	60	13	capabilities	capability	NOUN
assc-31433	60	14	that	that	PRON
assc-31433	60	15	can	can	AUX
assc-31433	60	16	identify	identify	VERB
assc-31433	60	17	and	and	CCONJ
assc-31433	60	18	stop	stop	VERB
assc-31433	60	19	new	new	ADJ
assc-31433	60	20	types	type	NOUN
assc-31433	60	21	of	of	ADP
assc-31433	60	22	security	security	NOUN
assc-31433	60	23	threats	threat	NOUN
assc-31433	60	24	,	,	PUNCT
assc-31433	60	25	not	not	PART
assc-31433	60	26	just	just	ADV
assc-31433	60	27	limited	limit	VERB
assc-31433	60	28	to	to	ADP
assc-31433	60	29	known	know	VERB
assc-31433	60	30	attack	attack	NOUN
assc-31433	60	31	patterns	pattern	NOUN
assc-31433	60	32	.	.	PUNCT
assc-31433	61	1	therefore	therefore	ADV
assc-31433	61	2	,	,	PUNCT
assc-31433	61	3	researchers	researcher	NOUN
assc-31433	61	4	need	need	VERB
assc-31433	61	5	to	to	PART
assc-31433	61	6	continuously	continuously	ADV
assc-31433	61	7	conduct	conduct	VERB
assc-31433	61	8	research	research	NOUN
assc-31433	61	9	on	on	ADP
assc-31433	61	10	new	new	ADJ
assc-31433	61	11	algorithms	algorithm	NOUN
assc-31433	61	12	and	and	CCONJ
assc-31433	61	13	techniques	technique	NOUN
assc-31433	61	14	to	to	PART
assc-31433	61	15	improve	improve	VERB
assc-31433	61	16	the	the	DET
assc-31433	61	17	detection	detection	NOUN
assc-31433	61	18	capability	capability	NOUN
assc-31433	61	19	of	of	ADP
assc-31433	61	20	nids	nid	NOUN
assc-31433	61	21	/	/	SYM
assc-31433	61	22	nips	nip	NOUN
assc-31433	61	23	for	for	ADP
assc-31433	61	24	unknown	unknown	ADJ
assc-31433	61	25	attacks	attack	NOUN
assc-31433	61	26	.	.	PUNCT
assc-31433	62	1	in	in	ADP
assc-31433	62	2	addition	addition	NOUN
assc-31433	62	3	,	,	PUNCT
assc-31433	62	4	nids	nid	NOUN
assc-31433	62	5	/	/	SYM
assc-31433	62	6	nips	nip	NOUN
assc-31433	62	7	needs	need	VERB
assc-31433	62	8	to	to	PART
assc-31433	62	9	be	be	AUX
assc-31433	62	10	highly	highly	ADV
assc-31433	62	11	reliable	reliable	ADJ
assc-31433	62	12	and	and	CCONJ
assc-31433	62	13	stable	stable	ADJ
assc-31433	62	14	.	.	PUNCT
assc-31433	63	1	due	due	ADP
assc-31433	63	2	to	to	ADP
assc-31433	63	3	its	its	PRON
assc-31433	63	4	critical	critical	ADJ
assc-31433	63	5	position	position	NOUN
assc-31433	63	6	in	in	ADP
assc-31433	63	7	network	network	NOUN
assc-31433	63	8	security	security	NOUN
assc-31433	63	9	,	,	PUNCT
assc-31433	63	10	any	any	DET
assc-31433	63	11	loss	loss	NOUN
assc-31433	63	12	or	or	CCONJ
assc-31433	63	13	omission	omission	NOUN
assc-31433	63	14	of	of	ADP
assc-31433	63	15	packet	packet	NOUN
assc-31433	63	16	detection	detection	NOUN
assc-31433	63	17	may	may	AUX
assc-31433	63	18	lead	lead	VERB
assc-31433	63	19	to	to	ADP
assc-31433	63	20	potential	potential	ADJ
assc-31433	63	21	security	security	NOUN
assc-31433	63	22	risks	risk	NOUN
assc-31433	63	23	.	.	PUNCT
assc-31433	64	1	therefore	therefore	ADV
assc-31433	64	2	,	,	PUNCT
assc-31433	64	3	nids	nid	NOUN
assc-31433	64	4	/	/	SYM
assc-31433	64	5	nips	nip	NOUN
assc-31433	64	6	needs	need	VERB
assc-31433	64	7	to	to	PART
assc-31433	64	8	have	have	VERB
assc-31433	64	9	strong	strong	ADJ
assc-31433	64	10	fault	fault	NOUN
assc-31433	64	11	tolerance	tolerance	NOUN
assc-31433	64	12	and	and	CCONJ
assc-31433	64	13	fault	fault	VERB
assc-31433	64	14	recovery	recovery	NOUN
assc-31433	64	15	mechanisms	mechanism	NOUN
assc-31433	64	16	to	to	PART
assc-31433	64	17	ensure	ensure	VERB
assc-31433	64	18	continuous	continuous	ADJ
assc-31433	64	19	system	system	NOUN
assc-31433	64	20	operation	operation	NOUN
assc-31433	64	21	and	and	CCONJ
assc-31433	64	22	data	datum	NOUN
assc-31433	64	23	integrity	integrity	NOUN
assc-31433	64	24	.	.	PUNCT
assc-31433	65	1	in	in	ADP
assc-31433	65	2	addition	addition	NOUN
assc-31433	65	3	,	,	PUNCT
assc-31433	65	4	nids	nid	NOUN
assc-31433	65	5	/	/	SYM
assc-31433	65	6	nips	nip	NOUN
assc-31433	65	7	needs	need	VERB
assc-31433	65	8	to	to	PART
assc-31433	65	9	have	have	VERB
assc-31433	65	10	the	the	DET
assc-31433	65	11	self	self	NOUN
assc-31433	65	12	-	-	PUNCT
assc-31433	65	13	protection	protection	NOUN
assc-31433	65	14	capability	capability	NOUN
assc-31433	65	15	of	of	ADP
assc-31433	65	16	the	the	DET
assc-31433	65	17	defense	defense	NOUN
assc-31433	65	18	mechanism	mechanism	NOUN
assc-31433	65	19	to	to	PART
assc-31433	65	20	avoid	avoid	VERB
assc-31433	65	21	being	be	AUX
assc-31433	65	22	bypassed	bypass	VERB
assc-31433	65	23	or	or	CCONJ
assc-31433	65	24	damaged	damage	VERB
assc-31433	65	25	by	by	ADP
assc-31433	65	26	attackers	attacker	NOUN
assc-31433	65	27	.	.	PUNCT
assc-31433	66	1	to	to	PART
assc-31433	66	2	address	address	VERB
assc-31433	66	3	these	these	DET
assc-31433	66	4	challenges	challenge	NOUN
assc-31433	66	5	,	,	PUNCT
assc-31433	66	6	researchers	researcher	NOUN
assc-31433	66	7	and	and	CCONJ
assc-31433	66	8	network	network	NOUN
assc-31433	66	9	security	security	NOUN
assc-31433	66	10	experts	expert	NOUN
assc-31433	66	11	have	have	AUX
assc-31433	66	12	proposed	propose	VERB
assc-31433	66	13	a	a	DET
assc-31433	66	14	number	number	NOUN
assc-31433	66	15	of	of	ADP
assc-31433	66	16	key	key	ADJ
assc-31433	66	17	technologies	technology	NOUN
assc-31433	66	18	and	and	CCONJ
assc-31433	66	19	approaches	approach	NOUN
assc-31433	66	20	to	to	PART
assc-31433	66	21	improve	improve	VERB
assc-31433	66	22	the	the	DET
assc-31433	66	23	performance	performance	NOUN
assc-31433	66	24	and	and	CCONJ
assc-31433	66	25	effectiveness	effectiveness	NOUN
assc-31433	66	26	of	of	ADP
assc-31433	66	27	nids	nid	NOUN
assc-31433	66	28	/	/	SYM
assc-31433	66	29	nips	nip	NOUN
assc-31433	66	30	.	.	PUNCT
assc-31433	67	1	these	these	PRON
assc-31433	67	2	include	include	VERB
assc-31433	67	3	high	high	ADJ
assc-31433	67	4	-	-	PUNCT
assc-31433	67	5	speed	speed	NOUN
assc-31433	67	6	packet	packet	NOUN
assc-31433	67	7	processing	processing	NOUN
assc-31433	67	8	techniques	technique	NOUN
assc-31433	67	9	,	,	PUNCT
assc-31433	67	10	intelligent	intelligent	ADJ
assc-31433	67	11	classification	classification	NOUN
assc-31433	67	12	and	and	CCONJ
assc-31433	67	13	identification	identification	NOUN
assc-31433	67	14	algorithms	algorithm	NOUN
assc-31433	67	15	,	,	PUNCT
assc-31433	67	16	distributed	distributed	ADJ
assc-31433	67	17	and	and	CCONJ
assc-31433	67	18	collaborative	collaborative	ADJ
assc-31433	67	19	defense	defense	NOUN
assc-31433	67	20	mechanisms	mechanism	NOUN
assc-31433	67	21	,	,	PUNCT
assc-31433	67	22	and	and	CCONJ
assc-31433	67	23	real	real	ADJ
assc-31433	67	24	-	-	PUNCT
assc-31433	67	25	time	time	NOUN
assc-31433	67	26	response	response	NOUN
assc-31433	67	27	and	and	CCONJ
assc-31433	67	28	automated	automated	ADJ
assc-31433	67	29	defense	defense	NOUN
assc-31433	67	30	.	.	PUNCT
assc-31433	68	1	by	by	ADP
assc-31433	68	2	optimizing	optimize	VERB
assc-31433	68	3	packet	packet	NOUN
assc-31433	68	4	processing	processing	NOUN
assc-31433	68	5	algorithms	algorithm	NOUN
assc-31433	68	6	and	and	CCONJ
assc-31433	68	7	hardware	hardware	NOUN
assc-31433	68	8	acceleration	acceleration	NOUN
assc-31433	68	9	techniques	technique	NOUN
assc-31433	68	10	,	,	PUNCT
assc-31433	68	11	the	the	DET
assc-31433	68	12	packet	packet	NOUN
assc-31433	68	13	processing	processing	NOUN
assc-31433	68	14	speed	speed	NOUN
assc-31433	68	15	and	and	CCONJ
assc-31433	68	16	throughput	throughput	NOUN
assc-31433	68	17	of	of	ADP
assc-31433	68	18	nids	nid	NOUN
assc-31433	68	19	/	/	SYM
assc-31433	68	20	nips	nip	NOUN
assc-31433	68	21	can	can	AUX
assc-31433	68	22	be	be	AUX
assc-31433	68	23	improved	improve	VERB
assc-31433	68	24	.	.	PUNCT
assc-31433	69	1	using	use	VERB
assc-31433	69	2	machine	machine	NOUN
assc-31433	69	3	learning	learning	NOUN
assc-31433	69	4	and	and	CCONJ
assc-31433	69	5	artificial	artificial	ADJ
assc-31433	69	6	intelligence	intelligence	NOUN
assc-31433	69	7	technology	technology	NOUN
assc-31433	69	8	,	,	PUNCT
assc-31433	69	9	intelligent	intelligent	ADJ
assc-31433	69	10	classification	classification	NOUN
assc-31433	69	11	of	of	ADP
assc-31433	69	12	network	network	NOUN
assc-31433	69	13	traffic	traffic	NOUN
assc-31433	69	14	and	and	CCONJ
assc-31433	69	15	threat	threat	NOUN
assc-31433	69	16	identification	identification	NOUN
assc-31433	69	17	can	can	AUX
assc-31433	69	18	be	be	AUX
assc-31433	69	19	realized	realize	VERB
assc-31433	69	20	to	to	PART
assc-31433	69	21	improve	improve	VERB
assc-31433	69	22	detection	detection	NOUN
assc-31433	69	23	accuracy	accuracy	NOUN
assc-31433	69	24	and	and	CCONJ
assc-31433	69	25	efficiency	efficiency	NOUN
assc-31433	69	26	.	.	PUNCT
assc-31433	70	1	establishing	establish	VERB
assc-31433	70	2	a	a	DET
assc-31433	70	3	distributed	distribute	VERB
assc-31433	70	4	nids	nid	NOUN
assc-31433	70	5	/	/	SYM
assc-31433	70	6	nips	nip	NOUN
assc-31433	70	7	system	system	NOUN
assc-31433	70	8	can	can	AUX
assc-31433	70	9	realize	realize	VERB
assc-31433	70	10	the	the	DET
assc-31433	70	11	cooperative	cooperative	ADJ
assc-31433	70	12	work	work	NOUN
assc-31433	70	13	between	between	ADP
assc-31433	70	14	multiple	multiple	ADJ
assc-31433	70	15	nodes	node	NOUN
assc-31433	70	16	and	and	CCONJ
assc-31433	70	17	improve	improve	VERB
assc-31433	70	18	the	the	DET
assc-31433	70	19	overall	overall	ADJ
assc-31433	70	20	security	security	NOUN
assc-31433	70	21	defense	defense	NOUN
assc-31433	70	22	capability	capability	NOUN
assc-31433	70	23	.	.	PUNCT
assc-31433	71	1	combined	combine	VERB
assc-31433	71	2	with	with	ADP
assc-31433	71	3	automated	automate	VERB
assc-31433	71	4	response	response	NOUN
assc-31433	71	5	technology	technology	NOUN
assc-31433	71	6	,	,	PUNCT
assc-31433	71	7	nids	nid	NOUN
assc-31433	71	8	/	/	SYM
assc-31433	71	9	nips	nip	NOUN
assc-31433	71	10	can	can	AUX
assc-31433	71	11	respond	respond	VERB
assc-31433	71	12	to	to	ADP
assc-31433	71	13	security	security	NOUN
assc-31433	71	14	threats	threat	NOUN
assc-31433	71	15	in	in	ADP
assc-31433	71	16	real	real	ADJ
assc-31433	71	17	time	time	NOUN
assc-31433	71	18	,	,	PUNCT
assc-31433	71	19	automatically	automatically	ADV
assc-31433	71	20	take	take	VERB
assc-31433	71	21	defense	defense	NOUN
assc-31433	71	22	measures	measure	NOUN
assc-31433	71	23	,	,	PUNCT
assc-31433	71	24	and	and	CCONJ
assc-31433	71	25	reduce	reduce	VERB
assc-31433	71	26	the	the	DET
assc-31433	71	27	delay	delay	NOUN
assc-31433	71	28	of	of	ADP
assc-31433	71	29	human	human	ADJ
assc-31433	71	30	intervention	intervention	NOUN
assc-31433	71	31	.	.	PUNCT
assc-31433	72	1	4	4	X
assc-31433	72	2	.	.	X
assc-31433	72	3	key	key	ADJ
assc-31433	72	4	technologies	technology	NOUN
assc-31433	72	5	to	to	PART
assc-31433	72	6	improve	improve	VERB
assc-31433	72	7	nids	nid	NOUN
assc-31433	72	8	/	/	SYM
assc-31433	72	9	nips	nip	NOUN
assc-31433	72	10	performance	performance	NOUN
assc-31433	72	11	improving	improve	VERB
assc-31433	72	12	the	the	DET
assc-31433	72	13	performance	performance	NOUN
assc-31433	72	14	of	of	ADP
assc-31433	72	15	nids	nid	NOUN
assc-31433	72	16	/	/	SYM
assc-31433	72	17	nips	nip	NOUN
assc-31433	72	18	(	(	PUNCT
assc-31433	72	19	network	network	NOUN
assc-31433	72	20	intrusion	intrusion	NOUN
assc-31433	72	21	detection	detection	NOUN
assc-31433	72	22	/	/	SYM
assc-31433	72	23	prevention	prevention	NOUN
assc-31433	72	24	system	system	NOUN
assc-31433	72	25	)	)	PUNCT
assc-31433	72	26	is	be	AUX
assc-31433	72	27	an	an	DET
assc-31433	72	28	important	important	ADJ
assc-31433	72	29	research	research	NOUN
assc-31433	72	30	direction	direction	NOUN
assc-31433	72	31	in	in	ADP
assc-31433	72	32	the	the	DET
assc-31433	72	33	field	field	NOUN
assc-31433	72	34	of	of	ADP
assc-31433	72	35	network	network	NOUN
assc-31433	72	36	security	security	NOUN
assc-31433	72	37	,	,	PUNCT
assc-31433	72	38	aiming	aim	VERB
assc-31433	72	39	to	to	PART
assc-31433	72	40	cope	cope	VERB
assc-31433	72	41	with	with	ADP
assc-31433	72	42	the	the	DET
assc-31433	72	43	increasingly	increasingly	ADV
assc-31433	72	44	complex	complex	ADJ
assc-31433	72	45	network	network	NOUN
assc-31433	72	46	attacks	attack	NOUN
assc-31433	72	47	and	and	CCONJ
assc-31433	72	48	the	the	DET
assc-31433	72	49	growing	grow	VERB
assc-31433	72	50	internet	internet	NOUN
assc-31433	72	51	traffic	traffic	NOUN
assc-31433	72	52	.	.	PUNCT
assc-31433	73	1	in	in	ADP
assc-31433	73	2	order	order	NOUN
assc-31433	73	3	to	to	PART
assc-31433	73	4	improve	improve	VERB
assc-31433	73	5	the	the	DET
assc-31433	73	6	performance	performance	NOUN
assc-31433	73	7	of	of	ADP
assc-31433	73	8	nids	nid	NOUN
assc-31433	73	9	/	/	SYM
assc-31433	73	10	nips	nip	NOUN
assc-31433	73	11	,	,	PUNCT
assc-31433	73	12	researchers	researcher	NOUN
assc-31433	73	13	and	and	CCONJ
assc-31433	73	14	network	network	NOUN
assc-31433	73	15	security	security	NOUN
assc-31433	73	16	experts	expert	NOUN
assc-31433	73	17	have	have	AUX
assc-31433	73	18	proposed	propose	VERB
assc-31433	73	19	a	a	DET
assc-31433	73	20	series	series	NOUN
assc-31433	73	21	of	of	ADP
assc-31433	73	22	key	key	ADJ
assc-31433	73	23	techniques	technique	NOUN
assc-31433	73	24	and	and	CCONJ
assc-31433	73	25	methods	method	NOUN
assc-31433	73	26	.	.	PUNCT
assc-31433	74	1	this	this	DET
assc-31433	74	2	section	section	NOUN
assc-31433	74	3	discusses	discuss	VERB
assc-31433	74	4	these	these	DET
assc-31433	74	5	key	key	ADJ
assc-31433	74	6	techniques	technique	NOUN
assc-31433	74	7	and	and	CCONJ
assc-31433	74	8	explores	explore	VERB
assc-31433	74	9	how	how	SCONJ
assc-31433	74	10	they	they	PRON
assc-31433	74	11	can	can	AUX
assc-31433	74	12	enhance	enhance	VERB
assc-31433	74	13	the	the	DET
assc-31433	74	14	performance	performance	NOUN
assc-31433	74	15	of	of	ADP
assc-31433	74	16	nids	nid	NOUN
assc-31433	74	17	/	/	SYM
assc-31433	74	18	nips	nip	NOUN
assc-31433	74	19	.	.	PUNCT
assc-31433	75	1	first	first	ADJ
assc-31433	75	2	,	,	PUNCT
assc-31433	75	3	high	high	ADJ
assc-31433	75	4	-	-	PUNCT
assc-31433	75	5	speed	speed	NOUN
assc-31433	75	6	packet	packet	NOUN
assc-31433	75	7	processing	processing	NOUN
assc-31433	75	8	technology	technology	NOUN
assc-31433	75	9	is	be	AUX
assc-31433	75	10	the	the	DET
assc-31433	75	11	key	key	NOUN
assc-31433	75	12	to	to	ADP
assc-31433	75	13	improving	improve	VERB
assc-31433	75	14	the	the	DET
assc-31433	75	15	performance	performance	NOUN
assc-31433	75	16	of	of	ADP
assc-31433	75	17	nids	nid	NOUN
assc-31433	75	18	/	/	SYM
assc-31433	75	19	nips	nip	NOUN
assc-31433	75	20	.	.	PUNCT
assc-31433	76	1	with	with	ADP
assc-31433	76	2	the	the	DET
assc-31433	76	3	rapid	rapid	ADJ
assc-31433	76	4	growth	growth	NOUN
assc-31433	76	5	of	of	ADP
assc-31433	76	6	internet	internet	NOUN
assc-31433	76	7	traffic	traffic	NOUN
assc-31433	76	8	,	,	PUNCT
assc-31433	76	9	nids	nid	NOUN
assc-31433	76	10	/	/	SYM
assc-31433	76	11	nips	nip	NOUN
assc-31433	76	12	need	need	VERB
assc-31433	76	13	to	to	PART
assc-31433	76	14	process	process	VERB
assc-31433	76	15	a	a	DET
assc-31433	76	16	large	large	ADJ
assc-31433	76	17	number	number	NOUN
assc-31433	76	18	of	of	ADP
assc-31433	76	19	packets	packet	NOUN
assc-31433	76	20	and	and	CCONJ
assc-31433	76	21	perform	perform	VERB
assc-31433	76	22	traffic	traffic	NOUN
assc-31433	76	23	analysis	analysis	NOUN
assc-31433	76	24	and	and	CCONJ
assc-31433	76	25	threat	threat	NOUN
assc-31433	76	26	detection	detection	NOUN
assc-31433	76	27	in	in	ADP
assc-31433	76	28	real	real	ADJ
assc-31433	76	29	time	time	NOUN
assc-31433	76	30	.	.	PUNCT
assc-31433	77	1	to	to	PART
assc-31433	77	2	address	address	VERB
assc-31433	77	3	this	this	DET
assc-31433	77	4	challenge	challenge	NOUN
assc-31433	77	5	,	,	PUNCT
assc-31433	77	6	researchers	researcher	NOUN
assc-31433	77	7	have	have	AUX
assc-31433	77	8	worked	work	VERB
assc-31433	77	9	to	to	PART
assc-31433	77	10	optimize	optimize	VERB
assc-31433	77	11	packet	packet	NOUN
assc-31433	77	12	processing	processing	NOUN
assc-31433	77	13	algorithms	algorithm	NOUN
assc-31433	77	14	and	and	CCONJ
assc-31433	77	15	hardware	hardware	NOUN
assc-31433	77	16	acceleration	acceleration	NOUN
assc-31433	77	17	techniques	technique	NOUN
assc-31433	77	18	.	.	PUNCT
assc-31433	78	1	the	the	DET
assc-31433	78	2	use	use	NOUN
assc-31433	78	3	of	of	ADP
assc-31433	78	4	high	high	ADJ
assc-31433	78	5	-	-	PUNCT
assc-31433	78	6	performance	performance	NOUN
assc-31433	78	7	processors	processor	NOUN
assc-31433	78	8	and	and	CCONJ
assc-31433	78	9	specialized	specialized	ADJ
assc-31433	78	10	hardware	hardware	NOUN
assc-31433	78	11	gas	gas	NOUN
assc-31433	78	12	pedals	pedal	NOUN
assc-31433	78	13	can	can	AUX
assc-31433	78	14	increase	increase	VERB
assc-31433	78	15	packet	packet	NOUN
assc-31433	78	16	processing	processing	NOUN
assc-31433	78	17	speed	speed	NOUN
assc-31433	78	18	and	and	CCONJ
assc-31433	78	19	throughput	throughput	NOUN
assc-31433	78	20	.	.	PUNCT
assc-31433	79	1	in	in	ADP
assc-31433	79	2	addition	addition	NOUN
assc-31433	79	3	,	,	PUNCT
assc-31433	79	4	the	the	DET
assc-31433	79	5	use	use	NOUN
assc-31433	79	6	of	of	ADP
assc-31433	79	7	parallel	parallel	ADJ
assc-31433	79	8	processing	processing	NOUN
assc-31433	79	9	and	and	CCONJ
assc-31433	79	10	pipelining	pipeline	VERB
assc-31433	79	11	techniques	technique	NOUN
assc-31433	79	12	can	can	AUX
assc-31433	79	13	effectively	effectively	ADV
assc-31433	79	14	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	VERB
assc-31433	79	15	advances	advance	NOUN
assc-31433	79	16	in	in	ADP
assc-31433	79	17	social	social	ADJ
assc-31433	79	18	science	science	NOUN
assc-31433	79	19	and	and	CCONJ
assc-31433	79	20	culture	culture	NOUN
assc-31433	79	21	vol	vol	NOUN
assc-31433	79	22	.	.	PROPN
assc-31433	80	1	5	5	NUM
assc-31433	80	2	,	,	PUNCT
assc-31433	80	3	no	no	INTJ
assc-31433	80	4	.	.	NOUN
assc-31433	80	5	3	3	NUM
assc-31433	80	6	,	,	PUNCT
assc-31433	80	7	2023	2023	NUM
assc-31433	80	8	70	70	NUM
assc-31433	80	9	published	publish	VERB
assc-31433	80	10	by	by	ADP
assc-31433	80	11	scholink	scholink	PROPN
assc-31433	80	12	inc	inc	PROPN
assc-31433	80	13	.	.	PROPN
assc-31433	81	1	improve	improve	VERB
assc-31433	81	2	the	the	DET
assc-31433	81	3	efficiency	efficiency	NOUN
assc-31433	81	4	of	of	ADP
assc-31433	81	5	packet	packet	NOUN
assc-31433	81	6	processing	processing	NOUN
assc-31433	81	7	.	.	PUNCT
assc-31433	82	1	there	there	PRON
assc-31433	82	2	are	be	VERB
assc-31433	82	3	also	also	ADV
assc-31433	82	4	some	some	DET
assc-31433	82	5	emerging	emerge	VERB
assc-31433	82	6	technologies	technology	NOUN
assc-31433	82	7	,	,	PUNCT
assc-31433	82	8	such	such	ADJ
assc-31433	82	9	as	as	ADP
assc-31433	82	10	programmable	programmable	ADJ
assc-31433	82	11	data	datum	NOUN
assc-31433	82	12	plane	plane	NOUN
assc-31433	82	13	(	(	PUNCT
assc-31433	82	14	p.	p.	NOUN
assc-31433	82	15	4	4	NUM
assc-31433	82	16	)	)	PUNCT
assc-31433	82	17	and	and	CCONJ
assc-31433	82	18	user	user	NOUN
assc-31433	82	19	-	-	PUNCT
assc-31433	82	20	state	state	NOUN
assc-31433	82	21	data	datum	NOUN
assc-31433	82	22	plane	plane	NOUN
assc-31433	82	23	(	(	PUNCT
assc-31433	82	24	ebpf	ebpf	PROPN
assc-31433	82	25	)	)	PUNCT
assc-31433	82	26	,	,	PUNCT
assc-31433	82	27	which	which	PRON
assc-31433	82	28	can	can	AUX
assc-31433	82	29	improve	improve	VERB
assc-31433	82	30	the	the	DET
assc-31433	82	31	performance	performance	NOUN
assc-31433	82	32	of	of	ADP
assc-31433	82	33	nids	nid	NOUN
assc-31433	82	34	/	/	SYM
assc-31433	82	35	nips	nip	NOUN
assc-31433	82	36	through	through	ADP
assc-31433	82	37	flexible	flexible	ADJ
assc-31433	82	38	packet	packet	NOUN
assc-31433	82	39	processing	processing	NOUN
assc-31433	82	40	and	and	CCONJ
assc-31433	82	41	programming	programming	NOUN
assc-31433	82	42	.	.	PUNCT
assc-31433	83	1	second	second	ADJ
assc-31433	83	2	,	,	PUNCT
assc-31433	83	3	intelligent	intelligent	ADJ
assc-31433	83	4	classification	classification	NOUN
assc-31433	83	5	and	and	CCONJ
assc-31433	83	6	identification	identification	NOUN
assc-31433	83	7	algorithms	algorithm	NOUN
assc-31433	83	8	are	be	AUX
assc-31433	83	9	important	important	ADJ
assc-31433	83	10	techniques	technique	NOUN
assc-31433	83	11	to	to	PART
assc-31433	83	12	improve	improve	VERB
assc-31433	83	13	the	the	DET
assc-31433	83	14	performance	performance	NOUN
assc-31433	83	15	of	of	ADP
assc-31433	83	16	nids	nid	NOUN
assc-31433	83	17	/	/	SYM
assc-31433	83	18	nips	nip	NOUN
assc-31433	83	19	.	.	PUNCT
assc-31433	84	1	traditional	traditional	ADJ
assc-31433	84	2	ruleand	ruleand	NOUN
assc-31433	84	3	signature	signature	NOUN
assc-31433	84	4	-	-	PUNCT
assc-31433	84	5	based	base	VERB
assc-31433	84	6	detection	detection	NOUN
assc-31433	84	7	methods	method	NOUN
assc-31433	84	8	have	have	AUX
assc-31433	84	9	been	be	AUX
assc-31433	84	10	difficult	difficult	ADJ
assc-31433	84	11	to	to	PART
assc-31433	84	12	cope	cope	VERB
assc-31433	84	13	with	with	ADP
assc-31433	84	14	the	the	DET
assc-31433	84	15	ever	ever	ADV
assc-31433	84	16	-	-	PUNCT
assc-31433	84	17	changing	change	VERB
assc-31433	84	18	means	mean	NOUN
assc-31433	84	19	of	of	ADP
assc-31433	84	20	network	network	NOUN
assc-31433	84	21	attacks	attack	NOUN
assc-31433	84	22	.	.	PUNCT
assc-31433	85	1	in	in	ADP
assc-31433	85	2	order	order	NOUN
assc-31433	85	3	to	to	PART
assc-31433	85	4	improve	improve	VERB
assc-31433	85	5	the	the	DET
assc-31433	85	6	accuracy	accuracy	NOUN
assc-31433	85	7	and	and	CCONJ
assc-31433	85	8	efficiency	efficiency	NOUN
assc-31433	85	9	of	of	ADP
assc-31433	85	10	detection	detection	NOUN
assc-31433	85	11	,	,	PUNCT
assc-31433	85	12	researchers	researcher	NOUN
assc-31433	85	13	have	have	AUX
assc-31433	85	14	adopted	adopt	VERB
assc-31433	85	15	machine	machine	NOUN
assc-31433	85	16	learning	learning	NOUN
assc-31433	85	17	and	and	CCONJ
assc-31433	85	18	artificial	artificial	ADJ
assc-31433	85	19	intelligence	intelligence	NOUN
assc-31433	85	20	techniques	technique	NOUN
assc-31433	85	21	.	.	PUNCT
assc-31433	86	1	by	by	ADP
assc-31433	86	2	training	training	NOUN
assc-31433	86	3	and	and	CCONJ
assc-31433	86	4	optimizing	optimizing	NOUN
assc-31433	86	5	models	model	NOUN
assc-31433	86	6	,	,	PUNCT
assc-31433	86	7	nids	nid	NOUN
assc-31433	86	8	/	/	SYM
assc-31433	86	9	nips	nip	NOUN
assc-31433	86	10	can	can	AUX
assc-31433	86	11	automatically	automatically	ADV
assc-31433	86	12	learn	learn	VERB
assc-31433	86	13	and	and	CCONJ
assc-31433	86	14	identify	identify	VERB
assc-31433	86	15	normal	normal	ADJ
assc-31433	86	16	behaviors	behavior	NOUN
assc-31433	86	17	and	and	CCONJ
assc-31433	86	18	abnormal	abnormal	ADJ
assc-31433	86	19	patterns	pattern	NOUN
assc-31433	86	20	in	in	ADP
assc-31433	86	21	network	network	NOUN
assc-31433	86	22	traffic	traffic	NOUN
assc-31433	86	23	,	,	PUNCT
assc-31433	86	24	thus	thus	ADV
assc-31433	86	25	improving	improve	VERB
assc-31433	86	26	the	the	DET
assc-31433	86	27	accuracy	accuracy	NOUN
assc-31433	86	28	of	of	ADP
assc-31433	86	29	threat	threat	NOUN
assc-31433	86	30	detection	detection	NOUN
assc-31433	86	31	.	.	PUNCT
assc-31433	87	1	at	at	ADP
assc-31433	87	2	the	the	DET
assc-31433	87	3	same	same	ADJ
assc-31433	87	4	time	time	NOUN
assc-31433	87	5	,	,	PUNCT
assc-31433	87	6	combined	combine	VERB
assc-31433	87	7	with	with	ADP
assc-31433	87	8	technologies	technology	NOUN
assc-31433	87	9	such	such	ADJ
assc-31433	87	10	as	as	ADP
assc-31433	87	11	deep	deep	ADJ
assc-31433	87	12	learning	learning	NOUN
assc-31433	87	13	and	and	CCONJ
assc-31433	87	14	behavioral	behavioral	ADJ
assc-31433	87	15	analysis	analysis	NOUN
assc-31433	87	16	,	,	PUNCT
assc-31433	87	17	unknown	unknown	ADJ
assc-31433	87	18	attacks	attack	NOUN
assc-31433	87	19	can	can	AUX
assc-31433	87	20	be	be	AUX
assc-31433	87	21	detected	detect	VERB
assc-31433	87	22	and	and	CCONJ
assc-31433	87	23	predicted	predict	VERB
assc-31433	87	24	,	,	PUNCT
assc-31433	87	25	improving	improve	VERB
assc-31433	87	26	the	the	DET
assc-31433	87	27	ability	ability	NOUN
assc-31433	87	28	of	of	ADP
assc-31433	87	29	nids	nid	NOUN
assc-31433	87	30	/	/	SYM
assc-31433	87	31	nips	nip	NOUN
assc-31433	87	32	to	to	PART
assc-31433	87	33	respond	respond	VERB
assc-31433	87	34	to	to	ADP
assc-31433	87	35	new	new	ADJ
assc-31433	87	36	types	type	NOUN
assc-31433	87	37	of	of	ADP
assc-31433	87	38	threats	threat	NOUN
assc-31433	87	39	.	.	PUNCT
assc-31433	88	1	in	in	ADP
assc-31433	88	2	addition	addition	NOUN
assc-31433	88	3	,	,	PUNCT
assc-31433	88	4	distributed	distributed	ADJ
assc-31433	88	5	and	and	CCONJ
assc-31433	88	6	collaborative	collaborative	ADJ
assc-31433	88	7	defense	defense	NOUN
assc-31433	88	8	mechanisms	mechanism	NOUN
assc-31433	88	9	are	be	AUX
assc-31433	88	10	critical	critical	ADJ
assc-31433	88	11	to	to	ADP
assc-31433	88	12	improving	improve	VERB
assc-31433	88	13	nids	nid	NOUN
assc-31433	88	14	/	/	SYM
assc-31433	88	15	nips	nip	NOUN
assc-31433	88	16	performance	performance	NOUN
assc-31433	88	17	.	.	PUNCT
assc-31433	89	1	in	in	ADP
assc-31433	89	2	the	the	DET
assc-31433	89	3	face	face	NOUN
assc-31433	89	4	of	of	ADP
assc-31433	89	5	increasingly	increasingly	ADV
assc-31433	89	6	complex	complex	ADJ
assc-31433	89	7	and	and	CCONJ
assc-31433	89	8	large	large	ADJ
assc-31433	89	9	-	-	PUNCT
assc-31433	89	10	scale	scale	NOUN
assc-31433	89	11	network	network	NOUN
assc-31433	89	12	threats	threat	NOUN
assc-31433	89	13	,	,	PUNCT
assc-31433	89	14	a	a	DET
assc-31433	89	15	single	single	ADJ
assc-31433	89	16	nids	nid	NOUN
assc-31433	89	17	/	/	SYM
assc-31433	89	18	nips	nip	NOUN
assc-31433	89	19	device	device	NOUN
assc-31433	89	20	is	be	AUX
assc-31433	89	21	often	often	ADV
assc-31433	89	22	unable	unable	ADJ
assc-31433	89	23	to	to	PART
assc-31433	89	24	meet	meet	VERB
assc-31433	89	25	the	the	DET
assc-31433	89	26	demand	demand	NOUN
assc-31433	89	27	for	for	ADP
assc-31433	89	28	real	real	ADJ
assc-31433	89	29	-	-	PUNCT
assc-31433	89	30	time	time	NOUN
assc-31433	89	31	detection	detection	NOUN
assc-31433	89	32	and	and	CCONJ
assc-31433	89	33	defense	defense	NOUN
assc-31433	89	34	.	.	PUNCT
assc-31433	90	1	therefore	therefore	ADV
assc-31433	90	2	,	,	PUNCT
assc-31433	90	3	the	the	DET
assc-31433	90	4	establishment	establishment	NOUN
assc-31433	90	5	of	of	ADP
assc-31433	90	6	a	a	DET
assc-31433	90	7	distributed	distribute	VERB
assc-31433	90	8	nids	nid	NOUN
assc-31433	90	9	/	/	SYM
assc-31433	90	10	nips	nip	NOUN
assc-31433	90	11	system	system	NOUN
assc-31433	90	12	can	can	AUX
assc-31433	90	13	effectively	effectively	ADV
assc-31433	90	14	improve	improve	VERB
assc-31433	90	15	the	the	DET
assc-31433	90	16	overall	overall	ADJ
assc-31433	90	17	security	security	NOUN
assc-31433	90	18	defense	defense	NOUN
assc-31433	90	19	capability	capability	NOUN
assc-31433	90	20	through	through	ADP
assc-31433	90	21	the	the	DET
assc-31433	90	22	collaborative	collaborative	ADJ
assc-31433	90	23	work	work	NOUN
assc-31433	90	24	of	of	ADP
assc-31433	90	25	multiple	multiple	ADJ
assc-31433	90	26	nodes	node	NOUN
assc-31433	90	27	.	.	PUNCT
assc-31433	91	1	this	this	DET
assc-31433	91	2	distributed	distribute	VERB
assc-31433	91	3	architecture	architecture	NOUN
assc-31433	91	4	can	can	AUX
assc-31433	91	5	share	share	VERB
assc-31433	91	6	the	the	DET
assc-31433	91	7	traffic	traffic	NOUN
assc-31433	91	8	load	load	NOUN
assc-31433	91	9	and	and	CCONJ
assc-31433	91	10	improve	improve	VERB
assc-31433	91	11	the	the	DET
assc-31433	91	12	scalability	scalability	NOUN
assc-31433	91	13	and	and	CCONJ
assc-31433	91	14	fault	fault	VERB
assc-31433	91	15	tolerance	tolerance	NOUN
assc-31433	91	16	of	of	ADP
assc-31433	91	17	the	the	DET
assc-31433	91	18	system	system	NOUN
assc-31433	91	19	.	.	PUNCT
assc-31433	92	1	at	at	ADP
assc-31433	92	2	the	the	DET
assc-31433	92	3	same	same	ADJ
assc-31433	92	4	time	time	NOUN
assc-31433	92	5	,	,	PUNCT
assc-31433	92	6	nodes	node	NOUN
assc-31433	92	7	can	can	AUX
assc-31433	92	8	strengthen	strengthen	VERB
assc-31433	92	9	security	security	NOUN
assc-31433	92	10	defense	defense	NOUN
assc-31433	92	11	capabilities	capability	NOUN
assc-31433	92	12	by	by	ADP
assc-31433	92	13	sharing	share	VERB
assc-31433	92	14	threat	threat	NOUN
assc-31433	92	15	intelligence	intelligence	NOUN
assc-31433	92	16	and	and	CCONJ
assc-31433	92	17	real	real	ADJ
assc-31433	92	18	-	-	PUNCT
assc-31433	92	19	time	time	NOUN
assc-31433	92	20	collaboration	collaboration	NOUN
assc-31433	92	21	to	to	PART
assc-31433	92	22	detect	detect	VERB
assc-31433	92	23	and	and	CCONJ
assc-31433	92	24	respond	respond	VERB
assc-31433	92	25	to	to	ADP
assc-31433	92	26	security	security	NOUN
assc-31433	92	27	threats	threat	NOUN
assc-31433	92	28	faster	fast	ADV
assc-31433	92	29	.	.	PUNCT
assc-31433	93	1	in	in	ADP
assc-31433	93	2	addition	addition	NOUN
assc-31433	93	3	,	,	PUNCT
assc-31433	93	4	real	real	ADJ
assc-31433	93	5	-	-	PUNCT
assc-31433	93	6	time	time	NOUN
assc-31433	93	7	response	response	NOUN
assc-31433	93	8	and	and	CCONJ
assc-31433	93	9	automated	automate	VERB
assc-31433	93	10	defense	defense	NOUN
assc-31433	93	11	technologies	technology	NOUN
assc-31433	93	12	play	play	VERB
assc-31433	93	13	a	a	DET
assc-31433	93	14	key	key	ADJ
assc-31433	93	15	role	role	NOUN
assc-31433	93	16	in	in	ADP
assc-31433	93	17	improving	improve	VERB
assc-31433	93	18	nids	nid	NOUN
assc-31433	93	19	/	/	SYM
assc-31433	93	20	nips	nip	NOUN
assc-31433	93	21	performance	performance	NOUN
assc-31433	93	22	.	.	PUNCT
assc-31433	94	1	after	after	ADP
assc-31433	94	2	detecting	detect	VERB
assc-31433	94	3	a	a	DET
assc-31433	94	4	security	security	NOUN
assc-31433	94	5	threat	threat	NOUN
assc-31433	94	6	,	,	PUNCT
assc-31433	94	7	nids	nid	NOUN
assc-31433	94	8	/	/	SYM
assc-31433	94	9	nips	nip	NOUN
assc-31433	94	10	needs	need	VERB
assc-31433	94	11	to	to	PART
assc-31433	94	12	be	be	AUX
assc-31433	94	13	able	able	ADJ
assc-31433	94	14	to	to	PART
assc-31433	94	15	quickly	quickly	ADV
assc-31433	94	16	take	take	VERB
assc-31433	94	17	appropriate	appropriate	ADJ
assc-31433	94	18	defensive	defensive	ADJ
assc-31433	94	19	measures	measure	NOUN
assc-31433	94	20	to	to	PART
assc-31433	94	21	stop	stop	VERB
assc-31433	94	22	the	the	DET
assc-31433	94	23	attack	attack	NOUN
assc-31433	94	24	traffic	traffic	NOUN
assc-31433	94	25	and	and	CCONJ
assc-31433	94	26	protect	protect	VERB
assc-31433	94	27	the	the	DET
assc-31433	94	28	attacked	attack	VERB
assc-31433	94	29	system	system	NOUN
assc-31433	94	30	.	.	PUNCT
assc-31433	95	1	to	to	PART
assc-31433	95	2	enable	enable	VERB
assc-31433	95	3	real	real	ADJ
assc-31433	95	4	-	-	PUNCT
assc-31433	95	5	time	time	NOUN
assc-31433	95	6	response	response	NOUN
assc-31433	95	7	and	and	CCONJ
assc-31433	95	8	automated	automate	VERB
assc-31433	95	9	defense	defense	NOUN
assc-31433	95	10	,	,	PUNCT
assc-31433	95	11	researchers	researcher	NOUN
assc-31433	95	12	have	have	AUX
assc-31433	95	13	developed	develop	VERB
assc-31433	95	14	tools	tool	NOUN
assc-31433	95	15	such	such	ADJ
assc-31433	95	16	as	as	ADP
assc-31433	95	17	automated	automate	VERB
assc-31433	95	18	response	response	NOUN
assc-31433	95	19	techniques	technique	NOUN
assc-31433	95	20	and	and	CCONJ
assc-31433	95	21	programmable	programmable	ADJ
assc-31433	95	22	firewalls	firewall	NOUN
assc-31433	95	23	.	.	PUNCT
assc-31433	96	1	these	these	DET
assc-31433	96	2	technologies	technology	NOUN
assc-31433	96	3	automate	automate	VERB
assc-31433	96	4	the	the	DET
assc-31433	96	5	rapid	rapid	ADJ
assc-31433	96	6	response	response	NOUN
assc-31433	96	7	to	to	ADP
assc-31433	96	8	detected	detect	VERB
assc-31433	96	9	threats	threat	NOUN
assc-31433	96	10	,	,	PUNCT
assc-31433	96	11	including	include	VERB
assc-31433	96	12	blocking	block	VERB
assc-31433	96	13	the	the	DET
assc-31433	96	14	source	source	NOUN
assc-31433	96	15	of	of	ADP
assc-31433	96	16	the	the	DET
assc-31433	96	17	attack	attack	NOUN
assc-31433	96	18	,	,	PUNCT
assc-31433	96	19	adjusting	adjust	VERB
assc-31433	96	20	network	network	NOUN
assc-31433	96	21	policies	policy	NOUN
assc-31433	96	22	,	,	PUNCT
assc-31433	96	23	etc	etc	X
assc-31433	96	24	.	.	X
assc-31433	96	25	,	,	PUNCT
assc-31433	96	26	which	which	PRON
assc-31433	96	27	reduces	reduce	VERB
assc-31433	96	28	the	the	DET
assc-31433	96	29	delay	delay	NOUN
assc-31433	96	30	of	of	ADP
assc-31433	96	31	human	human	ADJ
assc-31433	96	32	intervention	intervention	NOUN
assc-31433	96	33	and	and	CCONJ
assc-31433	96	34	improves	improve	VERB
assc-31433	96	35	defense	defense	NOUN
assc-31433	96	36	efficiency	efficiency	NOUN
assc-31433	96	37	.	.	PUNCT
assc-31433	97	1	5	5	X
assc-31433	97	2	.	.	X
assc-31433	97	3	future	future	ADJ
assc-31433	97	4	outlook	outlook	NOUN
assc-31433	97	5	and	and	CCONJ
assc-31433	97	6	challenges	challenge	NOUN
assc-31433	97	7	nids	nid	NOUN
assc-31433	97	8	/	/	SYM
assc-31433	97	9	nips	nip	NOUN
assc-31433	97	10	(	(	PUNCT
assc-31433	97	11	network	network	NOUN
assc-31433	97	12	intrusion	intrusion	NOUN
assc-31433	97	13	detection	detection	NOUN
assc-31433	97	14	/	/	SYM
assc-31433	97	15	prevention	prevention	NOUN
assc-31433	97	16	system	system	NOUN
assc-31433	97	17	)	)	PUNCT
assc-31433	97	18	play	play	VERB
assc-31433	97	19	a	a	DET
assc-31433	97	20	key	key	ADJ
assc-31433	97	21	role	role	NOUN
assc-31433	97	22	in	in	ADP
assc-31433	97	23	protecting	protect	VERB
assc-31433	97	24	the	the	DET
assc-31433	97	25	internet	internet	NOUN
assc-31433	97	26	infrastructure	infrastructure	NOUN
assc-31433	97	27	,	,	PUNCT
assc-31433	97	28	but	but	CCONJ
assc-31433	97	29	still	still	ADV
assc-31433	97	30	face	face	VERB
assc-31433	97	31	many	many	ADJ
assc-31433	97	32	outlooks	outlook	NOUN
assc-31433	97	33	and	and	CCONJ
assc-31433	97	34	challenges	challenge	NOUN
assc-31433	97	35	in	in	ADP
assc-31433	97	36	the	the	DET
assc-31433	97	37	future	future	NOUN
assc-31433	97	38	.	.	PUNCT
assc-31433	98	1	with	with	ADP
assc-31433	98	2	the	the	DET
assc-31433	98	3	rapid	rapid	ADJ
assc-31433	98	4	growth	growth	NOUN
assc-31433	98	5	of	of	ADP
assc-31433	98	6	the	the	DET
assc-31433	98	7	internet	internet	NOUN
assc-31433	98	8	and	and	CCONJ
assc-31433	98	9	the	the	DET
assc-31433	98	10	continuous	continuous	ADJ
assc-31433	98	11	evolution	evolution	NOUN
assc-31433	98	12	of	of	ADP
assc-31433	98	13	cyber	cyber	PROPN
assc-31433	98	14	threats	threat	NOUN
assc-31433	98	15	,	,	PUNCT
assc-31433	98	16	the	the	DET
assc-31433	98	17	role	role	NOUN
assc-31433	98	18	of	of	ADP
assc-31433	98	19	nids	nid	NOUN
assc-31433	98	20	/	/	SYM
assc-31433	98	21	nips	nip	NOUN
assc-31433	98	22	will	will	AUX
assc-31433	98	23	become	become	VERB
assc-31433	98	24	even	even	ADV
assc-31433	98	25	more	more	ADV
assc-31433	98	26	important	important	ADJ
assc-31433	98	27	,	,	PUNCT
assc-31433	98	28	but	but	CCONJ
assc-31433	98	29	it	it	PRON
assc-31433	98	30	also	also	ADV
assc-31433	98	31	needs	need	VERB
assc-31433	98	32	to	to	PART
assc-31433	98	33	meet	meet	VERB
assc-31433	98	34	the	the	DET
assc-31433	98	35	challenges	challenge	NOUN
assc-31433	98	36	of	of	ADP
assc-31433	98	37	technology	technology	NOUN
assc-31433	98	38	,	,	PUNCT
assc-31433	98	39	scale	scale	NOUN
assc-31433	98	40	and	and	CCONJ
assc-31433	98	41	complexity	complexity	NOUN
assc-31433	98	42	.	.	PUNCT
assc-31433	99	1	first	first	ADV
assc-31433	99	2	,	,	PUNCT
assc-31433	99	3	as	as	SCONJ
assc-31433	99	4	the	the	DET
assc-31433	99	5	internet	internet	NOUN
assc-31433	99	6	continues	continue	VERB
assc-31433	99	7	to	to	PART
assc-31433	99	8	expand	expand	VERB
assc-31433	99	9	,	,	PUNCT
assc-31433	99	10	the	the	DET
assc-31433	99	11	scale	scale	NOUN
assc-31433	99	12	and	and	CCONJ
assc-31433	99	13	complexity	complexity	NOUN
assc-31433	99	14	of	of	ADP
assc-31433	99	15	network	network	NOUN
assc-31433	99	16	infrastructure	infrastructure	NOUN
assc-31433	99	17	continues	continue	VERB
assc-31433	99	18	to	to	PART
assc-31433	99	19	grow	grow	VERB
assc-31433	99	20	.	.	PUNCT
assc-31433	100	1	the	the	DET
assc-31433	100	2	interconnection	interconnection	NOUN
assc-31433	100	3	of	of	ADP
assc-31433	100	4	a	a	DET
assc-31433	100	5	large	large	ADJ
assc-31433	100	6	number	number	NOUN
assc-31433	100	7	of	of	ADP
assc-31433	100	8	network	network	NOUN
assc-31433	100	9	devices	device	NOUN
assc-31433	100	10	,	,	PUNCT
assc-31433	100	11	sensors	sensor	NOUN
assc-31433	100	12	,	,	PUNCT
assc-31433	100	13	and	and	CCONJ
assc-31433	100	14	end	end	NOUN
assc-31433	100	15	devices	device	NOUN
assc-31433	100	16	has	have	AUX
assc-31433	100	17	led	lead	VERB
assc-31433	100	18	to	to	ADP
assc-31433	100	19	a	a	DET
assc-31433	100	20	dramatic	dramatic	ADJ
assc-31433	100	21	increase	increase	NOUN
assc-31433	100	22	in	in	ADP
assc-31433	100	23	the	the	DET
assc-31433	100	24	size	size	NOUN
assc-31433	100	25	of	of	ADP
assc-31433	100	26	the	the	DET
assc-31433	100	27	network	network	NOUN
assc-31433	100	28	,	,	PUNCT
assc-31433	100	29	posing	pose	VERB
assc-31433	100	30	even	even	ADV
assc-31433	100	31	greater	great	ADJ
assc-31433	100	32	challenges	challenge	NOUN
assc-31433	100	33	to	to	PART
assc-31433	100	34	nids	nid	NOUN
assc-31433	100	35	/	/	SYM
assc-31433	100	36	nips.nids	nips.nid	NOUN
assc-31433	100	37	/	/	SYM
assc-31433	100	38	nips	nip	NOUN
assc-31433	100	39	need	need	VERB
assc-31433	100	40	to	to	PART
assc-31433	100	41	be	be	AUX
assc-31433	100	42	able	able	ADJ
assc-31433	100	43	to	to	PART
assc-31433	100	44	effectively	effectively	ADV
assc-31433	100	45	process	process	VERB
assc-31433	100	46	and	and	CCONJ
assc-31433	100	47	analyze	analyze	VERB
assc-31433	100	48	massive	massive	ADJ
assc-31433	100	49	amounts	amount	NOUN
assc-31433	100	50	of	of	ADP
assc-31433	100	51	network	network	NOUN
assc-31433	100	52	traffic	traffic	NOUN
assc-31433	100	53	,	,	PUNCT
assc-31433	100	54	as	as	ADV
assc-31433	100	55	well	well	ADV
assc-31433	100	56	as	as	ADP
assc-31433	100	57	adapt	adapt	VERB
assc-31433	100	58	to	to	ADP
assc-31433	100	59	and	and	CCONJ
assc-31433	100	60	understand	understand	VERB
assc-31433	100	61	complex	complex	ADJ
assc-31433	100	62	network	network	NOUN
assc-31433	100	63	topologies	topology	NOUN
assc-31433	100	64	and	and	CCONJ
assc-31433	100	65	protocols	protocol	NOUN
assc-31433	100	66	.	.	PUNCT
assc-31433	101	1	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	PROPN
assc-31433	101	2	advances	advance	VERB
assc-31433	101	3	in	in	ADP
assc-31433	101	4	social	social	ADJ
assc-31433	101	5	science	science	NOUN
assc-31433	101	6	and	and	CCONJ
assc-31433	101	7	culture	culture	NOUN
assc-31433	101	8	vol	vol	NOUN
assc-31433	101	9	.	.	PROPN
assc-31433	102	1	5	5	NUM
assc-31433	102	2	,	,	PUNCT
assc-31433	102	3	no	no	INTJ
assc-31433	102	4	.	.	NOUN
assc-31433	102	5	3	3	NUM
assc-31433	102	6	,	,	PUNCT
assc-31433	102	7	2023	2023	NUM
assc-31433	102	8	71	71	NUM
assc-31433	102	9	published	publish	VERB
assc-31433	102	10	by	by	ADP
assc-31433	102	11	scholink	scholink	PROPN
assc-31433	102	12	inc	inc	PROPN
assc-31433	102	13	.	.	PROPN
assc-31433	103	1	therefore	therefore	ADV
assc-31433	103	2	,	,	PUNCT
assc-31433	103	3	one	one	NUM
assc-31433	103	4	of	of	ADP
assc-31433	103	5	the	the	DET
assc-31433	103	6	future	future	ADJ
assc-31433	103	7	perspectives	perspective	NOUN
assc-31433	103	8	is	be	AUX
assc-31433	103	9	to	to	PART
assc-31433	103	10	build	build	VERB
assc-31433	103	11	nids	nid	NOUN
assc-31433	103	12	/	/	SYM
assc-31433	103	13	nips	nip	NOUN
assc-31433	103	14	systems	system	NOUN
assc-31433	103	15	that	that	PRON
assc-31433	103	16	are	be	AUX
assc-31433	103	17	scalable	scalable	ADJ
assc-31433	103	18	and	and	CCONJ
assc-31433	103	19	efficient	efficient	ADJ
assc-31433	103	20	in	in	ADP
assc-31433	103	21	processing	process	VERB
assc-31433	103	22	large	large	ADJ
assc-31433	103	23	-	-	PUNCT
assc-31433	103	24	scale	scale	NOUN
assc-31433	103	25	data	datum	NOUN
assc-31433	103	26	to	to	PART
assc-31433	103	27	cope	cope	VERB
assc-31433	103	28	with	with	ADP
assc-31433	103	29	the	the	DET
assc-31433	103	30	growing	grow	VERB
assc-31433	103	31	internet	internet	NOUN
assc-31433	103	32	traffic	traffic	NOUN
assc-31433	103	33	and	and	CCONJ
assc-31433	103	34	complex	complex	ADJ
assc-31433	103	35	network	network	NOUN
assc-31433	103	36	environments	environment	NOUN
assc-31433	103	37	.	.	PUNCT
assc-31433	104	1	second	second	ADJ
assc-31433	104	2	,	,	PUNCT
assc-31433	104	3	the	the	DET
assc-31433	104	4	rise	rise	NOUN
assc-31433	104	5	of	of	ADP
assc-31433	104	6	emerging	emerge	VERB
assc-31433	104	7	technologies	technology	NOUN
assc-31433	104	8	and	and	CCONJ
assc-31433	104	9	applications	application	NOUN
assc-31433	104	10	also	also	ADV
assc-31433	104	11	brings	bring	VERB
assc-31433	104	12	new	new	ADJ
assc-31433	104	13	challenges	challenge	NOUN
assc-31433	104	14	to	to	PART
assc-31433	104	15	nids	nid	NOUN
assc-31433	104	16	/	/	SYM
assc-31433	104	17	nips	nip	NOUN
assc-31433	104	18	.	.	PUNCT
assc-31433	105	1	for	for	ADP
assc-31433	105	2	example	example	NOUN
assc-31433	105	3	,	,	PUNCT
assc-31433	105	4	the	the	DET
assc-31433	105	5	rapid	rapid	ADJ
assc-31433	105	6	development	development	NOUN
assc-31433	105	7	of	of	ADP
assc-31433	105	8	technologies	technology	NOUN
assc-31433	105	9	such	such	ADJ
assc-31433	105	10	as	as	ADP
assc-31433	105	11	iot	iot	NOUN
assc-31433	105	12	,	,	PUNCT
assc-31433	105	13	cloud	cloud	NOUN
assc-31433	105	14	computing	computing	NOUN
assc-31433	105	15	,	,	PUNCT
assc-31433	105	16	and	and	CCONJ
assc-31433	105	17	edge	edge	NOUN
assc-31433	105	18	computing	computing	NOUN
assc-31433	105	19	has	have	AUX
assc-31433	105	20	led	lead	VERB
assc-31433	105	21	to	to	ADP
assc-31433	105	22	dramatic	dramatic	ADJ
assc-31433	105	23	changes	change	NOUN
assc-31433	105	24	in	in	ADP
assc-31433	105	25	network	network	NOUN
assc-31433	105	26	boundaries	boundary	NOUN
assc-31433	105	27	and	and	CCONJ
assc-31433	105	28	topologies	topology	NOUN
assc-31433	105	29	.	.	PUNCT
assc-31433	106	1	this	this	PRON
assc-31433	106	2	has	have	AUX
assc-31433	106	3	also	also	ADV
assc-31433	106	4	led	lead	VERB
assc-31433	106	5	to	to	ADP
assc-31433	106	6	the	the	DET
assc-31433	106	7	expansion	expansion	NOUN
assc-31433	106	8	of	of	ADP
assc-31433	106	9	new	new	ADJ
assc-31433	106	10	types	type	NOUN
assc-31433	106	11	of	of	ADP
assc-31433	106	12	network	network	NOUN
assc-31433	106	13	security	security	NOUN
assc-31433	106	14	threats	threat	NOUN
assc-31433	106	15	and	and	CCONJ
assc-31433	106	16	attack	attack	NOUN
assc-31433	106	17	surfaces	surface	NOUN
assc-31433	106	18	.	.	PUNCT
assc-31433	107	1	one	one	NUM
assc-31433	107	2	of	of	ADP
assc-31433	107	3	the	the	DET
assc-31433	107	4	future	future	ADJ
assc-31433	107	5	perspectives	perspective	NOUN
assc-31433	107	6	is	be	AUX
assc-31433	107	7	to	to	PART
assc-31433	107	8	integrate	integrate	VERB
assc-31433	107	9	nids	nid	NOUN
assc-31433	107	10	/	/	SYM
assc-31433	107	11	nips	nip	NOUN
assc-31433	107	12	with	with	ADP
assc-31433	107	13	these	these	DET
assc-31433	107	14	emerging	emerge	VERB
assc-31433	107	15	technologies	technology	NOUN
assc-31433	107	16	and	and	CCONJ
assc-31433	107	17	applications	application	NOUN
assc-31433	107	18	to	to	PART
assc-31433	107	19	develop	develop	VERB
assc-31433	107	20	security	security	NOUN
assc-31433	107	21	monitoring	monitoring	NOUN
assc-31433	107	22	and	and	CCONJ
assc-31433	107	23	defense	defense	NOUN
assc-31433	107	24	solutions	solution	NOUN
assc-31433	107	25	adapted	adapt	VERB
assc-31433	107	26	to	to	ADP
assc-31433	107	27	the	the	DET
assc-31433	107	28	new	new	ADJ
assc-31433	107	29	network	network	NOUN
assc-31433	107	30	environment	environment	NOUN
assc-31433	107	31	.	.	PUNCT
assc-31433	108	1	this	this	PRON
assc-31433	108	2	requires	require	VERB
assc-31433	108	3	nids	nid	NOUN
assc-31433	108	4	/	/	SYM
assc-31433	108	5	nips	nip	NOUN
assc-31433	108	6	to	to	PART
assc-31433	108	7	be	be	AUX
assc-31433	108	8	able	able	ADJ
assc-31433	108	9	to	to	PART
assc-31433	108	10	adapt	adapt	VERB
assc-31433	108	11	to	to	PART
assc-31433	108	12	dynamically	dynamically	ADV
assc-31433	108	13	changing	change	VERB
assc-31433	108	14	network	network	NOUN
assc-31433	108	15	topologies	topology	NOUN
assc-31433	108	16	and	and	CCONJ
assc-31433	108	17	growing	grow	VERB
assc-31433	108	18	device	device	NOUN
assc-31433	108	19	types	type	NOUN
assc-31433	108	20	,	,	PUNCT
assc-31433	108	21	and	and	CCONJ
assc-31433	108	22	to	to	PART
assc-31433	108	23	be	be	AUX
assc-31433	108	24	able	able	ADJ
assc-31433	108	25	to	to	PART
assc-31433	108	26	recognize	recognize	VERB
assc-31433	108	27	and	and	CCONJ
assc-31433	108	28	protect	protect	VERB
assc-31433	108	29	against	against	ADP
assc-31433	108	30	specific	specific	ADJ
assc-31433	108	31	threats	threat	NOUN
assc-31433	108	32	targeting	target	VERB
assc-31433	108	33	emerging	emerge	VERB
assc-31433	108	34	technologies	technology	NOUN
assc-31433	108	35	.	.	PUNCT
assc-31433	109	1	in	in	ADP
assc-31433	109	2	addition	addition	NOUN
assc-31433	109	3	,	,	PUNCT
assc-31433	109	4	with	with	ADP
assc-31433	109	5	the	the	DET
assc-31433	109	6	continuous	continuous	ADJ
assc-31433	109	7	evolution	evolution	NOUN
assc-31433	109	8	and	and	CCONJ
assc-31433	109	9	improvement	improvement	NOUN
assc-31433	109	10	of	of	ADP
assc-31433	109	11	network	network	NOUN
assc-31433	109	12	attacks	attack	NOUN
assc-31433	109	13	,	,	PUNCT
assc-31433	109	14	nids	nid	NOUN
assc-31433	109	15	/	/	SYM
assc-31433	109	16	nips	nip	NOUN
assc-31433	109	17	needs	need	VERB
assc-31433	109	18	to	to	PART
assc-31433	109	19	continuously	continuously	ADV
assc-31433	109	20	improve	improve	VERB
assc-31433	109	21	its	its	PRON
assc-31433	109	22	detection	detection	NOUN
assc-31433	109	23	and	and	CCONJ
assc-31433	109	24	defense	defense	NOUN
assc-31433	109	25	capabilities	capability	NOUN
assc-31433	109	26	.	.	PUNCT
assc-31433	110	1	traditional	traditional	ADJ
assc-31433	110	2	rule	rule	NOUN
assc-31433	110	3	and	and	CCONJ
assc-31433	110	4	signature	signature	NOUN
assc-31433	110	5	detection	detection	NOUN
assc-31433	110	6	methods	method	NOUN
assc-31433	110	7	are	be	AUX
assc-31433	110	8	no	no	ADV
assc-31433	110	9	longer	long	ADV
assc-31433	110	10	able	able	ADJ
assc-31433	110	11	to	to	PART
assc-31433	110	12	cope	cope	VERB
assc-31433	110	13	with	with	ADP
assc-31433	110	14	increasingly	increasingly	ADV
assc-31433	110	15	sophisticated	sophisticated	ADJ
assc-31433	110	16	and	and	CCONJ
assc-31433	110	17	stealthy	stealthy	ADJ
assc-31433	110	18	attack	attack	NOUN
assc-31433	110	19	methods	method	NOUN
assc-31433	110	20	.	.	PUNCT
assc-31433	111	1	therefore	therefore	ADV
assc-31433	111	2	,	,	PUNCT
assc-31433	111	3	one	one	NUM
assc-31433	111	4	of	of	ADP
assc-31433	111	5	the	the	DET
assc-31433	111	6	future	future	ADJ
assc-31433	111	7	perspectives	perspective	NOUN
assc-31433	111	8	is	be	AUX
assc-31433	111	9	to	to	PART
assc-31433	111	10	improve	improve	VERB
assc-31433	111	11	nids	nid	NOUN
assc-31433	111	12	/	/	SYM
assc-31433	111	13	nips	nip	NOUN
assc-31433	111	14	detection	detection	NOUN
assc-31433	111	15	capabilities	capability	NOUN
assc-31433	111	16	for	for	ADP
assc-31433	111	17	unknown	unknown	ADJ
assc-31433	111	18	attacks	attack	NOUN
assc-31433	111	19	and	and	CCONJ
assc-31433	111	20	zero	zero	NUM
assc-31433	111	21	-	-	PUNCT
assc-31433	111	22	day	day	NOUN
assc-31433	111	23	vulnerabilities	vulnerability	NOUN
assc-31433	111	24	by	by	ADP
assc-31433	111	25	introducing	introduce	VERB
assc-31433	111	26	smarter	smart	ADJ
assc-31433	111	27	and	and	CCONJ
assc-31433	111	28	adaptive	adaptive	ADJ
assc-31433	111	29	detection	detection	NOUN
assc-31433	111	30	techniques	technique	NOUN
assc-31433	111	31	,	,	PUNCT
assc-31433	111	32	such	such	ADJ
assc-31433	111	33	as	as	ADP
assc-31433	111	34	machine	machine	NOUN
assc-31433	111	35	learning	learning	NOUN
assc-31433	111	36	,	,	PUNCT
assc-31433	111	37	behavioral	behavioral	ADJ
assc-31433	111	38	analysis	analysis	NOUN
assc-31433	111	39	,	,	PUNCT
assc-31433	111	40	and	and	CCONJ
assc-31433	111	41	artificial	artificial	ADJ
assc-31433	111	42	intelligence	intelligence	NOUN
assc-31433	111	43	.	.	PUNCT
assc-31433	112	1	such	such	ADJ
assc-31433	112	2	technologies	technology	NOUN
assc-31433	112	3	can	can	AUX
assc-31433	112	4	enable	enable	VERB
assc-31433	112	5	automatic	automatic	ADJ
assc-31433	112	6	learning	learning	NOUN
assc-31433	112	7	and	and	CCONJ
assc-31433	112	8	identification	identification	NOUN
assc-31433	112	9	of	of	ADP
assc-31433	112	10	anomalous	anomalous	ADJ
assc-31433	112	11	behaviors	behavior	NOUN
assc-31433	112	12	to	to	PART
assc-31433	112	13	more	more	ADV
assc-31433	112	14	accurately	accurately	ADV
assc-31433	112	15	identify	identify	VERB
assc-31433	112	16	and	and	CCONJ
assc-31433	112	17	stop	stop	VERB
assc-31433	112	18	new	new	ADJ
assc-31433	112	19	types	type	NOUN
assc-31433	112	20	of	of	ADP
assc-31433	112	21	cyber	cyber	NOUN
assc-31433	112	22	threats	threat	NOUN
assc-31433	112	23	.	.	PUNCT
assc-31433	113	1	[	[	X
assc-31433	113	2	12	12	NUM
assc-31433	113	3	-	-	SYM
assc-31433	113	4	13	13	NUM
assc-31433	113	5	]	]	PUNCT
assc-31433	113	6	another	another	DET
assc-31433	113	7	important	important	ADJ
assc-31433	113	8	future	future	ADJ
assc-31433	113	9	outlook	outlook	NOUN
assc-31433	113	10	is	be	AUX
assc-31433	113	11	to	to	PART
assc-31433	113	12	enhance	enhance	VERB
assc-31433	113	13	the	the	DET
assc-31433	113	14	real	real	ADJ
assc-31433	113	15	-	-	PUNCT
assc-31433	113	16	time	time	NOUN
assc-31433	113	17	response	response	NOUN
assc-31433	113	18	and	and	CCONJ
assc-31433	113	19	automated	automate	VERB
assc-31433	113	20	defense	defense	NOUN
assc-31433	113	21	capabilities	capability	NOUN
assc-31433	113	22	of	of	ADP
assc-31433	113	23	nids	nid	NOUN
assc-31433	113	24	/	/	SYM
assc-31433	113	25	nips	nip	NOUN
assc-31433	113	26	.	.	PUNCT
assc-31433	114	1	for	for	ADP
assc-31433	114	2	cyber	cyber	ADJ
assc-31433	114	3	security	security	NOUN
assc-31433	114	4	,	,	PUNCT
assc-31433	114	5	rapid	rapid	ADJ
assc-31433	114	6	detection	detection	NOUN
assc-31433	114	7	and	and	CCONJ
assc-31433	114	8	response	response	NOUN
assc-31433	114	9	is	be	AUX
assc-31433	114	10	critical	critical	ADJ
assc-31433	114	11	.	.	PUNCT
assc-31433	115	1	nids	nid	NOUN
assc-31433	115	2	/	/	SYM
assc-31433	115	3	nips	nip	NOUN
assc-31433	115	4	need	need	VERB
assc-31433	115	5	to	to	PART
assc-31433	115	6	be	be	AUX
assc-31433	115	7	able	able	ADJ
assc-31433	115	8	to	to	PART
assc-31433	115	9	identify	identify	VERB
assc-31433	115	10	and	and	CCONJ
assc-31433	115	11	stop	stop	VERB
assc-31433	115	12	security	security	NOUN
assc-31433	115	13	threats	threat	NOUN
assc-31433	115	14	in	in	ADP
assc-31433	115	15	a	a	DET
assc-31433	115	16	timely	timely	ADJ
assc-31433	115	17	manner	manner	NOUN
assc-31433	115	18	to	to	PART
assc-31433	115	19	minimize	minimize	VERB
assc-31433	115	20	potential	potential	ADJ
assc-31433	115	21	losses	loss	NOUN
assc-31433	115	22	.	.	PUNCT
assc-31433	116	1	one	one	NUM
assc-31433	116	2	of	of	ADP
assc-31433	116	3	the	the	DET
assc-31433	116	4	future	future	ADJ
assc-31433	116	5	perspectives	perspective	NOUN
assc-31433	116	6	is	be	AUX
assc-31433	116	7	to	to	PART
assc-31433	116	8	enable	enable	VERB
assc-31433	116	9	real	real	ADJ
assc-31433	116	10	-	-	PUNCT
assc-31433	116	11	time	time	NOUN
assc-31433	116	12	defense	defense	NOUN
assc-31433	116	13	capabilities	capability	NOUN
assc-31433	116	14	of	of	ADP
assc-31433	116	15	nids	nid	NOUN
assc-31433	116	16	/	/	SYM
assc-31433	116	17	nips	nip	NOUN
assc-31433	116	18	by	by	ADP
assc-31433	116	19	introducing	introduce	VERB
assc-31433	116	20	automated	automate	VERB
assc-31433	116	21	response	response	NOUN
assc-31433	116	22	technologies	technology	NOUN
assc-31433	116	23	and	and	CCONJ
assc-31433	116	24	programmable	programmable	ADJ
assc-31433	116	25	firewalls	firewall	NOUN
assc-31433	116	26	.	.	PUNCT
assc-31433	117	1	this	this	PRON
assc-31433	117	2	will	will	AUX
assc-31433	117	3	enable	enable	VERB
assc-31433	117	4	nids	nid	NOUN
assc-31433	117	5	/	/	SYM
assc-31433	117	6	nips	nip	NOUN
assc-31433	117	7	to	to	PART
assc-31433	117	8	automatically	automatically	ADV
assc-31433	117	9	take	take	VERB
assc-31433	117	10	defensive	defensive	ADJ
assc-31433	117	11	measures	measure	NOUN
assc-31433	117	12	,	,	PUNCT
assc-31433	117	13	such	such	ADJ
assc-31433	117	14	as	as	ADP
assc-31433	117	15	blocking	block	VERB
assc-31433	117	16	attack	attack	NOUN
assc-31433	117	17	sources	source	NOUN
assc-31433	117	18	and	and	CCONJ
assc-31433	117	19	adjusting	adjust	VERB
assc-31433	117	20	network	network	NOUN
assc-31433	117	21	policies	policy	NOUN
assc-31433	117	22	,	,	PUNCT
assc-31433	117	23	based	base	VERB
assc-31433	117	24	on	on	ADP
assc-31433	117	25	predefined	predefine	VERB
assc-31433	117	26	policies	policy	NOUN
assc-31433	117	27	and	and	CCONJ
assc-31433	117	28	rules	rule	NOUN
assc-31433	117	29	,	,	PUNCT
assc-31433	117	30	thus	thus	ADV
assc-31433	117	31	reducing	reduce	VERB
assc-31433	117	32	reliance	reliance	NOUN
assc-31433	117	33	on	on	ADP
assc-31433	117	34	manual	manual	ADJ
assc-31433	117	35	intervention	intervention	NOUN
assc-31433	117	36	and	and	CCONJ
assc-31433	117	37	improving	improve	VERB
assc-31433	117	38	the	the	DET
assc-31433	117	39	efficiency	efficiency	NOUN
assc-31433	117	40	and	and	CCONJ
assc-31433	117	41	timeliness	timeliness	NOUN
assc-31433	117	42	of	of	ADP
assc-31433	117	43	defense	defense	NOUN
assc-31433	117	44	.	.	PUNCT
assc-31433	118	1	despite	despite	SCONJ
assc-31433	118	2	many	many	ADJ
assc-31433	118	3	future	future	ADJ
assc-31433	118	4	prospects	prospect	NOUN
assc-31433	118	5	,	,	PUNCT
assc-31433	118	6	nids	nid	NOUN
assc-31433	118	7	/	/	SYM
assc-31433	118	8	nips	nip	NOUN
assc-31433	118	9	also	also	ADV
assc-31433	118	10	faces	face	VERB
assc-31433	118	11	some	some	DET
assc-31433	118	12	challenges	challenge	NOUN
assc-31433	118	13	.	.	PUNCT
assc-31433	119	1	one	one	NUM
assc-31433	119	2	of	of	ADP
assc-31433	119	3	them	they	PRON
assc-31433	119	4	is	be	AUX
assc-31433	119	5	privacy	privacy	NOUN
assc-31433	119	6	and	and	CCONJ
assc-31433	119	7	compliance	compliance	NOUN
assc-31433	119	8	issues	issue	NOUN
assc-31433	119	9	.	.	PUNCT
assc-31433	120	1	as	as	SCONJ
assc-31433	120	2	data	data	NOUN
assc-31433	120	3	privacy	privacy	NOUN
assc-31433	120	4	and	and	CCONJ
assc-31433	120	5	compliance	compliance	NOUN
assc-31433	120	6	regulations	regulation	NOUN
assc-31433	120	7	tighten	tighten	VERB
assc-31433	120	8	,	,	PUNCT
assc-31433	120	9	nids	nid	NOUN
assc-31433	120	10	/	/	SYM
assc-31433	120	11	nips	nip	NOUN
assc-31433	120	12	needs	need	VERB
assc-31433	120	13	to	to	PART
assc-31433	120	14	ensure	ensure	VERB
assc-31433	120	15	that	that	SCONJ
assc-31433	120	16	it	it	PRON
assc-31433	120	17	does	do	AUX
assc-31433	120	18	not	not	PART
assc-31433	120	19	violate	violate	VERB
assc-31433	120	20	users	user	NOUN
assc-31433	120	21	’	’	PART
assc-31433	120	22	privacy	privacy	NOUN
assc-31433	120	23	rights	right	NOUN
assc-31433	120	24	when	when	SCONJ
assc-31433	120	25	performing	perform	VERB
assc-31433	120	26	traffic	traffic	NOUN
assc-31433	120	27	monitoring	monitoring	NOUN
assc-31433	120	28	and	and	CCONJ
assc-31433	120	29	analysis	analysis	NOUN
assc-31433	120	30	.	.	PUNCT
assc-31433	121	1	in	in	ADP
assc-31433	121	2	addition	addition	NOUN
assc-31433	121	3	,	,	PUNCT
assc-31433	121	4	nids	nid	NOUN
assc-31433	121	5	/	/	SYM
assc-31433	121	6	nips	nip	NOUN
assc-31433	121	7	needs	need	VERB
assc-31433	121	8	to	to	PART
assc-31433	121	9	fulfill	fulfill	VERB
assc-31433	121	10	various	various	ADJ
assc-31433	121	11	industry	industry	NOUN
assc-31433	121	12	standards	standard	NOUN
assc-31433	121	13	and	and	CCONJ
assc-31433	121	14	compliance	compliance	NOUN
assc-31433	121	15	requirements	requirement	NOUN
assc-31433	121	16	,	,	PUNCT
assc-31433	121	17	such	such	ADJ
assc-31433	121	18	as	as	ADP
assc-31433	121	19	pci	pci	PROPN
assc-31433	121	20	dss	dss	NOUN
assc-31433	121	21	,	,	PUNCT
assc-31433	121	22	gdpr	gdpr	NOUN
assc-31433	121	23	,	,	PUNCT
assc-31433	121	24	etc	etc	X
assc-31433	121	25	.	.	X
assc-31433	121	26	,	,	PUNCT
assc-31433	121	27	to	to	PART
assc-31433	121	28	ensure	ensure	VERB
assc-31433	121	29	that	that	SCONJ
assc-31433	121	30	it	it	PRON
assc-31433	121	31	meets	meet	VERB
assc-31433	121	32	the	the	DET
assc-31433	121	33	regulatory	regulatory	ADJ
assc-31433	121	34	requirements	requirement	NOUN
assc-31433	121	35	in	in	ADP
assc-31433	121	36	terms	term	NOUN
assc-31433	121	37	of	of	ADP
assc-31433	121	38	data	data	NOUN
assc-31433	121	39	processing	processing	NOUN
assc-31433	121	40	and	and	CCONJ
assc-31433	121	41	security	security	NOUN
assc-31433	121	42	.	.	PUNCT
assc-31433	122	1	in	in	ADP
assc-31433	122	2	summary	summary	NOUN
assc-31433	122	3	,	,	PUNCT
assc-31433	122	4	nids	nid	NOUN
assc-31433	122	5	/	/	SYM
assc-31433	122	6	nips	nip	NOUN
assc-31433	122	7	plays	play	VERB
assc-31433	122	8	a	a	DET
assc-31433	122	9	key	key	ADJ
assc-31433	122	10	role	role	NOUN
assc-31433	122	11	in	in	ADP
assc-31433	122	12	protecting	protect	VERB
assc-31433	122	13	the	the	DET
assc-31433	122	14	internet	internet	NOUN
assc-31433	122	15	infrastructure	infrastructure	NOUN
assc-31433	122	16	and	and	CCONJ
assc-31433	122	17	faces	face	VERB
assc-31433	122	18	many	many	ADJ
assc-31433	122	19	future	future	ADJ
assc-31433	122	20	prospects	prospect	NOUN
assc-31433	122	21	and	and	CCONJ
assc-31433	122	22	challenges	challenge	NOUN
assc-31433	122	23	.	.	PUNCT
assc-31433	123	1	by	by	ADP
assc-31433	123	2	building	build	VERB
assc-31433	123	3	nids	nid	NOUN
assc-31433	123	4	/	/	SYM
assc-31433	123	5	nips	nip	NOUN
assc-31433	123	6	systems	system	NOUN
assc-31433	123	7	that	that	PRON
assc-31433	123	8	are	be	AUX
assc-31433	123	9	scalable	scalable	ADJ
assc-31433	123	10	and	and	CCONJ
assc-31433	123	11	adaptable	adaptable	ADJ
assc-31433	123	12	to	to	ADP
assc-31433	123	13	emerging	emerge	VERB
assc-31433	123	14	technologies	technology	NOUN
assc-31433	123	15	,	,	PUNCT
assc-31433	123	16	enhancing	enhance	VERB
assc-31433	123	17	detection	detection	NOUN
assc-31433	123	18	and	and	CCONJ
assc-31433	123	19	defense	defense	NOUN
assc-31433	123	20	capabilities	capability	NOUN
assc-31433	123	21	,	,	PUNCT
assc-31433	123	22	and	and	CCONJ
assc-31433	123	23	strengthening	strengthen	VERB
assc-31433	123	24	real	real	ADJ
assc-31433	123	25	-	-	PUNCT
assc-31433	123	26	time	time	NOUN
assc-31433	123	27	response	response	NOUN
assc-31433	123	28	and	and	CCONJ
assc-31433	123	29	automated	automate	VERB
assc-31433	123	30	defense	defense	NOUN
assc-31433	123	31	capabilities	capability	NOUN
assc-31433	123	32	,	,	PUNCT
assc-31433	123	33	we	we	PRON
assc-31433	123	34	can	can	AUX
assc-31433	123	35	better	well	ADV
assc-31433	123	36	respond	respond	VERB
assc-31433	123	37	to	to	ADP
assc-31433	123	38	growing	grow	VERB
assc-31433	123	39	and	and	CCONJ
assc-31433	123	40	evolving	evolve	VERB
assc-31433	123	41	cyber	cyber	NOUN
assc-31433	123	42	threats	threat	NOUN
assc-31433	123	43	and	and	CCONJ
assc-31433	123	44	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	NOUN
assc-31433	123	45	advances	advance	NOUN
assc-31433	123	46	in	in	ADP
assc-31433	123	47	social	social	ADJ
assc-31433	123	48	science	science	NOUN
assc-31433	123	49	and	and	CCONJ
assc-31433	123	50	culture	culture	NOUN
assc-31433	123	51	vol	vol	NOUN
assc-31433	123	52	.	.	PROPN
assc-31433	124	1	5	5	NUM
assc-31433	124	2	,	,	PUNCT
assc-31433	124	3	no	no	INTJ
assc-31433	124	4	.	.	NOUN
assc-31433	124	5	3	3	NUM
assc-31433	124	6	,	,	PUNCT
assc-31433	124	7	2023	2023	NUM
assc-31433	124	8	72	72	NUM
assc-31433	124	9	published	publish	VERB
assc-31433	124	10	by	by	ADP
assc-31433	124	11	scholink	scholink	PROPN
assc-31433	124	12	inc	inc	PROPN
assc-31433	124	13	.	.	PROPN
assc-31433	124	14	protect	protect	VERB
assc-31433	124	15	the	the	DET
assc-31433	124	16	security	security	NOUN
assc-31433	124	17	and	and	CCONJ
assc-31433	124	18	stable	stable	ADJ
assc-31433	124	19	operation	operation	NOUN
assc-31433	124	20	of	of	ADP
assc-31433	124	21	internet	internet	NOUN
assc-31433	124	22	infrastructure	infrastructure	NOUN
assc-31433	124	23	.	.	PUNCT
assc-31433	125	1	at	at	ADP
assc-31433	125	2	the	the	DET
assc-31433	125	3	same	same	ADJ
assc-31433	125	4	time	time	NOUN
assc-31433	125	5	,	,	PUNCT
assc-31433	125	6	there	there	PRON
assc-31433	125	7	is	be	VERB
assc-31433	125	8	a	a	DET
assc-31433	125	9	need	need	NOUN
assc-31433	125	10	to	to	PART
assc-31433	125	11	continue	continue	VERB
assc-31433	125	12	to	to	PART
assc-31433	125	13	focus	focus	VERB
assc-31433	125	14	on	on	ADP
assc-31433	125	15	privacy	privacy	NOUN
assc-31433	125	16	and	and	CCONJ
assc-31433	125	17	compliance	compliance	NOUN
assc-31433	125	18	issues	issue	NOUN
assc-31433	125	19	and	and	CCONJ
assc-31433	125	20	to	to	PART
assc-31433	125	21	ensure	ensure	VERB
assc-31433	125	22	that	that	SCONJ
assc-31433	125	23	nids	nid	NOUN
assc-31433	125	24	/	/	SYM
assc-31433	125	25	nips	nip	NOUN
assc-31433	125	26	meet	meet	VERB
assc-31433	125	27	regulatory	regulatory	ADJ
assc-31433	125	28	requirements	requirement	NOUN
assc-31433	125	29	for	for	ADP
assc-31433	125	30	data	data	NOUN
assc-31433	125	31	processing	processing	NOUN
assc-31433	125	32	and	and	CCONJ
assc-31433	125	33	security	security	NOUN
assc-31433	125	34	to	to	PART
assc-31433	125	35	ensure	ensure	VERB
assc-31433	125	36	public	public	ADJ
assc-31433	125	37	trust	trust	NOUN
assc-31433	125	38	and	and	CCONJ
assc-31433	125	39	data	datum	NOUN
assc-31433	125	40	protection	protection	NOUN
assc-31433	125	41	.	.	PUNCT
assc-31433	126	1	6	6	X
assc-31433	126	2	.	.	X
assc-31433	126	3	conclusion	conclusion	NOUN
assc-31433	126	4	nids	nid	NOUN
assc-31433	126	5	/	/	SYM
assc-31433	126	6	nips	nip	NOUN
assc-31433	126	7	(	(	PUNCT
assc-31433	126	8	network	network	NOUN
assc-31433	126	9	intrusion	intrusion	NOUN
assc-31433	126	10	detection	detection	NOUN
assc-31433	126	11	/	/	SYM
assc-31433	126	12	prevention	prevention	NOUN
assc-31433	126	13	system	system	NOUN
assc-31433	126	14	)	)	PUNCT
assc-31433	126	15	plays	play	VERB
assc-31433	126	16	a	a	DET
assc-31433	126	17	key	key	ADJ
assc-31433	126	18	role	role	NOUN
assc-31433	126	19	in	in	ADP
assc-31433	126	20	protecting	protect	VERB
assc-31433	126	21	the	the	DET
assc-31433	126	22	internet	internet	NOUN
assc-31433	126	23	infrastructure	infrastructure	NOUN
assc-31433	126	24	.	.	PUNCT
assc-31433	127	1	with	with	ADP
assc-31433	127	2	the	the	DET
assc-31433	127	3	rapid	rapid	ADJ
assc-31433	127	4	development	development	NOUN
assc-31433	127	5	and	and	CCONJ
assc-31433	127	6	wide	wide	ADJ
assc-31433	127	7	application	application	NOUN
assc-31433	127	8	of	of	ADP
assc-31433	127	9	the	the	DET
assc-31433	127	10	internet	internet	NOUN
assc-31433	127	11	,	,	PUNCT
assc-31433	127	12	computer	computer	NOUN
assc-31433	127	13	networks	network	NOUN
assc-31433	127	14	have	have	AUX
assc-31433	127	15	become	become	VERB
assc-31433	127	16	the	the	DET
assc-31433	127	17	information	information	NOUN
assc-31433	127	18	infrastructure	infrastructure	NOUN
assc-31433	127	19	of	of	ADP
assc-31433	127	20	modern	modern	ADJ
assc-31433	127	21	society	society	NOUN
assc-31433	127	22	.	.	PUNCT
assc-31433	128	1	however	however	ADV
assc-31433	128	2	,	,	PUNCT
assc-31433	128	3	network	network	NOUN
assc-31433	128	4	attacks	attack	NOUN
assc-31433	128	5	such	such	ADJ
assc-31433	128	6	as	as	ADP
assc-31433	128	7	network	network	NOUN
assc-31433	128	8	worms	worm	NOUN
assc-31433	128	9	,	,	PUNCT
assc-31433	128	10	botnets	botnet	NOUN
assc-31433	128	11	and	and	CCONJ
assc-31433	128	12	computer	computer	NOUN
assc-31433	128	13	viruses	virus	NOUN
assc-31433	128	14	are	be	AUX
assc-31433	128	15	emerging	emerge	VERB
assc-31433	128	16	,	,	PUNCT
assc-31433	128	17	bringing	bring	VERB
assc-31433	128	18	serious	serious	ADJ
assc-31433	128	19	threats	threat	NOUN
assc-31433	128	20	and	and	CCONJ
assc-31433	128	21	economic	economic	ADJ
assc-31433	128	22	losses	loss	NOUN
assc-31433	128	23	to	to	ADP
assc-31433	128	24	the	the	DET
assc-31433	128	25	internet	internet	NOUN
assc-31433	128	26	infrastructure	infrastructure	NOUN
assc-31433	128	27	.	.	PUNCT
assc-31433	129	1	nids	nid	NOUN
assc-31433	129	2	/	/	SYM
assc-31433	129	3	nips	nip	NOUN
assc-31433	129	4	is	be	AUX
assc-31433	129	5	able	able	ADJ
assc-31433	129	6	to	to	PART
assc-31433	129	7	provide	provide	VERB
assc-31433	129	8	real	real	ADJ
assc-31433	129	9	-	-	PUNCT
assc-31433	129	10	time	time	NOUN
assc-31433	129	11	online	online	ADJ
assc-31433	129	12	detection	detection	NOUN
assc-31433	129	13	of	of	ADP
assc-31433	129	14	internal	internal	ADJ
assc-31433	129	15	and	and	CCONJ
assc-31433	129	16	external	external	ADJ
assc-31433	129	17	attacks	attack	NOUN
assc-31433	129	18	through	through	ADP
assc-31433	129	19	real	real	ADJ
assc-31433	129	20	-	-	PUNCT
assc-31433	129	21	time	time	NOUN
assc-31433	129	22	monitoring	monitoring	NOUN
assc-31433	129	23	of	of	ADP
assc-31433	129	24	network	network	NOUN
assc-31433	129	25	traffic	traffic	NOUN
assc-31433	129	26	,	,	PUNCT
assc-31433	129	27	thus	thus	ADV
assc-31433	129	28	protecting	protect	VERB
assc-31433	129	29	the	the	DET
assc-31433	129	30	security	security	NOUN
assc-31433	129	31	of	of	ADP
assc-31433	129	32	the	the	DET
assc-31433	129	33	internet	internet	NOUN
assc-31433	129	34	infrastructure	infrastructure	NOUN
assc-31433	129	35	.	.	PUNCT
assc-31433	130	1	the	the	DET
assc-31433	130	2	basic	basic	ADJ
assc-31433	130	3	principles	principle	NOUN
assc-31433	130	4	and	and	CCONJ
assc-31433	130	5	functions	function	NOUN
assc-31433	130	6	of	of	ADP
assc-31433	130	7	nids	nid	NOUN
assc-31433	130	8	/	/	SYM
assc-31433	130	9	nips	nip	NOUN
assc-31433	130	10	include	include	VERB
assc-31433	130	11	network	network	NOUN
assc-31433	130	12	traffic	traffic	NOUN
assc-31433	130	13	capture	capture	NOUN
assc-31433	130	14	and	and	CCONJ
assc-31433	130	15	analysis	analysis	NOUN
assc-31433	130	16	,	,	PUNCT
assc-31433	130	17	protocol	protocol	NOUN
assc-31433	130	18	parsing	parsing	NOUN
assc-31433	130	19	and	and	CCONJ
assc-31433	130	20	feature	feature	NOUN
assc-31433	130	21	extraction	extraction	NOUN
assc-31433	130	22	,	,	PUNCT
assc-31433	130	23	threat	threat	NOUN
assc-31433	130	24	detection	detection	NOUN
assc-31433	130	25	,	,	PUNCT
assc-31433	130	26	and	and	CCONJ
assc-31433	130	27	alert	alert	NOUN
assc-31433	130	28	generation	generation	NOUN
assc-31433	130	29	,	,	PUNCT
assc-31433	130	30	etc	etc	X
assc-31433	130	31	.	.	X
assc-31433	130	32	nids	nids	PROPN
assc-31433	130	33	/	/	SYM
assc-31433	130	34	nips	nip	NOUN
assc-31433	130	35	identifies	identify	VERB
assc-31433	130	36	potential	potential	ADJ
assc-31433	130	37	security	security	NOUN
assc-31433	130	38	threats	threat	NOUN
assc-31433	130	39	through	through	ADP
assc-31433	130	40	the	the	DET
assc-31433	130	41	analysis	analysis	NOUN
assc-31433	130	42	and	and	CCONJ
assc-31433	130	43	processing	processing	NOUN
assc-31433	130	44	of	of	ADP
assc-31433	130	45	network	network	NOUN
assc-31433	130	46	traffic	traffic	NOUN
assc-31433	130	47	packets	packet	NOUN
assc-31433	130	48	and	and	CCONJ
assc-31433	130	49	takes	take	VERB
assc-31433	130	50	corresponding	corresponding	ADJ
assc-31433	130	51	defensive	defensive	ADJ
assc-31433	130	52	measures	measure	NOUN
assc-31433	130	53	.	.	PUNCT
assc-31433	131	1	they	they	PRON
assc-31433	131	2	can	can	AUX
assc-31433	131	3	help	help	VERB
assc-31433	131	4	secure	secure	VERB
assc-31433	131	5	network	network	NOUN
assc-31433	131	6	systems	system	NOUN
assc-31433	131	7	and	and	CCONJ
assc-31433	131	8	data	datum	NOUN
assc-31433	131	9	,	,	PUNCT
assc-31433	131	10	stop	stop	VERB
assc-31433	131	11	intrusions	intrusion	NOUN
assc-31433	131	12	and	and	CCONJ
assc-31433	131	13	reduce	reduce	VERB
assc-31433	131	14	potential	potential	ADJ
assc-31433	131	15	losses	loss	NOUN
assc-31433	131	16	.	.	PUNCT
assc-31433	132	1	the	the	DET
assc-31433	132	2	functions	function	NOUN
assc-31433	132	3	of	of	ADP
assc-31433	132	4	nids	nid	NOUN
assc-31433	132	5	/	/	SYM
assc-31433	132	6	nips	nip	NOUN
assc-31433	132	7	are	be	AUX
assc-31433	132	8	not	not	PART
assc-31433	132	9	limited	limit	VERB
assc-31433	132	10	to	to	ADP
assc-31433	132	11	detecting	detect	VERB
assc-31433	132	12	intrusions	intrusion	NOUN
assc-31433	132	13	,	,	PUNCT
assc-31433	132	14	but	but	CCONJ
assc-31433	132	15	also	also	ADV
assc-31433	132	16	include	include	VERB
assc-31433	132	17	real	real	ADJ
assc-31433	132	18	-	-	PUNCT
assc-31433	132	19	time	time	NOUN
assc-31433	132	20	response	response	NOUN
assc-31433	132	21	and	and	CCONJ
assc-31433	132	22	defense	defense	NOUN
assc-31433	132	23	,	,	PUNCT
assc-31433	132	24	in	in	ADP
assc-31433	132	25	-	-	PUNCT
assc-31433	132	26	depth	depth	NOUN
assc-31433	132	27	analysis	analysis	NOUN
assc-31433	132	28	and	and	CCONJ
assc-31433	132	29	reporting	reporting	NOUN
assc-31433	132	30	,	,	PUNCT
assc-31433	132	31	and	and	CCONJ
assc-31433	132	32	threat	threat	NOUN
assc-31433	132	33	intelligence	intelligence	NOUN
assc-31433	132	34	and	and	CCONJ
assc-31433	132	35	update	update	NOUN
assc-31433	132	36	.	.	PUNCT
assc-31433	133	1	however	however	ADV
assc-31433	133	2	,	,	PUNCT
assc-31433	133	3	nids	nid	NOUN
assc-31433	133	4	/	/	SYM
assc-31433	133	5	nips	nip	NOUN
assc-31433	133	6	still	still	ADV
assc-31433	133	7	faces	face	VERB
assc-31433	133	8	some	some	DET
assc-31433	133	9	challenges	challenge	NOUN
assc-31433	133	10	in	in	ADP
assc-31433	133	11	protecting	protect	VERB
assc-31433	133	12	internet	internet	NOUN
assc-31433	133	13	infrastructure	infrastructure	NOUN
assc-31433	133	14	.	.	PUNCT
assc-31433	134	1	first	first	ADV
assc-31433	134	2	,	,	PUNCT
assc-31433	134	3	the	the	DET
assc-31433	134	4	increase	increase	NOUN
assc-31433	134	5	in	in	ADP
assc-31433	134	6	internet	internet	NOUN
assc-31433	134	7	traffic	traffic	NOUN
assc-31433	134	8	and	and	CCONJ
assc-31433	134	9	the	the	DET
assc-31433	134	10	growth	growth	NOUN
assc-31433	134	11	in	in	ADP
assc-31433	134	12	the	the	DET
assc-31433	134	13	types	type	NOUN
assc-31433	134	14	of	of	ADP
assc-31433	134	15	cyber	cyber	NOUN
assc-31433	134	16	-	-	PUNCT
assc-31433	134	17	attacks	attack	NOUN
assc-31433	134	18	make	make	VERB
assc-31433	134	19	nids	nid	NOUN
assc-31433	134	20	/	/	SYM
assc-31433	134	21	nips	nip	NOUN
assc-31433	134	22	face	face	VERB
assc-31433	134	23	severe	severe	ADJ
assc-31433	134	24	performance	performance	NOUN
assc-31433	134	25	challenges	challenge	NOUN
assc-31433	134	26	.	.	PUNCT
assc-31433	135	1	they	they	PRON
assc-31433	135	2	need	need	VERB
assc-31433	135	3	to	to	PART
assc-31433	135	4	have	have	VERB
assc-31433	135	5	efficient	efficient	ADJ
assc-31433	135	6	packet	packet	NOUN
assc-31433	135	7	processing	processing	NOUN
assc-31433	135	8	capabilities	capability	NOUN
assc-31433	135	9	to	to	PART
assc-31433	135	10	be	be	AUX
assc-31433	135	11	able	able	ADJ
assc-31433	135	12	to	to	PART
assc-31433	135	13	process	process	VERB
assc-31433	135	14	a	a	DET
assc-31433	135	15	large	large	ADJ
assc-31433	135	16	number	number	NOUN
assc-31433	135	17	of	of	ADP
assc-31433	135	18	data	datum	NOUN
assc-31433	135	19	streams	stream	NOUN
assc-31433	135	20	in	in	ADP
assc-31433	135	21	real	real	ADJ
assc-31433	135	22	time	time	NOUN
assc-31433	135	23	in	in	ADP
assc-31433	135	24	a	a	DET
assc-31433	135	25	high	high	ADJ
assc-31433	135	26	-	-	PUNCT
assc-31433	135	27	speed	speed	NOUN
assc-31433	135	28	network	network	NOUN
assc-31433	135	29	environment	environment	NOUN
assc-31433	135	30	and	and	CCONJ
assc-31433	135	31	accurately	accurately	ADV
assc-31433	135	32	analyze	analyze	VERB
assc-31433	135	33	and	and	CCONJ
assc-31433	135	34	judge	judge	VERB
assc-31433	135	35	the	the	DET
assc-31433	135	36	security	security	NOUN
assc-31433	135	37	threats	threat	NOUN
assc-31433	135	38	in	in	ADP
assc-31433	135	39	them	they	PRON
assc-31433	135	40	.	.	PUNCT
assc-31433	136	1	secondly	secondly	ADV
assc-31433	136	2	,	,	PUNCT
assc-31433	136	3	the	the	DET
assc-31433	136	4	diversity	diversity	NOUN
assc-31433	136	5	and	and	CCONJ
assc-31433	136	6	complexity	complexity	NOUN
assc-31433	136	7	of	of	ADP
assc-31433	136	8	network	network	NOUN
assc-31433	136	9	attacks	attack	NOUN
assc-31433	136	10	require	require	VERB
assc-31433	136	11	nids	nid	NOUN
assc-31433	136	12	/	/	SYM
assc-31433	136	13	nips	nip	NOUN
assc-31433	136	14	to	to	PART
assc-31433	136	15	have	have	VERB
assc-31433	136	16	intelligent	intelligent	ADJ
assc-31433	136	17	and	and	CCONJ
assc-31433	136	18	adaptive	adaptive	ADJ
assc-31433	136	19	detection	detection	NOUN
assc-31433	136	20	capabilities	capability	NOUN
assc-31433	136	21	to	to	PART
assc-31433	136	22	identify	identify	VERB
assc-31433	136	23	and	and	CCONJ
assc-31433	136	24	block	block	VERB
assc-31433	136	25	new	new	ADJ
assc-31433	136	26	security	security	NOUN
assc-31433	136	27	threats	threat	NOUN
assc-31433	136	28	,	,	PUNCT
assc-31433	136	29	not	not	PART
assc-31433	136	30	just	just	ADV
assc-31433	136	31	limited	limit	VERB
assc-31433	136	32	to	to	ADP
assc-31433	136	33	known	know	VERB
assc-31433	136	34	attack	attack	NOUN
assc-31433	136	35	patterns	pattern	NOUN
assc-31433	136	36	.	.	PUNCT
assc-31433	137	1	in	in	ADP
assc-31433	137	2	addition	addition	NOUN
assc-31433	137	3	,	,	PUNCT
assc-31433	137	4	nids	nid	NOUN
assc-31433	137	5	/	/	SYM
assc-31433	137	6	nips	nip	NOUN
assc-31433	137	7	needs	need	VERB
assc-31433	137	8	to	to	PART
assc-31433	137	9	have	have	VERB
assc-31433	137	10	a	a	DET
assc-31433	137	11	high	high	ADJ
assc-31433	137	12	degree	degree	NOUN
assc-31433	137	13	of	of	ADP
assc-31433	137	14	reliability	reliability	NOUN
assc-31433	137	15	and	and	CCONJ
assc-31433	137	16	stability	stability	NOUN
assc-31433	137	17	.	.	PUNCT
assc-31433	138	1	any	any	DET
assc-31433	138	2	packet	packet	NOUN
assc-31433	138	3	loss	loss	NOUN
assc-31433	138	4	or	or	CCONJ
assc-31433	138	5	missed	miss	VERB
assc-31433	138	6	detection	detection	NOUN
assc-31433	138	7	can	can	AUX
assc-31433	138	8	lead	lead	VERB
assc-31433	138	9	to	to	ADP
assc-31433	138	10	potential	potential	ADJ
assc-31433	138	11	security	security	NOUN
assc-31433	138	12	risks	risk	NOUN
assc-31433	138	13	.	.	PUNCT
assc-31433	139	1	therefore	therefore	ADV
assc-31433	139	2	,	,	PUNCT
assc-31433	139	3	nids	nid	NOUN
assc-31433	139	4	/	/	SYM
assc-31433	139	5	nips	nip	NOUN
assc-31433	139	6	needs	need	VERB
assc-31433	139	7	to	to	PART
assc-31433	139	8	have	have	VERB
assc-31433	139	9	strong	strong	ADJ
assc-31433	139	10	fault	fault	NOUN
assc-31433	139	11	tolerance	tolerance	NOUN
assc-31433	139	12	and	and	CCONJ
assc-31433	139	13	fault	fault	VERB
assc-31433	139	14	recovery	recovery	NOUN
assc-31433	139	15	mechanisms	mechanism	NOUN
assc-31433	139	16	to	to	PART
assc-31433	139	17	ensure	ensure	VERB
assc-31433	139	18	continuous	continuous	ADJ
assc-31433	139	19	system	system	NOUN
assc-31433	139	20	operation	operation	NOUN
assc-31433	139	21	and	and	CCONJ
assc-31433	139	22	data	datum	NOUN
assc-31433	139	23	integrity	integrity	NOUN
assc-31433	139	24	.	.	PUNCT
assc-31433	140	1	at	at	ADP
assc-31433	140	2	the	the	DET
assc-31433	140	3	same	same	ADJ
assc-31433	140	4	time	time	NOUN
assc-31433	140	5	,	,	PUNCT
assc-31433	140	6	nids	nid	NOUN
assc-31433	140	7	/	/	SYM
assc-31433	140	8	nips	nip	NOUN
assc-31433	140	9	also	also	ADV
assc-31433	140	10	needs	need	VERB
assc-31433	140	11	to	to	PART
assc-31433	140	12	have	have	VERB
assc-31433	140	13	the	the	DET
assc-31433	140	14	self	self	NOUN
assc-31433	140	15	-	-	PUNCT
assc-31433	140	16	protection	protection	NOUN
assc-31433	140	17	capability	capability	NOUN
assc-31433	140	18	of	of	ADP
assc-31433	140	19	the	the	DET
assc-31433	140	20	defense	defense	NOUN
assc-31433	140	21	mechanism	mechanism	NOUN
assc-31433	140	22	to	to	PART
assc-31433	140	23	avoid	avoid	VERB
assc-31433	140	24	being	be	AUX
assc-31433	140	25	bypassed	bypass	VERB
assc-31433	140	26	or	or	CCONJ
assc-31433	140	27	damaged	damage	VERB
assc-31433	140	28	by	by	ADP
assc-31433	140	29	attackers	attacker	NOUN
assc-31433	140	30	.	.	PUNCT
assc-31433	141	1	in	in	ADP
assc-31433	141	2	the	the	DET
assc-31433	141	3	future	future	ADJ
assc-31433	141	4	outlook	outlook	NOUN
assc-31433	141	5	,	,	PUNCT
assc-31433	141	6	nids	nid	NOUN
assc-31433	141	7	/	/	SYM
assc-31433	141	8	nips	nip	NOUN
assc-31433	141	9	requires	require	VERB
assc-31433	141	10	continuous	continuous	ADJ
assc-31433	141	11	research	research	NOUN
assc-31433	141	12	and	and	CCONJ
assc-31433	141	13	innovation	innovation	NOUN
assc-31433	141	14	to	to	PART
assc-31433	141	15	address	address	VERB
assc-31433	141	16	the	the	DET
assc-31433	141	17	growing	grow	VERB
assc-31433	141	18	and	and	CCONJ
assc-31433	141	19	evolving	evolve	VERB
assc-31433	141	20	cybersecurity	cybersecurity	NOUN
assc-31433	141	21	challenges	challenge	NOUN
assc-31433	141	22	.	.	PUNCT
assc-31433	142	1	building	build	VERB
assc-31433	142	2	nids	nid	NOUN
assc-31433	142	3	/	/	SYM
assc-31433	142	4	nips	nip	NOUN
assc-31433	142	5	systems	system	NOUN
assc-31433	142	6	that	that	PRON
assc-31433	142	7	are	be	AUX
assc-31433	142	8	scalable	scalable	ADJ
assc-31433	142	9	and	and	CCONJ
assc-31433	142	10	efficient	efficient	ADJ
assc-31433	142	11	in	in	ADP
assc-31433	142	12	handling	handle	VERB
assc-31433	142	13	large	large	ADJ
assc-31433	142	14	-	-	PUNCT
assc-31433	142	15	scale	scale	NOUN
assc-31433	142	16	data	datum	NOUN
assc-31433	142	17	,	,	PUNCT
assc-31433	142	18	enhancing	enhance	VERB
assc-31433	142	19	detection	detection	NOUN
assc-31433	142	20	and	and	CCONJ
assc-31433	142	21	defense	defense	NOUN
assc-31433	142	22	capabilities	capability	NOUN
assc-31433	142	23	,	,	PUNCT
assc-31433	142	24	and	and	CCONJ
assc-31433	142	25	strengthening	strengthen	VERB
assc-31433	142	26	real	real	ADJ
assc-31433	142	27	-	-	PUNCT
assc-31433	142	28	time	time	NOUN
assc-31433	142	29	response	response	NOUN
assc-31433	142	30	and	and	CCONJ
assc-31433	142	31	automated	automate	VERB
assc-31433	142	32	defense	defense	NOUN
assc-31433	142	33	capabilities	capability	NOUN
assc-31433	142	34	will	will	AUX
assc-31433	142	35	be	be	AUX
assc-31433	142	36	the	the	DET
assc-31433	142	37	future	future	ADJ
assc-31433	142	38	direction	direction	NOUN
assc-31433	142	39	of	of	ADP
assc-31433	142	40	development	development	NOUN
assc-31433	142	41	.	.	PUNCT
assc-31433	143	1	at	at	ADP
assc-31433	143	2	the	the	DET
assc-31433	143	3	same	same	ADJ
assc-31433	143	4	time	time	NOUN
assc-31433	143	5	,	,	PUNCT
assc-31433	143	6	the	the	DET
assc-31433	143	7	integration	integration	NOUN
assc-31433	143	8	of	of	ADP
assc-31433	143	9	emerging	emerge	VERB
assc-31433	143	10	technologies	technology	NOUN
assc-31433	143	11	and	and	CCONJ
assc-31433	143	12	applications	application	NOUN
assc-31433	143	13	,	,	PUNCT
assc-31433	143	14	such	such	ADJ
assc-31433	143	15	as	as	ADP
assc-31433	143	16	iot	iot	NOUN
assc-31433	143	17	,	,	PUNCT
assc-31433	143	18	cloud	cloud	NOUN
assc-31433	143	19	computing	computing	NOUN
assc-31433	143	20	and	and	CCONJ
assc-31433	143	21	edge	edge	NOUN
assc-31433	143	22	computing	computing	NOUN
assc-31433	143	23	,	,	PUNCT
assc-31433	143	24	combined	combine	VERB
assc-31433	143	25	with	with	ADP
assc-31433	143	26	nids	nid	NOUN
assc-31433	143	27	/	/	SYM
assc-31433	143	28	nips	nip	NOUN
assc-31433	143	29	to	to	PART
assc-31433	143	30	develop	develop	VERB
assc-31433	143	31	security	security	NOUN
assc-31433	143	32	monitoring	monitoring	NOUN
assc-31433	143	33	and	and	CCONJ
assc-31433	143	34	defense	defense	NOUN
assc-31433	143	35	solutions	solution	NOUN
assc-31433	143	36	adapted	adapt	VERB
assc-31433	143	37	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	NOUN
assc-31433	143	38	advances	advance	NOUN
assc-31433	143	39	in	in	ADP
assc-31433	143	40	social	social	ADJ
assc-31433	143	41	science	science	NOUN
assc-31433	143	42	and	and	CCONJ
assc-31433	143	43	culture	culture	NOUN
assc-31433	143	44	vol	vol	NOUN
assc-31433	143	45	.	.	PROPN
assc-31433	144	1	5	5	NUM
assc-31433	144	2	,	,	PUNCT
assc-31433	144	3	no	no	INTJ
assc-31433	144	4	.	.	NOUN
assc-31433	144	5	3	3	NUM
assc-31433	144	6	,	,	PUNCT
assc-31433	144	7	2023	2023	NUM
assc-31433	144	8	73	73	NUM
assc-31433	144	9	published	publish	VERB
assc-31433	144	10	by	by	ADP
assc-31433	144	11	scholink	scholink	PROPN
assc-31433	144	12	inc	inc	PROPN
assc-31433	144	13	.	.	PROPN
assc-31433	144	14	to	to	ADP
assc-31433	144	15	the	the	DET
assc-31433	144	16	new	new	ADJ
assc-31433	144	17	network	network	NOUN
assc-31433	144	18	environment	environment	NOUN
assc-31433	144	19	is	be	AUX
assc-31433	144	20	also	also	ADV
assc-31433	144	21	an	an	DET
assc-31433	144	22	important	important	ADJ
assc-31433	144	23	direction	direction	NOUN
assc-31433	144	24	.	.	PUNCT
assc-31433	145	1	in	in	ADP
assc-31433	145	2	conclusion	conclusion	NOUN
assc-31433	145	3	,	,	PUNCT
assc-31433	145	4	nids	nid	NOUN
assc-31433	145	5	/	/	SYM
assc-31433	145	6	nips	nip	NOUN
assc-31433	145	7	plays	play	VERB
assc-31433	145	8	a	a	DET
assc-31433	145	9	key	key	ADJ
assc-31433	145	10	role	role	NOUN
assc-31433	145	11	in	in	ADP
assc-31433	145	12	protecting	protect	VERB
assc-31433	145	13	the	the	DET
assc-31433	145	14	internet	internet	NOUN
assc-31433	145	15	infrastructure	infrastructure	NOUN
assc-31433	145	16	.	.	PUNCT
assc-31433	146	1	by	by	ADP
assc-31433	146	2	monitoring	monitor	VERB
assc-31433	146	3	network	network	NOUN
assc-31433	146	4	traffic	traffic	NOUN
assc-31433	146	5	in	in	ADP
assc-31433	146	6	real	real	ADJ
assc-31433	146	7	time	time	NOUN
assc-31433	146	8	,	,	PUNCT
assc-31433	146	9	identifying	identify	VERB
assc-31433	146	10	security	security	NOUN
assc-31433	146	11	threats	threat	NOUN
assc-31433	146	12	,	,	PUNCT
assc-31433	146	13	taking	take	VERB
assc-31433	146	14	defensive	defensive	ADJ
assc-31433	146	15	measures	measure	NOUN
assc-31433	146	16	,	,	PUNCT
assc-31433	146	17	and	and	CCONJ
assc-31433	146	18	providing	provide	VERB
assc-31433	146	19	detailed	detailed	ADJ
assc-31433	146	20	reports	report	NOUN
assc-31433	146	21	,	,	PUNCT
assc-31433	146	22	nids	nid	NOUN
assc-31433	146	23	/	/	SYM
assc-31433	146	24	nips	nip	NOUN
assc-31433	146	25	help	help	VERB
assc-31433	146	26	secure	secure	VERB
assc-31433	146	27	network	network	NOUN
assc-31433	146	28	systems	system	NOUN
assc-31433	146	29	and	and	CCONJ
assc-31433	146	30	data	datum	NOUN
assc-31433	146	31	.	.	PUNCT
assc-31433	147	1	however	however	ADV
assc-31433	147	2	,	,	PUNCT
assc-31433	147	3	challenges	challenge	NOUN
assc-31433	147	4	include	include	VERB
assc-31433	147	5	performance	performance	NOUN
assc-31433	147	6	pressure	pressure	NOUN
assc-31433	147	7	,	,	PUNCT
assc-31433	147	8	new	new	ADJ
assc-31433	147	9	attack	attack	NOUN
assc-31433	147	10	methods	method	NOUN
assc-31433	147	11	,	,	PUNCT
assc-31433	147	12	and	and	CCONJ
assc-31433	147	13	reliability	reliability	NOUN
assc-31433	147	14	requirements	requirement	NOUN
assc-31433	147	15	.	.	PUNCT
assc-31433	148	1	through	through	ADP
assc-31433	148	2	continuous	continuous	ADJ
assc-31433	148	3	research	research	NOUN
assc-31433	148	4	and	and	CCONJ
assc-31433	148	5	innovation	innovation	NOUN
assc-31433	148	6	to	to	PART
assc-31433	148	7	improve	improve	VERB
assc-31433	148	8	the	the	DET
assc-31433	148	9	performance	performance	NOUN
assc-31433	148	10	of	of	ADP
assc-31433	148	11	nids	nid	NOUN
assc-31433	148	12	/	/	SYM
assc-31433	148	13	nips	nip	NOUN
assc-31433	148	14	,	,	PUNCT
assc-31433	148	15	adapt	adapt	VERB
assc-31433	148	16	to	to	ADP
assc-31433	148	17	new	new	ADJ
assc-31433	148	18	network	network	NOUN
assc-31433	148	19	environments	environment	NOUN
assc-31433	148	20	,	,	PUNCT
assc-31433	148	21	and	and	CCONJ
assc-31433	148	22	enhance	enhance	VERB
assc-31433	148	23	real	real	ADJ
assc-31433	148	24	-	-	PUNCT
assc-31433	148	25	time	time	NOUN
assc-31433	148	26	response	response	NOUN
assc-31433	148	27	and	and	CCONJ
assc-31433	148	28	automated	automate	VERB
assc-31433	148	29	defense	defense	NOUN
assc-31433	148	30	capabilities	capability	NOUN
assc-31433	148	31	,	,	PUNCT
assc-31433	148	32	we	we	PRON
assc-31433	148	33	are	be	AUX
assc-31433	148	34	able	able	ADJ
assc-31433	148	35	to	to	PART
assc-31433	148	36	better	well	ADV
assc-31433	148	37	address	address	VERB
assc-31433	148	38	the	the	DET
assc-31433	148	39	growing	grow	VERB
assc-31433	148	40	and	and	CCONJ
assc-31433	148	41	evolving	evolve	VERB
assc-31433	148	42	cybersecurity	cybersecurity	NOUN
assc-31433	148	43	challenges	challenge	NOUN
assc-31433	148	44	,	,	PUNCT
assc-31433	148	45	and	and	CCONJ
assc-31433	148	46	protect	protect	VERB
assc-31433	148	47	the	the	DET
assc-31433	148	48	secure	secure	ADJ
assc-31433	148	49	and	and	CCONJ
assc-31433	148	50	stable	stable	ADJ
assc-31433	148	51	operation	operation	NOUN
assc-31433	148	52	of	of	ADP
assc-31433	148	53	the	the	DET
assc-31433	148	54	internet	internet	NOUN
assc-31433	148	55	infrastructure	infrastructure	NOUN
assc-31433	148	56	.	.	PUNCT
assc-31433	149	1	references	reference	NOUN
assc-31433	149	2	cui	cui	PROPN
assc-31433	149	3	,	,	PUNCT
assc-31433	149	4	m.	m.	NOUN
assc-31433	149	5	,	,	PUNCT
assc-31433	149	6	xiong	xiong	PROPN
assc-31433	149	7	,	,	PUNCT
assc-31433	149	8	j.	j.	PROPN
assc-31433	149	9	,	,	PUNCT
assc-31433	149	10	&	&	CCONJ
assc-31433	149	11	zhang	zhang	PROPN
assc-31433	149	12	,	,	PUNCT
assc-31433	149	13	h.	h.	PROPN
assc-31433	149	14	(	(	PUNCT
assc-31433	149	15	2018	2018	NUM
assc-31433	149	16	)	)	PUNCT
assc-31433	149	17	.	.	PUNCT
assc-31433	150	1	a	a	DET
assc-31433	150	2	review	review	NOUN
assc-31433	150	3	of	of	ADP
assc-31433	150	4	network	network	NOUN
assc-31433	150	5	intrusion	intrusion	NOUN
assc-31433	150	6	detection	detection	NOUN
assc-31433	150	7	techniques	technique	NOUN
assc-31433	150	8	in	in	ADP
assc-31433	150	9	internet	internet	NOUN
assc-31433	150	10	infrastructure	infrastructure	NOUN
assc-31433	150	11	.	.	PUNCT
assc-31433	151	1	computer	computer	NOUN
assc-31433	151	2	science	science	NOUN
assc-31433	151	3	and	and	CCONJ
assc-31433	151	4	applications	application	NOUN
assc-31433	151	5	,	,	PUNCT
assc-31433	151	6	8(9	8(9	NUM
assc-31433	151	7	)	)	PUNCT
assc-31433	151	8	,	,	PUNCT
assc-31433	151	9	3	3	NUM
assc-31433	151	10	-	-	SYM
assc-31433	151	11	9	9	NUM
assc-31433	151	12	.	.	PUNCT
assc-31433	151	13	deng	deng	PROPN
assc-31433	151	14	,	,	PUNCT
assc-31433	151	15	j.	j.	PROPN
assc-31433	151	16	h.	h.	PROPN
assc-31433	151	17	,	,	PUNCT
assc-31433	151	18	ouyang	ouyang	PROPN
assc-31433	151	19	,	,	PUNCT
assc-31433	151	20	q.	q.	PROPN
assc-31433	151	21	,	,	PUNCT
assc-31433	151	22	&	&	CCONJ
assc-31433	151	23	liang	liang	PROPN
assc-31433	151	24	,	,	PUNCT
assc-31433	151	25	z.	z.	PROPN
assc-31433	151	26	n.	n.	PROPN
assc-31433	151	27	(	(	PUNCT
assc-31433	151	28	2016	2016	NUM
assc-31433	151	29	)	)	PUNCT
assc-31433	151	30	.	.	PUNCT
assc-31433	152	1	research	research	NOUN
assc-31433	152	2	on	on	ADP
assc-31433	152	3	network	network	NOUN
assc-31433	152	4	intrusion	intrusion	NOUN
assc-31433	152	5	detection	detection	NOUN
assc-31433	152	6	system	system	NOUN
assc-31433	152	7	in	in	ADP
assc-31433	152	8	internet	internet	NOUN
assc-31433	152	9	infrastructure	infrastructure	NOUN
assc-31433	152	10	protection	protection	NOUN
assc-31433	152	11	.	.	PUNCT
assc-31433	153	1	modern	modern	ADJ
assc-31433	153	2	computer	computer	NOUN
assc-31433	153	3	(	(	PUNCT
assc-31433	153	4	professional	professional	NOUN
assc-31433	153	5	edition	edition	NOUN
assc-31433	153	6	)	)	PUNCT
assc-31433	153	7	,	,	PUNCT
assc-31433	153	8	(	(	PUNCT
assc-31433	153	9	13	13	NUM
assc-31433	153	10	)	)	PUNCT
assc-31433	153	11	,	,	PUNCT
assc-31433	153	12	130	130	NUM
assc-31433	153	13	-	-	SYM
assc-31433	153	14	133	133	NUM
assc-31433	153	15	.	.	PUNCT
assc-31433	154	1	hu	hu	PROPN
assc-31433	154	2	,	,	PUNCT
assc-31433	154	3	z.	z.	PROPN
assc-31433	154	4	h.	h.	PROPN
assc-31433	154	5	,	,	PUNCT
assc-31433	154	6	&	&	CCONJ
assc-31433	154	7	chen	chen	PROPN
assc-31433	154	8	,	,	PUNCT
assc-31433	154	9	z.	z.	PROPN
assc-31433	154	10	f.	f.	PROPN
assc-31433	154	11	(	(	PUNCT
assc-31433	154	12	2019	2019	NUM
assc-31433	154	13	)	)	PUNCT
assc-31433	154	14	.	.	PUNCT
assc-31433	155	1	research	research	NOUN
assc-31433	155	2	progress	progress	NOUN
assc-31433	155	3	on	on	ADP
assc-31433	155	4	network	network	NOUN
assc-31433	155	5	intrusion	intrusion	NOUN
assc-31433	155	6	detection	detection	NOUN
assc-31433	155	7	based	base	VERB
assc-31433	155	8	on	on	ADP
assc-31433	155	9	deep	deep	ADJ
assc-31433	155	10	learning	learning	NOUN
assc-31433	155	11	.	.	PUNCT
assc-31433	156	1	information	information	NOUN
assc-31433	156	2	network	network	NOUN
assc-31433	156	3	security	security	NOUN
assc-31433	156	4	,	,	PUNCT
assc-31433	156	5	3(5	3(5	NUM
assc-31433	156	6	)	)	PUNCT
assc-31433	156	7	,	,	PUNCT
assc-31433	156	8	50	50	NUM
assc-31433	156	9	-	-	SYM
assc-31433	156	10	58	58	NUM
assc-31433	156	11	.	.	PUNCT
assc-31433	157	1	huang	huang	PROPN
assc-31433	157	2	,	,	PUNCT
assc-31433	157	3	d.	d.	PROPN
assc-31433	157	4	,	,	PUNCT
assc-31433	157	5	zhu	zhu	PROPN
assc-31433	157	6	,	,	PUNCT
assc-31433	157	7	j.	j.	PROPN
assc-31433	157	8	d.	d.	PROPN
assc-31433	157	9	,	,	PUNCT
assc-31433	157	10	&	&	CCONJ
assc-31433	157	11	cai	cai	PROPN
assc-31433	157	12	,	,	PUNCT
assc-31433	157	13	k.	k.	PROPN
assc-31433	157	14	(	(	PUNCT
assc-31433	157	15	2019	2019	NUM
assc-31433	157	16	)	)	PUNCT
assc-31433	157	17	.	.	PUNCT
assc-31433	158	1	a	a	DET
assc-31433	158	2	research	research	NOUN
assc-31433	158	3	review	review	NOUN
assc-31433	158	4	of	of	ADP
assc-31433	158	5	network	network	NOUN
assc-31433	158	6	intrusion	intrusion	NOUN
assc-31433	158	7	detection	detection	NOUN
assc-31433	158	8	techniques	technique	NOUN
assc-31433	158	9	based	base	VERB
assc-31433	158	10	on	on	ADP
assc-31433	158	11	machine	machine	NOUN
assc-31433	158	12	learning	learning	NOUN
assc-31433	158	13	.	.	PUNCT
assc-31433	159	1	computer	computer	NOUN
assc-31433	159	2	engineering	engineering	NOUN
assc-31433	159	3	and	and	CCONJ
assc-31433	159	4	design	design	NOUN
assc-31433	159	5	,	,	PUNCT
assc-31433	159	6	40(8	40(8	NUM
assc-31433	159	7	)	)	PUNCT
assc-31433	159	8	,	,	PUNCT
assc-31433	159	9	2351	2351	NUM
assc-31433	159	10	-	-	SYM
assc-31433	159	11	2357	2357	NUM
assc-31433	159	12	.	.	PUNCT
assc-31433	160	1	jang	jang	PROPN
assc-31433	160	2	,	,	PUNCT
assc-31433	160	3	h.	h.	PROPN
assc-31433	160	4	w.	w.	PROPN
assc-31433	160	5	,	,	PUNCT
assc-31433	160	6	li	li	PROPN
assc-31433	160	7	,	,	PUNCT
assc-31433	160	8	j.	j.	PROPN
assc-31433	160	9	m.	m.	PROPN
assc-31433	160	10	,	,	PUNCT
assc-31433	160	11	&	&	CCONJ
assc-31433	160	12	zhu	zhu	PROPN
assc-31433	160	13	,	,	PUNCT
assc-31433	160	14	yang	yang	PROPN
assc-31433	160	15	.	.	PUNCT
assc-31433	160	16	research	research	PROPN
assc-31433	160	17	review	review	PROPN
assc-31433	160	18	on	on	ADP
assc-31433	160	19	network	network	NOUN
assc-31433	160	20	intrusion	intrusion	NOUN
assc-31433	160	21	detection	detection	NOUN
assc-31433	160	22	system	system	NOUN
assc-31433	160	23	based	base	VERB
assc-31433	160	24	on	on	ADP
assc-31433	160	25	data	datum	NOUN
assc-31433	160	26	mining	mining	NOUN
assc-31433	160	27	.	.	PUNCT
assc-31433	161	1	computer	computer	NOUN
assc-31433	161	2	engineering	engineering	NOUN
assc-31433	161	3	and	and	CCONJ
assc-31433	161	4	applications	application	NOUN
assc-31433	161	5	,	,	PUNCT
assc-31433	161	6	52(1	52(1	NOUN
assc-31433	161	7	)	)	PUNCT
assc-31433	161	8	,	,	PUNCT
assc-31433	161	9	1	1	NUM
assc-31433	161	10	-	-	SYM
assc-31433	161	11	6	6	NUM
assc-31433	161	12	.	.	PUNCT
assc-31433	162	1	jie	jie	PROPN
assc-31433	162	2	,	,	PUNCT
assc-31433	162	3	z.	z.	PROPN
assc-31433	162	4	,	,	PUNCT
assc-31433	162	5	yu	yu	PROPN
assc-31433	162	6	,	,	PUNCT
assc-31433	162	7	c.	c.	PROPN
assc-31433	162	8	l.	l.	PROPN
assc-31433	162	9	,	,	PUNCT
assc-31433	162	10	&	&	CCONJ
assc-31433	162	11	tang	tang	PROPN
assc-31433	162	12	,	,	PUNCT
assc-31433	162	13	h.	h.	PROPN
assc-31433	162	14	l.	l.	PROPN
assc-31433	162	15	(	(	PUNCT
assc-31433	162	16	2019	2019	NUM
assc-31433	162	17	)	)	PUNCT
assc-31433	162	18	.	.	PUNCT
assc-31433	163	1	research	research	NOUN
assc-31433	163	2	and	and	CCONJ
assc-31433	163	3	application	application	NOUN
assc-31433	163	4	of	of	ADP
assc-31433	163	5	intrusion	intrusion	NOUN
assc-31433	163	6	detection	detection	NOUN
assc-31433	163	7	system	system	NOUN
assc-31433	163	8	for	for	ADP
assc-31433	163	9	internet	internet	NOUN
assc-31433	163	10	infrastructure	infrastructure	NOUN
assc-31433	163	11	.	.	PUNCT
assc-31433	164	1	modern	modern	ADJ
assc-31433	164	2	communication	communication	NOUN
assc-31433	164	3	technology	technology	NOUN
assc-31433	164	4	,	,	PUNCT
assc-31433	164	5	(	(	PUNCT
assc-31433	164	6	9	9	NUM
assc-31433	164	7	)	)	PUNCT
assc-31433	164	8	,	,	PUNCT
assc-31433	164	9	19	19	NUM
assc-31433	164	10	-	-	SYM
assc-31433	164	11	24	24	NUM
assc-31433	164	12	.	.	PUNCT
assc-31433	165	1	lin	lin	PROPN
assc-31433	165	2	,	,	PUNCT
assc-31433	165	3	j.	j.	PROPN
assc-31433	165	4	,	,	PUNCT
assc-31433	165	5	chen	chen	PROPN
assc-31433	165	6	,	,	PUNCT
assc-31433	165	7	t.	t.	PROPN
assc-31433	165	8	,	,	PUNCT
assc-31433	165	9	&	&	CCONJ
assc-31433	165	10	wang	wang	PROPN
assc-31433	165	11	,	,	PUNCT
assc-31433	165	12	c.	c.	PROPN
assc-31433	165	13	q.	q.	PROPN
assc-31433	165	14	(	(	PUNCT
assc-31433	165	15	2016	2016	NUM
assc-31433	165	16	)	)	PUNCT
assc-31433	165	17	.	.	PUNCT
assc-31433	166	1	research	research	NOUN
assc-31433	166	2	on	on	ADP
assc-31433	166	3	key	key	ADJ
assc-31433	166	4	technologies	technology	NOUN
assc-31433	166	5	for	for	ADP
assc-31433	166	6	internet	internet	NOUN
assc-31433	166	7	infrastructure	infrastructure	NOUN
assc-31433	166	8	security	security	NOUN
assc-31433	166	9	protection	protection	NOUN
assc-31433	166	10	.	.	PUNCT
assc-31433	167	1	communication	communication	NOUN
assc-31433	167	2	technology	technology	NOUN
assc-31433	167	3	,	,	PUNCT
assc-31433	167	4	49(9	49(9	NUM
assc-31433	167	5	)	)	PUNCT
assc-31433	167	6	,	,	PUNCT
assc-31433	167	7	1105	1105	NUM
assc-31433	167	8	-	-	SYM
assc-31433	167	9	1111	1111	NUM
assc-31433	167	10	.	.	PUNCT
assc-31433	168	1	liu	liu	PROPN
assc-31433	168	2	,	,	PUNCT
assc-31433	168	3	b.	b.	PROPN
assc-31433	168	4	,	,	PUNCT
assc-31433	168	5	zhao	zhao	PROPN
assc-31433	168	6	,	,	PUNCT
assc-31433	168	7	h.	h.	PROPN
assc-31433	168	8	x.	x.	PROPN
assc-31433	168	9	,	,	PUNCT
assc-31433	168	10	&	&	CCONJ
assc-31433	168	11	xue	xue	PROPN
assc-31433	168	12	,	,	PUNCT
assc-31433	168	13	j.	j.	PROPN
assc-31433	168	14	(	(	PUNCT
assc-31433	168	15	2017	2017	NUM
assc-31433	168	16	)	)	PUNCT
assc-31433	168	17	.	.	PUNCT
assc-31433	169	1	research	research	NOUN
assc-31433	169	2	review	review	NOUN
assc-31433	169	3	on	on	ADP
assc-31433	169	4	network	network	NOUN
assc-31433	169	5	intrusion	intrusion	NOUN
assc-31433	169	6	detection	detection	NOUN
assc-31433	169	7	based	base	VERB
assc-31433	169	8	on	on	ADP
assc-31433	169	9	deep	deep	ADJ
assc-31433	169	10	learning	learning	NOUN
assc-31433	169	11	.	.	PUNCT
assc-31433	170	1	computer	computer	NOUN
assc-31433	170	2	science	science	NOUN
assc-31433	170	3	,	,	PUNCT
assc-31433	170	4	44(9	44(9	NOUN
assc-31433	170	5	)	)	PUNCT
assc-31433	170	6	,	,	PUNCT
assc-31433	170	7	6	6	NUM
assc-31433	170	8	-	-	SYM
assc-31433	170	9	10	10	NUM
assc-31433	170	10	.	.	PUNCT
assc-31433	171	1	liu	liu	PROPN
assc-31433	171	2	,	,	PUNCT
assc-31433	171	3	x.	x.	PROPN
assc-31433	171	4	f.	f.	PROPN
assc-31433	171	5	,	,	PUNCT
assc-31433	171	6	liu	liu	PROPN
assc-31433	171	7	,	,	PUNCT
assc-31433	171	8	w.	w.	PROPN
assc-31433	171	9	j.	j.	PROPN
assc-31433	171	10	,	,	PUNCT
assc-31433	171	11	&	&	CCONJ
assc-31433	171	12	yao	yao	PROPN
assc-31433	171	13	,	,	PUNCT
assc-31433	171	14	z.	z.	PROPN
assc-31433	171	15	(	(	PUNCT
assc-31433	171	16	2020	2020	NUM
assc-31433	171	17	)	)	PUNCT
assc-31433	171	18	.	.	PUNCT
assc-31433	172	1	a	a	DET
assc-31433	172	2	review	review	NOUN
assc-31433	172	3	of	of	ADP
assc-31433	172	4	research	research	NOUN
assc-31433	172	5	on	on	ADP
assc-31433	172	6	security	security	NOUN
assc-31433	172	7	situational	situational	ADJ
assc-31433	172	8	awareness	awareness	NOUN
assc-31433	172	9	technology	technology	NOUN
assc-31433	172	10	for	for	ADP
assc-31433	172	11	internet	internet	NOUN
assc-31433	172	12	infrastructure	infrastructure	NOUN
assc-31433	172	13	.	.	PUNCT
assc-31433	173	1	computer	computer	NOUN
assc-31433	173	2	science	science	NOUN
assc-31433	173	3	,	,	PUNCT
assc-31433	173	4	47(4	47(4	PROPN
assc-31433	173	5	)	)	PUNCT
assc-31433	173	6	,	,	PUNCT
assc-31433	173	7	17	17	NUM
assc-31433	173	8	-	-	SYM
assc-31433	173	9	22	22	NUM
assc-31433	173	10	.	.	PUNCT
assc-31433	174	1	https://doi.org/10.1016/j.procs.2020.08.003	https://doi.org/10.1016/j.procs.2020.08.003	PROPN
assc-31433	174	2	meng	meng	PROPN
assc-31433	174	3	,	,	PUNCT
assc-31433	174	4	z.	z.	PROPN
assc-31433	174	5	,	,	PUNCT
assc-31433	174	6	&	&	CCONJ
assc-31433	174	7	wu	wu	PROPN
assc-31433	174	8	,	,	PUNCT
assc-31433	174	9	w.	w.	PROPN
assc-31433	174	10	h.	h.	PROPN
assc-31433	174	11	(	(	PUNCT
assc-31433	174	12	2017	2017	NUM
assc-31433	174	13	)	)	PUNCT
assc-31433	174	14	.	.	PUNCT
assc-31433	175	1	research	research	NOUN
assc-31433	175	2	review	review	NOUN
assc-31433	175	3	on	on	ADP
assc-31433	175	4	network	network	NOUN
assc-31433	175	5	intrusion	intrusion	NOUN
assc-31433	175	6	detection	detection	NOUN
assc-31433	175	7	based	base	VERB
assc-31433	175	8	on	on	ADP
assc-31433	175	9	data	datum	NOUN
assc-31433	175	10	mining	mining	NOUN
assc-31433	175	11	.	.	PUNCT
assc-31433	176	1	computer	computer	NOUN
assc-31433	176	2	engineering	engineering	NOUN
assc-31433	176	3	and	and	CCONJ
assc-31433	176	4	applications	application	NOUN
assc-31433	176	5	,	,	PUNCT
assc-31433	176	6	53(3	53(3	NUM
assc-31433	176	7	)	)	PUNCT
assc-31433	176	8	,	,	PUNCT
assc-31433	176	9	50	50	NUM
assc-31433	176	10	-	-	SYM
assc-31433	176	11	55	55	NUM
assc-31433	176	12	.	.	PUNCT
assc-31433	177	1	tian	tian	ADJ
assc-31433	177	2	,	,	PUNCT
assc-31433	177	3	m.	m.	NOUN
assc-31433	177	4	m.	m.	NOUN
assc-31433	177	5	,	,	PUNCT
assc-31433	177	6	yang	yang	PROPN
assc-31433	177	7	,	,	PUNCT
assc-31433	177	8	w.	w.	PROPN
assc-31433	177	9	j.	j.	PROPN
assc-31433	177	10	,	,	PUNCT
assc-31433	177	11	&	&	CCONJ
assc-31433	177	12	wang	wang	PROPN
assc-31433	177	13	,	,	PUNCT
assc-31433	177	14	d.	d.	PROPN
assc-31433	177	15	s.	s.	PROPN
assc-31433	177	16	(	(	PUNCT
assc-31433	177	17	2018	2018	NUM
assc-31433	177	18	)	)	PUNCT
assc-31433	177	19	.	.	PUNCT
assc-31433	178	1	a	a	DET
assc-31433	178	2	review	review	NOUN
assc-31433	178	3	of	of	ADP
assc-31433	178	4	network	network	NOUN
assc-31433	178	5	intrusion	intrusion	NOUN
assc-31433	178	6	detection	detection	NOUN
assc-31433	178	7	techniques	technique	NOUN
assc-31433	178	8	based	base	VERB
assc-31433	178	9	on	on	ADP
assc-31433	178	10	data	datum	NOUN
assc-31433	178	11	mining	mining	NOUN
assc-31433	178	12	.	.	PUNCT
assc-31433	179	1	computer	computer	NOUN
assc-31433	179	2	science	science	NOUN
assc-31433	179	3	and	and	CCONJ
assc-31433	179	4	exploration	exploration	NOUN
assc-31433	179	5	,	,	PUNCT
assc-31433	179	6	12(2	12(2	NUM
assc-31433	179	7	)	)	PUNCT
assc-31433	179	8	,	,	PUNCT
assc-31433	179	9	133	133	NUM
assc-31433	179	10	-	-	SYM
assc-31433	179	11	148	148	NUM
assc-31433	179	12	.	.	PUNCT
assc-31433	180	1	wang	wang	PROPN
assc-31433	180	2	,	,	PUNCT
assc-31433	180	3	j.	j.	PROPN
assc-31433	180	4	b.	b.	PROPN
assc-31433	180	5	,	,	PUNCT
assc-31433	180	6	luo	luo	PROPN
assc-31433	180	7	,	,	PUNCT
assc-31433	180	8	l.	l.	PROPN
assc-31433	180	9	l.	l.	PROPN
assc-31433	180	10	,	,	PUNCT
assc-31433	180	11	&	&	CCONJ
assc-31433	180	12	hu	hu	PROPN
assc-31433	180	13	,	,	PUNCT
assc-31433	180	14	z.	z.	PROPN
assc-31433	180	15	h.	h.	PROPN
assc-31433	180	16	(	(	PUNCT
assc-31433	180	17	2015	2015	NUM
assc-31433	180	18	)	)	PUNCT
assc-31433	180	19	.	.	PUNCT
assc-31433	181	1	a	a	DET
assc-31433	181	2	review	review	NOUN
assc-31433	181	3	of	of	ADP
assc-31433	181	4	intrusion	intrusion	NOUN
assc-31433	181	5	detection	detection	NOUN
assc-31433	181	6	systems	system	NOUN
assc-31433	181	7	for	for	ADP
assc-31433	181	8	internet	internet	NOUN
assc-31433	181	9	infrastructure	infrastructure	NOUN
assc-31433	181	10	.	.	PUNCT
assc-31433	182	1	computer	computer	NOUN
assc-31433	182	2	science	science	NOUN
assc-31433	182	3	and	and	CCONJ
assc-31433	182	4	exploration	exploration	NOUN
assc-31433	182	5	,	,	PUNCT
assc-31433	182	6	9(4	9(4	NUM
assc-31433	182	7	)	)	PUNCT
assc-31433	182	8	,	,	PUNCT
assc-31433	182	9	379	379	NUM
assc-31433	182	10	-	-	SYM
assc-31433	182	11	394	394	NUM
assc-31433	182	12	.	.	PUNCT
assc-31433	183	1	wang	wang	PROPN
assc-31433	183	2	,	,	PUNCT
assc-31433	183	3	y.	y.	PROPN
assc-31433	183	4	h.	h.	PROPN
assc-31433	183	5	,	,	PUNCT
assc-31433	183	6	liu	liu	PROPN
assc-31433	183	7	,	,	PUNCT
assc-31433	183	8	y.	y.	PROPN
assc-31433	183	9	j.	j.	PROPN
assc-31433	183	10	,	,	PUNCT
assc-31433	183	11	&	&	CCONJ
assc-31433	183	12	zhao	zhao	PROPN
assc-31433	183	13	,	,	PUNCT
assc-31433	183	14	s.	s.	PROPN
assc-31433	183	15	h.	h.	PROPN
assc-31433	183	16	(	(	PUNCT
assc-31433	183	17	2014	2014	NUM
assc-31433	183	18	)	)	PUNCT
assc-31433	183	19	.	.	PUNCT
assc-31433	184	1	a	a	DET
assc-31433	184	2	review	review	NOUN
assc-31433	184	3	of	of	ADP
assc-31433	184	4	research	research	NOUN
assc-31433	184	5	on	on	ADP
assc-31433	184	6	security	security	NOUN
assc-31433	184	7	protection	protection	NOUN
assc-31433	184	8	of	of	ADP
assc-31433	184	9	www.scholink.org/ojs/index.php/assc	www.scholink.org/ojs/index.php/assc	PROPN
assc-31433	184	10	advances	advance	NOUN
assc-31433	184	11	in	in	ADP
assc-31433	184	12	social	social	ADJ
assc-31433	184	13	science	science	NOUN
assc-31433	184	14	and	and	CCONJ
assc-31433	184	15	culture	culture	NOUN
assc-31433	184	16	vol	vol	NOUN
assc-31433	184	17	.	.	PROPN
assc-31433	185	1	5	5	NUM
assc-31433	185	2	,	,	PUNCT
assc-31433	185	3	no	no	INTJ
assc-31433	185	4	.	.	NOUN
assc-31433	185	5	3	3	NUM
assc-31433	185	6	,	,	PUNCT
assc-31433	185	7	2023	2023	NUM
assc-31433	185	8	74	74	NUM
assc-31433	185	9	published	publish	VERB
assc-31433	185	10	by	by	ADP
assc-31433	185	11	scholink	scholink	PROPN
assc-31433	185	12	inc	inc	PROPN
assc-31433	185	13	.	.	PROPN
assc-31433	185	14	internet	internet	NOUN
assc-31433	185	15	infrastructure	infrastructure	NOUN
assc-31433	185	16	.	.	PUNCT
assc-31433	186	1	journal	journal	PROPN
assc-31433	186	2	of	of	ADP
assc-31433	186	3	network	network	NOUN
assc-31433	186	4	and	and	CCONJ
assc-31433	186	5	information	information	NOUN
assc-31433	186	6	security	security	NOUN
assc-31433	186	7	,	,	PUNCT
assc-31433	186	8	2(1	2(1	NUM
assc-31433	186	9	)	)	PUNCT
assc-31433	186	10	,	,	PUNCT
assc-31433	186	11	36	36	NUM
assc-31433	186	12	-	-	SYM
assc-31433	186	13	44	44	NUM
assc-31433	186	14	.	.	PUNCT
assc-31433	187	1	yan	yan	PROPN
assc-31433	187	2	,	,	PUNCT
assc-31433	187	3	x.	x.	PROPN
assc-31433	187	4	d.	d.	PROPN
assc-31433	187	5	,	,	PUNCT
assc-31433	187	6	sun	sun	PROPN
assc-31433	187	7	,	,	PUNCT
assc-31433	187	8	j.	j.	PROPN
assc-31433	187	9	y.	y.	PROPN
assc-31433	187	10	,	,	PUNCT
assc-31433	187	11	&	&	CCONJ
assc-31433	187	12	xie	xie	PROPN
assc-31433	187	13	,	,	PUNCT
assc-31433	187	14	h.	h.	PROPN
assc-31433	187	15	b.	b.	PROPN
assc-31433	187	16	(	(	PUNCT
assc-31433	187	17	2018	2018	NUM
assc-31433	187	18	)	)	PUNCT
assc-31433	187	19	.	.	PUNCT
assc-31433	188	1	a	a	DET
assc-31433	188	2	review	review	NOUN
assc-31433	188	3	of	of	ADP
assc-31433	188	4	research	research	NOUN
assc-31433	188	5	on	on	ADP
assc-31433	188	6	internet	internet	NOUN
assc-31433	188	7	infrastructure	infrastructure	NOUN
assc-31433	188	8	security	security	NOUN
assc-31433	188	9	protection	protection	NOUN
assc-31433	188	10	.	.	PUNCT
assc-31433	189	1	computer	computer	NOUN
assc-31433	189	2	science	science	NOUN
assc-31433	189	3	and	and	CCONJ
assc-31433	189	4	exploration	exploration	NOUN
assc-31433	189	5	,	,	PUNCT
assc-31433	189	6	12(1	12(1	NUM
assc-31433	189	7	)	)	PUNCT
assc-31433	189	8	,	,	PUNCT
assc-31433	189	9	45	45	NUM
assc-31433	189	10	-	-	SYM
assc-31433	189	11	57	57	NUM
assc-31433	189	12	.	.	PUNCT
assc-31433	190	1	yuan	yuan	NOUN
assc-31433	190	2	,	,	PUNCT
assc-31433	190	3	p.	p.	PROPN
assc-31433	190	4	l.	l.	PROPN
assc-31433	190	5	,	,	PUNCT
assc-31433	190	6	chen	chen	PROPN
assc-31433	190	7	,	,	PUNCT
assc-31433	190	8	w.	w.	PROPN
assc-31433	190	9	b.	b.	PROPN
assc-31433	190	10	,	,	PUNCT
assc-31433	190	11	&	&	CCONJ
assc-31433	190	12	zhou	zhou	PROPN
assc-31433	190	13	,	,	PUNCT
assc-31433	190	14	l.	l.	PROPN
assc-31433	190	15	y.	y.	PROPN
assc-31433	190	16	(	(	PUNCT
assc-31433	190	17	2015	2015	NUM
assc-31433	190	18	)	)	PUNCT
assc-31433	190	19	.	.	PUNCT
assc-31433	191	1	a	a	DET
assc-31433	191	2	research	research	NOUN
assc-31433	191	3	review	review	NOUN
assc-31433	191	4	on	on	ADP
assc-31433	191	5	network	network	NOUN
assc-31433	191	6	intrusion	intrusion	NOUN
assc-31433	191	7	detection	detection	NOUN
assc-31433	191	8	techniques	technique	NOUN
assc-31433	191	9	based	base	VERB
assc-31433	191	10	on	on	ADP
assc-31433	191	11	machine	machine	NOUN
assc-31433	191	12	learning	learning	NOUN
assc-31433	191	13	.	.	PUNCT
assc-31433	192	1	computer	computer	NOUN
assc-31433	192	2	science	science	NOUN
assc-31433	192	3	and	and	CCONJ
assc-31433	192	4	exploration	exploration	NOUN
assc-31433	192	5	,	,	PUNCT
assc-31433	192	6	9(6	9(6	NUM
assc-31433	192	7	)	)	PUNCT
assc-31433	192	8	,	,	PUNCT
assc-31433	192	9	750	750	NUM
assc-31433	192	10	-	-	SYM
assc-31433	192	11	767	767	NUM
assc-31433	192	12	.	.	PUNCT