id	sid	tid	token	lemma	pos
ajpdis-593	1	1	135	135	NUM
ajpdis-593	1	2	american	american	ADJ
ajpdis-593	1	3	journal	journal	NOUN
ajpdis-593	1	4	of	of	ADP
ajpdis-593	1	5	public	public	ADJ
ajpdis-593	1	6	diplomacy	diplomacy	NOUN
ajpdis-593	1	7	and	and	CCONJ
ajpdis-593	1	8	international	international	ADJ
ajpdis-593	1	9	studies	study	NOUN
ajpdis-593	1	10	www	www	PROPN
ajpdis-593	1	11	.	.	PROPN
ajpdis-593	2	1	grnjournal.us	grnjournal.us	PROPN
ajpdis-593	2	2	american	american	PROPN
ajpdis-593	2	3	journal	journal	PROPN
ajpdis-593	2	4	of	of	ADP
ajpdis-593	2	5	public	public	ADJ
ajpdis-593	2	6	diplomacy	diplomacy	NOUN
ajpdis-593	2	7	and	and	CCONJ
ajpdis-593	2	8	international	international	ADJ
ajpdis-593	2	9	studies	study	NOUN
ajpdis-593	2	10	volume	volume	NOUN
ajpdis-593	2	11	01	01	NUM
ajpdis-593	2	12	,	,	PUNCT
ajpdis-593	2	13	issue	issue	NOUN
ajpdis-593	2	14	05	05	NUM
ajpdis-593	2	15	,	,	PUNCT
ajpdis-593	2	16	2023	2023	NUM
ajpdis-593	2	17	issn	issn	X
ajpdis-593	2	18	(	(	PUNCT
ajpdis-593	2	19	e	e	NOUN
ajpdis-593	2	20	):	):	PUNCT
ajpdis-593	2	21	2993	2993	NUM
ajpdis-593	2	22	-	-	SYM
ajpdis-593	2	23	2157	2157	NUM
ajpdis-593	2	24	neural	neural	ADJ
ajpdis-593	2	25	networks	network	NOUN
ajpdis-593	2	26	in	in	ADP
ajpdis-593	2	27	cybersecurity	cybersecurity	NOUN
ajpdis-593	2	28	davronov	davronov	PROPN
ajpdis-593	2	29	farhodjon	farhodjon	NOUN
ajpdis-593	2	30	shuxrat	shuxrat	PROPN
ajpdis-593	2	31	o‘g‘li	o‘g‘li	X
ajpdis-593	2	32	(	(	PUNCT
ajpdis-593	2	33	university	university	NOUN
ajpdis-593	2	34	of	of	ADP
ajpdis-593	2	35	public	public	ADJ
ajpdis-593	2	36	security	security	NOUN
ajpdis-593	2	37	of	of	ADP
ajpdis-593	2	38	the	the	DET
ajpdis-593	2	39	republic	republic	NOUN
ajpdis-593	2	40	of	of	ADP
ajpdis-593	2	41	uzbekistan	uzbekistan	PROPN
ajpdis-593	2	42	)	)	PUNCT
ajpdis-593	3	1	farhoddavronov98@gmail.com	farhoddavronov98@gmail.com	X
ajpdis-593	3	2	abstract	abstract	ADJ
ajpdis-593	3	3	deep	deep	ADJ
ajpdis-593	3	4	learning	learning	NOUN
ajpdis-593	3	5	is	be	AUX
ajpdis-593	3	6	a	a	DET
ajpdis-593	3	7	part	part	NOUN
ajpdis-593	3	8	of	of	ADP
ajpdis-593	3	9	machine	machine	NOUN
ajpdis-593	3	10	learning	learning	NOUN
ajpdis-593	3	11	based	base	VERB
ajpdis-593	3	12	on	on	ADP
ajpdis-593	3	13	neural	neural	ADJ
ajpdis-593	3	14	networks	network	NOUN
ajpdis-593	3	15	.	.	PUNCT
ajpdis-593	4	1	nowadays	nowadays	ADV
ajpdis-593	4	2	,	,	PUNCT
ajpdis-593	4	3	everyone	everyone	PRON
ajpdis-593	4	4	has	have	AUX
ajpdis-593	4	5	heard	hear	VERB
ajpdis-593	4	6	about	about	ADP
ajpdis-593	4	7	neural	neural	ADJ
ajpdis-593	4	8	networks	network	NOUN
ajpdis-593	4	9	,	,	PUNCT
ajpdis-593	4	10	and	and	CCONJ
ajpdis-593	4	11	maybe	maybe	ADV
ajpdis-593	4	12	not	not	PART
ajpdis-593	4	13	everyone	everyone	PRON
ajpdis-593	4	14	knows	know	VERB
ajpdis-593	4	15	what	what	PRON
ajpdis-593	4	16	it	it	PRON
ajpdis-593	4	17	is	be	AUX
ajpdis-593	4	18	and	and	CCONJ
ajpdis-593	4	19	what	what	PRON
ajpdis-593	4	20	it	it	PRON
ajpdis-593	4	21	does	do	VERB
ajpdis-593	4	22	,	,	PUNCT
ajpdis-593	4	23	but	but	CCONJ
ajpdis-593	4	24	the	the	DET
ajpdis-593	4	25	name	name	NOUN
ajpdis-593	4	26	itself	itself	PRON
ajpdis-593	4	27	is	be	AUX
ajpdis-593	4	28	familiar	familiar	ADJ
ajpdis-593	4	29	to	to	ADP
ajpdis-593	4	30	everyone	everyone	PRON
ajpdis-593	4	31	.	.	PUNCT
ajpdis-593	5	1	introduction	introduction	NOUN
ajpdis-593	5	2	many	many	ADJ
ajpdis-593	5	3	devices	device	NOUN
ajpdis-593	5	4	that	that	PRON
ajpdis-593	5	5	exist	exist	VERB
ajpdis-593	5	6	now	now	ADV
ajpdis-593	5	7	have	have	VERB
ajpdis-593	5	8	a	a	DET
ajpdis-593	5	9	neural	neural	ADJ
ajpdis-593	5	10	network	network	NOUN
ajpdis-593	5	11	inside	inside	ADP
ajpdis-593	5	12	them	they	PRON
ajpdis-593	5	13	that	that	PRON
ajpdis-593	5	14	solves	solve	VERB
ajpdis-593	5	15	a	a	DET
ajpdis-593	5	16	particular	particular	ADJ
ajpdis-593	5	17	task	task	NOUN
ajpdis-593	5	18	of	of	ADP
ajpdis-593	5	19	the	the	DET
ajpdis-593	5	20	system	system	NOUN
ajpdis-593	5	21	.	.	PUNCT
ajpdis-593	6	1	in	in	ADP
ajpdis-593	6	2	fact	fact	NOUN
ajpdis-593	6	3	,	,	PUNCT
ajpdis-593	6	4	if	if	SCONJ
ajpdis-593	6	5	you	you	PRON
ajpdis-593	6	6	look	look	VERB
ajpdis-593	6	7	deeper	deep	ADJ
ajpdis-593	6	8	,	,	PUNCT
ajpdis-593	6	9	this	this	PRON
ajpdis-593	6	10	is	be	AUX
ajpdis-593	6	11	a	a	DET
ajpdis-593	6	12	rather	rather	ADV
ajpdis-593	6	13	complex	complex	ADJ
ajpdis-593	6	14	structure	structure	NOUN
ajpdis-593	6	15	,	,	PUNCT
ajpdis-593	6	16	resembling	resemble	VERB
ajpdis-593	6	17	a	a	DET
ajpdis-593	6	18	collection	collection	NOUN
ajpdis-593	6	19	of	of	ADP
ajpdis-593	6	20	neurons	neuron	NOUN
ajpdis-593	6	21	in	in	ADP
ajpdis-593	6	22	the	the	DET
ajpdis-593	6	23	human	human	ADJ
ajpdis-593	6	24	brain	brain	NOUN
ajpdis-593	6	25	.	.	PUNCT
ajpdis-593	7	1	their	their	PRON
ajpdis-593	7	2	very	very	ADJ
ajpdis-593	7	3	idea	idea	NOUN
ajpdis-593	7	4	made	make	VERB
ajpdis-593	7	5	many	many	ADJ
ajpdis-593	7	6	people	people	NOUN
ajpdis-593	7	7	take	take	VERB
ajpdis-593	7	8	up	up	ADP
ajpdis-593	7	9	this	this	DET
ajpdis-593	7	10	industry	industry	NOUN
ajpdis-593	7	11	in	in	ADP
ajpdis-593	7	12	order	order	NOUN
ajpdis-593	7	13	to	to	PART
ajpdis-593	7	14	get	get	VERB
ajpdis-593	7	15	outstanding	outstanding	ADJ
ajpdis-593	7	16	results	result	NOUN
ajpdis-593	7	17	.	.	PUNCT
ajpdis-593	8	1	therefore	therefore	ADV
ajpdis-593	8	2	,	,	PUNCT
ajpdis-593	8	3	by	by	ADP
ajpdis-593	8	4	2021	2021	NUM
ajpdis-593	8	5	,	,	PUNCT
ajpdis-593	8	6	neural	neural	ADJ
ajpdis-593	8	7	networks	network	NOUN
ajpdis-593	8	8	are	be	AUX
ajpdis-593	8	9	being	be	AUX
ajpdis-593	8	10	used	use	VERB
ajpdis-593	8	11	in	in	ADP
ajpdis-593	8	12	various	various	ADJ
ajpdis-593	8	13	areas	area	NOUN
ajpdis-593	8	14	of	of	ADP
ajpdis-593	8	15	our	our	PRON
ajpdis-593	8	16	lives	life	NOUN
ajpdis-593	8	17	.	.	PUNCT
ajpdis-593	9	1	cybersecurity	cybersecurity	NOUN
ajpdis-593	9	2	is	be	AUX
ajpdis-593	9	3	no	no	DET
ajpdis-593	9	4	exception	exception	NOUN
ajpdis-593	9	5	.	.	PUNCT
ajpdis-593	10	1	cybersecurity	cybersecurity	NOUN
ajpdis-593	10	2	is	be	AUX
ajpdis-593	10	3	a	a	DET
ajpdis-593	10	4	complete	complete	ADJ
ajpdis-593	10	5	set	set	NOUN
ajpdis-593	10	6	of	of	ADP
ajpdis-593	10	7	all	all	DET
ajpdis-593	10	8	methods	method	NOUN
ajpdis-593	10	9	responsible	responsible	ADJ
ajpdis-593	10	10	for	for	ADP
ajpdis-593	10	11	protecting	protect	VERB
ajpdis-593	10	12	networks	network	NOUN
ajpdis-593	10	13	and	and	CCONJ
ajpdis-593	10	14	software	software	NOUN
ajpdis-593	10	15	.	.	PUNCT
ajpdis-593	11	1	with	with	ADP
ajpdis-593	11	2	the	the	DET
ajpdis-593	11	3	implementation	implementation	NOUN
ajpdis-593	11	4	of	of	ADP
ajpdis-593	11	5	iot	iot	NOUN
ajpdis-593	11	6	,	,	PUNCT
ajpdis-593	11	7	cybersecurity	cybersecurity	NOUN
ajpdis-593	11	8	is	be	AUX
ajpdis-593	11	9	becoming	become	VERB
ajpdis-593	11	10	more	more	ADV
ajpdis-593	11	11	important	important	ADJ
ajpdis-593	11	12	than	than	ADP
ajpdis-593	11	13	ever	ever	ADV
ajpdis-593	11	14	.	.	PUNCT
ajpdis-593	12	1	computer	computer	NOUN
ajpdis-593	12	2	networks	network	NOUN
ajpdis-593	12	3	are	be	AUX
ajpdis-593	12	4	vulnerable	vulnerable	ADJ
ajpdis-593	12	5	to	to	ADP
ajpdis-593	12	6	many	many	ADJ
ajpdis-593	12	7	threats	threat	NOUN
ajpdis-593	12	8	.	.	PUNCT
ajpdis-593	13	1	moreover	moreover	ADV
ajpdis-593	13	2	,	,	PUNCT
ajpdis-593	13	3	the	the	DET
ajpdis-593	13	4	system	system	NOUN
ajpdis-593	13	5	needs	need	VERB
ajpdis-593	13	6	to	to	PART
ajpdis-593	13	7	be	be	AUX
ajpdis-593	13	8	protected	protect	VERB
ajpdis-593	13	9	not	not	PART
ajpdis-593	13	10	only	only	ADV
ajpdis-593	13	11	from	from	ADP
ajpdis-593	13	12	external	external	ADJ
ajpdis-593	13	13	threats	threat	NOUN
ajpdis-593	13	14	,	,	PUNCT
ajpdis-593	13	15	but	but	CCONJ
ajpdis-593	13	16	also	also	ADV
ajpdis-593	13	17	needs	need	VERB
ajpdis-593	13	18	to	to	PART
ajpdis-593	13	19	be	be	AUX
ajpdis-593	13	20	protected	protect	VERB
ajpdis-593	13	21	from	from	ADP
ajpdis-593	13	22	internal	internal	ADJ
ajpdis-593	13	23	ones	one	NOUN
ajpdis-593	13	24	,	,	PUNCT
ajpdis-593	13	25	such	such	ADJ
ajpdis-593	13	26	as	as	ADP
ajpdis-593	13	27	unauthorized	unauthorized	ADJ
ajpdis-593	13	28	use	use	NOUN
ajpdis-593	13	29	of	of	ADP
ajpdis-593	13	30	authorized	authorized	ADJ
ajpdis-593	13	31	access	access	NOUN
ajpdis-593	13	32	.	.	PUNCT
ajpdis-593	14	1	the	the	DET
ajpdis-593	14	2	main	main	ADJ
ajpdis-593	14	3	task	task	NOUN
ajpdis-593	14	4	that	that	PRON
ajpdis-593	14	5	we	we	PRON
ajpdis-593	14	6	face	face	VERB
ajpdis-593	14	7	is	be	AUX
ajpdis-593	14	8	the	the	DET
ajpdis-593	14	9	detection	detection	NOUN
ajpdis-593	14	10	of	of	ADP
ajpdis-593	14	11	suspicious	suspicious	ADJ
ajpdis-593	14	12	users	user	NOUN
ajpdis-593	14	13	before	before	SCONJ
ajpdis-593	14	14	they	they	PRON
ajpdis-593	14	15	can	can	AUX
ajpdis-593	14	16	fully	fully	ADV
ajpdis-593	14	17	commit	commit	VERB
ajpdis-593	14	18	an	an	DET
ajpdis-593	14	19	attack	attack	NOUN
ajpdis-593	14	20	on	on	ADP
ajpdis-593	14	21	the	the	DET
ajpdis-593	14	22	system	system	NOUN
ajpdis-593	14	23	.	.	PUNCT
ajpdis-593	15	1	tasks	task	NOUN
ajpdis-593	15	2	solved	solve	VERB
ajpdis-593	15	3	by	by	ADP
ajpdis-593	15	4	the	the	DET
ajpdis-593	15	5	neural	neural	ADJ
ajpdis-593	15	6	network	network	NOUN
ajpdis-593	15	7	the	the	DET
ajpdis-593	15	8	range	range	NOUN
ajpdis-593	15	9	of	of	ADP
ajpdis-593	15	10	tasks	task	NOUN
ajpdis-593	15	11	solved	solve	VERB
ajpdis-593	15	12	by	by	ADP
ajpdis-593	15	13	neural	neural	ADJ
ajpdis-593	15	14	networks	network	NOUN
ajpdis-593	15	15	is	be	AUX
ajpdis-593	15	16	quite	quite	ADV
ajpdis-593	15	17	large	large	ADJ
ajpdis-593	15	18	,	,	PUNCT
ajpdis-593	15	19	but	but	CCONJ
ajpdis-593	15	20	here	here	ADV
ajpdis-593	15	21	are	be	AUX
ajpdis-593	15	22	the	the	DET
ajpdis-593	15	23	main	main	ADJ
ajpdis-593	15	24	tasks	task	NOUN
ajpdis-593	15	25	that	that	PRON
ajpdis-593	15	26	are	be	AUX
ajpdis-593	15	27	most	most	ADV
ajpdis-593	15	28	relevant	relevant	ADJ
ajpdis-593	15	29	at	at	ADP
ajpdis-593	15	30	the	the	DET
ajpdis-593	15	31	moment	moment	NOUN
ajpdis-593	15	32	.	.	PUNCT
ajpdis-593	16	1	an	an	DET
ajpdis-593	16	2	important	important	ADJ
ajpdis-593	16	3	feature	feature	NOUN
ajpdis-593	16	4	of	of	ADP
ajpdis-593	16	5	the	the	DET
ajpdis-593	16	6	neural	neural	ADJ
ajpdis-593	16	7	network	network	NOUN
ajpdis-593	16	8	is	be	AUX
ajpdis-593	16	9	that	that	SCONJ
ajpdis-593	16	10	it	it	PRON
ajpdis-593	16	11	is	be	AUX
ajpdis-593	16	12	able	able	ADJ
ajpdis-593	16	13	to	to	PART
ajpdis-593	16	14	identify	identify	VERB
ajpdis-593	16	15	various	various	ADJ
ajpdis-593	16	16	dependencies	dependency	NOUN
ajpdis-593	16	17	,	,	PUNCT
ajpdis-593	16	18	can	can	AUX
ajpdis-593	16	19	find	find	VERB
ajpdis-593	16	20	elements	element	NOUN
ajpdis-593	16	21	that	that	PRON
ajpdis-593	16	22	were	be	AUX
ajpdis-593	16	23	not	not	PART
ajpdis-593	16	24	previously	previously	ADV
ajpdis-593	16	25	in	in	ADP
ajpdis-593	16	26	the	the	DET
ajpdis-593	16	27	network	network	NOUN
ajpdis-593	16	28	,	,	PUNCT
ajpdis-593	16	29	and	and	CCONJ
ajpdis-593	16	30	study	study	VERB
ajpdis-593	16	31	the	the	DET
ajpdis-593	16	32	patterns	pattern	NOUN
ajpdis-593	16	33	of	of	ADP
ajpdis-593	16	34	deliberate	deliberate	ADJ
ajpdis-593	16	35	attacks	attack	NOUN
ajpdis-593	16	36	.	.	PUNCT
ajpdis-593	17	1	the	the	DET
ajpdis-593	17	2	main	main	ADJ
ajpdis-593	17	3	classification	classification	NOUN
ajpdis-593	17	4	,	,	PUNCT
ajpdis-593	17	5	based	base	VERB
ajpdis-593	17	6	on	on	ADP
ajpdis-593	17	7	the	the	DET
ajpdis-593	17	8	above	above	ADJ
ajpdis-593	17	9	:	:	PUNCT
ajpdis-593	17	10	•	•	NUM
ajpdis-593	17	11	intrusion	intrusion	NOUN
ajpdis-593	17	12	detection	detection	NOUN
ajpdis-593	17	13	;	;	PUNCT
ajpdis-593	17	14	•	•	X
ajpdis-593	17	15	identifying	identify	VERB
ajpdis-593	17	16	certain	certain	ADJ
ajpdis-593	17	17	information	information	NOUN
ajpdis-593	17	18	in	in	ADP
ajpdis-593	17	19	the	the	DET
ajpdis-593	17	20	learning	learning	NOUN
ajpdis-593	17	21	process	process	NOUN
ajpdis-593	17	22	,	,	PUNCT
ajpdis-593	17	23	and	and	CCONJ
ajpdis-593	17	24	using	use	VERB
ajpdis-593	17	25	it	it	PRON
ajpdis-593	17	26	to	to	PART
ajpdis-593	17	27	create	create	VERB
ajpdis-593	17	28	an	an	DET
ajpdis-593	17	29	improved	improved	ADJ
ajpdis-593	17	30	network	network	NOUN
ajpdis-593	17	31	;	;	PUNCT
ajpdis-593	17	32	•	•	NUM
ajpdis-593	17	33	fraud	fraud	NOUN
ajpdis-593	17	34	and	and	CCONJ
ajpdis-593	17	35	malware	malware	NOUN
ajpdis-593	17	36	detection	detection	NOUN
ajpdis-593	17	37	;	;	PUNCT
ajpdis-593	17	38	•	•	NUM
ajpdis-593	17	39	risk	risk	NOUN
ajpdis-593	17	40	assessment	assessment	NOUN
ajpdis-593	17	41	and	and	CCONJ
ajpdis-593	17	42	analysis	analysis	NOUN
ajpdis-593	17	43	of	of	ADP
ajpdis-593	17	44	system	system	NOUN
ajpdis-593	17	45	behavior	behavior	NOUN
ajpdis-593	17	46	.	.	PUNCT
ajpdis-593	18	1	in	in	ADP
ajpdis-593	18	2	addition	addition	NOUN
ajpdis-593	18	3	,	,	PUNCT
ajpdis-593	18	4	i	i	PRON
ajpdis-593	18	5	would	would	AUX
ajpdis-593	18	6	like	like	VERB
ajpdis-593	18	7	to	to	PART
ajpdis-593	18	8	list	list	VERB
ajpdis-593	18	9	the	the	DET
ajpdis-593	18	10	areas	area	NOUN
ajpdis-593	18	11	of	of	ADP
ajpdis-593	18	12	application	application	NOUN
ajpdis-593	18	13	in	in	ADP
ajpdis-593	18	14	applied	applied	ADJ
ajpdis-593	18	15	tasks	task	NOUN
ajpdis-593	18	16	:	:	PUNCT
ajpdis-593	18	17	application	application	NOUN
ajpdis-593	18	18	in	in	ADP
ajpdis-593	18	19	firewalls	firewall	NOUN
ajpdis-593	18	20	and	and	CCONJ
ajpdis-593	18	21	threat	threat	NOUN
ajpdis-593	18	22	detection	detection	NOUN
ajpdis-593	18	23	.	.	PUNCT
ajpdis-593	19	1	the	the	DET
ajpdis-593	19	2	first	first	ADJ
ajpdis-593	19	3	subtask	subtask	NOUN
ajpdis-593	19	4	is	be	AUX
ajpdis-593	19	5	that	that	SCONJ
ajpdis-593	19	6	the	the	DET
ajpdis-593	19	7	neural	neural	ADJ
ajpdis-593	19	8	network	network	NOUN
ajpdis-593	19	9	analyzes	analyze	VERB
ajpdis-593	19	10	traffic	traffic	NOUN
ajpdis-593	19	11	and	and	CCONJ
ajpdis-593	19	12	tries	try	VERB
ajpdis-593	19	13	to	to	PART
ajpdis-593	19	14	predict	predict	VERB
ajpdis-593	19	15	a	a	DET
ajpdis-593	19	16	possible	possible	ADJ
ajpdis-593	19	17	intrusion	intrusion	NOUN
ajpdis-593	19	18	.	.	PUNCT
ajpdis-593	20	1	here	here	ADV
ajpdis-593	20	2	,	,	PUNCT
ajpdis-593	20	3	the	the	DET
ajpdis-593	20	4	advantage	advantage	NOUN
ajpdis-593	20	5	of	of	ADP
ajpdis-593	20	6	a	a	DET
ajpdis-593	20	7	neural	neural	ADJ
ajpdis-593	20	8	network	network	NOUN
ajpdis-593	20	9	is	be	AUX
ajpdis-593	20	10	that	that	SCONJ
ajpdis-593	20	11	it	it	PRON
ajpdis-593	20	12	can	can	AUX
ajpdis-593	20	13	learn	learn	VERB
ajpdis-593	20	14	independently	independently	ADV
ajpdis-593	20	15	without	without	ADP
ajpdis-593	20	16	relying	rely	VERB
ajpdis-593	20	17	on	on	ADP
ajpdis-593	20	18	the	the	DET
ajpdis-593	20	19	data	datum	NOUN
ajpdis-593	20	20	embedded	embed	VERB
ajpdis-593	20	21	in	in	ADP
ajpdis-593	20	22	it	it	PRON
ajpdis-593	20	23	.	.	PUNCT
ajpdis-593	21	1	the	the	DET
ajpdis-593	21	2	second	second	ADJ
ajpdis-593	21	3	subproblem	subproblem	NOUN
ajpdis-593	21	4	is	be	AUX
ajpdis-593	21	5	that	that	SCONJ
ajpdis-593	21	6	the	the	DET
ajpdis-593	21	7	network	network	NOUN
ajpdis-593	21	8	has	have	AUX
ajpdis-593	21	9	already	already	ADV
ajpdis-593	21	10	created	create	VERB
ajpdis-593	21	11	an	an	DET
ajpdis-593	21	12	image	image	NOUN
ajpdis-593	21	13	of	of	ADP
ajpdis-593	21	14	normal	normal	ADJ
ajpdis-593	21	15	behavior	behavior	NOUN
ajpdis-593	21	16	in	in	ADP
ajpdis-593	21	17	the	the	DET
ajpdis-593	21	18	network	network	NOUN
ajpdis-593	21	19	,	,	PUNCT
ajpdis-593	21	20	and	and	CCONJ
ajpdis-593	21	21	now	now	ADV
ajpdis-593	21	22	any	any	DET
ajpdis-593	21	23	deviation	deviation	NOUN
ajpdis-593	21	24	from	from	ADP
ajpdis-593	21	25	this	this	DET
ajpdis-593	21	26	image	image	NOUN
ajpdis-593	21	27	will	will	AUX
ajpdis-593	21	28	be	be	AUX
ajpdis-593	21	29	considered	consider	VERB
ajpdis-593	21	30	an	an	DET
ajpdis-593	21	31	anomaly	anomaly	NOUN
ajpdis-593	21	32	.	.	PUNCT
ajpdis-593	22	1	some	some	DET
ajpdis-593	22	2	attacks	attack	NOUN
ajpdis-593	22	3	are	be	AUX
ajpdis-593	22	4	easy	easy	ADJ
ajpdis-593	22	5	to	to	PART
ajpdis-593	22	6	predict	predict	VERB
ajpdis-593	22	7	,	,	PUNCT
ajpdis-593	22	8	as	as	SCONJ
ajpdis-593	22	9	they	they	PRON
ajpdis-593	22	10	were	be	AUX
ajpdis-593	22	11	known	know	VERB
ajpdis-593	22	12	to	to	ADP
ajpdis-593	22	13	us	we	PRON
ajpdis-593	22	14	in	in	ADP
ajpdis-593	22	15	advance	advance	NOUN
ajpdis-593	22	16	.	.	PUNCT
ajpdis-593	23	1	nevertheless	nevertheless	ADV
ajpdis-593	23	2	,	,	PUNCT
ajpdis-593	23	3	scammers	scammer	NOUN
ajpdis-593	23	4	create	create	VERB
ajpdis-593	23	5	attacks	attack	NOUN
ajpdis-593	23	6	that	that	PRON
ajpdis-593	23	7	mailto:farhoddavronov98@gmail.com	mailto:farhoddavronov98@gmail.com	PROPN
ajpdis-593	23	8	136	136	NUM
ajpdis-593	23	9	american	american	ADJ
ajpdis-593	23	10	journal	journal	NOUN
ajpdis-593	23	11	of	of	ADP
ajpdis-593	23	12	public	public	ADJ
ajpdis-593	23	13	diplomacy	diplomacy	NOUN
ajpdis-593	23	14	and	and	CCONJ
ajpdis-593	23	15	international	international	ADJ
ajpdis-593	23	16	studies	study	NOUN
ajpdis-593	23	17	www	www	PROPN
ajpdis-593	23	18	.	.	PUNCT
ajpdis-593	24	1	grnjournal.us	grnjournal.us	X
ajpdis-593	24	2	occur	occur	VERB
ajpdis-593	24	3	purposefully	purposefully	ADV
ajpdis-593	24	4	on	on	ADP
ajpdis-593	24	5	new	new	ADJ
ajpdis-593	24	6	weaknesses	weakness	NOUN
ajpdis-593	24	7	in	in	ADP
ajpdis-593	24	8	our	our	PRON
ajpdis-593	24	9	system	system	NOUN
ajpdis-593	24	10	.	.	PUNCT
ajpdis-593	25	1	such	such	DET
ajpdis-593	25	2	an	an	DET
ajpdis-593	25	3	attack	attack	NOUN
ajpdis-593	25	4	has	have	VERB
ajpdis-593	25	5	no	no	DET
ajpdis-593	25	6	predecessors	predecessor	NOUN
ajpdis-593	25	7	,	,	PUNCT
ajpdis-593	25	8	and	and	CCONJ
ajpdis-593	25	9	can	can	AUX
ajpdis-593	25	10	harm	harm	VERB
ajpdis-593	25	11	our	our	PRON
ajpdis-593	25	12	system	system	NOUN
ajpdis-593	25	13	before	before	SCONJ
ajpdis-593	25	14	we	we	PRON
ajpdis-593	25	15	have	have	VERB
ajpdis-593	25	16	time	time	NOUN
ajpdis-593	25	17	to	to	PART
ajpdis-593	25	18	neutralize	neutralize	VERB
ajpdis-593	25	19	it	it	PRON
ajpdis-593	25	20	.	.	PUNCT
ajpdis-593	26	1	the	the	DET
ajpdis-593	26	2	use	use	NOUN
ajpdis-593	26	3	of	of	ADP
ajpdis-593	26	4	artificial	artificial	ADJ
ajpdis-593	26	5	neural	neural	ADJ
ajpdis-593	26	6	networks	network	NOUN
ajpdis-593	26	7	for	for	ADP
ajpdis-593	26	8	intrusion	intrusion	NOUN
ajpdis-593	26	9	detection	detection	NOUN
ajpdis-593	26	10	is	be	AUX
ajpdis-593	26	11	quite	quite	DET
ajpdis-593	26	12	an	an	DET
ajpdis-593	26	13	interesting	interesting	ADJ
ajpdis-593	26	14	and	and	CCONJ
ajpdis-593	26	15	innovative	innovative	ADJ
ajpdis-593	26	16	topic	topic	NOUN
ajpdis-593	26	17	at	at	ADP
ajpdis-593	26	18	the	the	DET
ajpdis-593	26	19	moment	moment	NOUN
ajpdis-593	26	20	.	.	PUNCT
ajpdis-593	27	1	this	this	PRON
ajpdis-593	27	2	is	be	AUX
ajpdis-593	27	3	due	due	ADJ
ajpdis-593	27	4	to	to	ADP
ajpdis-593	27	5	the	the	DET
ajpdis-593	27	6	fact	fact	NOUN
ajpdis-593	27	7	that	that	SCONJ
ajpdis-593	27	8	neural	neural	ADJ
ajpdis-593	27	9	networks	network	NOUN
ajpdis-593	27	10	have	have	AUX
ajpdis-593	27	11	flexibility	flexibility	NOUN
ajpdis-593	27	12	,	,	PUNCT
ajpdis-593	27	13	which	which	PRON
ajpdis-593	27	14	gives	give	VERB
ajpdis-593	27	15	them	they	PRON
ajpdis-593	27	16	the	the	DET
ajpdis-593	27	17	ability	ability	NOUN
ajpdis-593	27	18	to	to	PART
ajpdis-593	27	19	learn	learn	VERB
ajpdis-593	27	20	in	in	ADP
ajpdis-593	27	21	real	real	ADJ
ajpdis-593	27	22	time	time	NOUN
ajpdis-593	27	23	,	,	PUNCT
ajpdis-593	27	24	which	which	PRON
ajpdis-593	27	25	increases	increase	VERB
ajpdis-593	27	26	the	the	DET
ajpdis-593	27	27	likelihood	likelihood	NOUN
ajpdis-593	27	28	of	of	ADP
ajpdis-593	27	29	correct	correct	ADJ
ajpdis-593	27	30	triggering	trigger	VERB
ajpdis-593	27	31	when	when	SCONJ
ajpdis-593	27	32	detecting	detect	VERB
ajpdis-593	27	33	attacks	attack	NOUN
ajpdis-593	27	34	.	.	PUNCT
ajpdis-593	28	1	types	type	NOUN
ajpdis-593	28	2	of	of	ADP
ajpdis-593	28	3	attacks	attack	NOUN
ajpdis-593	28	4	consider	consider	VERB
ajpdis-593	28	5	the	the	DET
ajpdis-593	28	6	basic	basic	ADJ
ajpdis-593	28	7	classification	classification	NOUN
ajpdis-593	28	8	of	of	ADP
ajpdis-593	28	9	attacks	attack	NOUN
ajpdis-593	28	10	.	.	PUNCT
ajpdis-593	29	1	1	1	X
ajpdis-593	29	2	.	.	X
ajpdis-593	29	3	dos	do	NOUN
ajpdis-593	29	4	attack	attack	NOUN
ajpdis-593	29	5	,	,	PUNCT
ajpdis-593	29	6	which	which	PRON
ajpdis-593	29	7	is	be	AUX
ajpdis-593	29	8	carried	carry	VERB
ajpdis-593	29	9	out	out	ADP
ajpdis-593	29	10	in	in	ADP
ajpdis-593	29	11	order	order	NOUN
ajpdis-593	29	12	to	to	PART
ajpdis-593	29	13	bring	bring	VERB
ajpdis-593	29	14	the	the	DET
ajpdis-593	29	15	system	system	NOUN
ajpdis-593	29	16	to	to	ADP
ajpdis-593	29	17	failure	failure	NOUN
ajpdis-593	29	18	.	.	PUNCT
ajpdis-593	30	1	a	a	DET
ajpdis-593	30	2	huge	huge	ADJ
ajpdis-593	30	3	amount	amount	NOUN
ajpdis-593	30	4	of	of	ADP
ajpdis-593	30	5	traffic	traffic	NOUN
ajpdis-593	30	6	is	be	AUX
ajpdis-593	30	7	generated	generate	VERB
ajpdis-593	30	8	,	,	PUNCT
ajpdis-593	30	9	due	due	ADP
ajpdis-593	30	10	to	to	ADP
ajpdis-593	30	11	which	which	PRON
ajpdis-593	30	12	the	the	DET
ajpdis-593	30	13	server	server	NOUN
ajpdis-593	30	14	is	be	AUX
ajpdis-593	30	15	rebooted	reboot	VERB
ajpdis-593	30	16	,	,	PUNCT
ajpdis-593	30	17	and	and	CCONJ
ajpdis-593	30	18	then	then	ADV
ajpdis-593	30	19	it	it	PRON
ajpdis-593	30	20	is	be	AUX
ajpdis-593	30	21	blocked	block	VERB
ajpdis-593	30	22	.	.	PUNCT
ajpdis-593	31	1	2	2	X
ajpdis-593	31	2	.	.	NUM
ajpdis-593	31	3	r2l	r2l	NOUN
ajpdis-593	31	4	–	–	PUNCT
ajpdis-593	31	5	obtaining	obtain	VERB
ajpdis-593	31	6	access	access	NOUN
ajpdis-593	31	7	of	of	ADP
ajpdis-593	31	8	an	an	DET
ajpdis-593	31	9	unknown	unknown	ADJ
ajpdis-593	31	10	user	user	NOUN
ajpdis-593	31	11	to	to	ADP
ajpdis-593	31	12	a	a	DET
ajpdis-593	31	13	computer	computer	NOUN
ajpdis-593	31	14	from	from	ADP
ajpdis-593	31	15	a	a	DET
ajpdis-593	31	16	remote	remote	ADJ
ajpdis-593	31	17	system	system	NOUN
ajpdis-593	31	18	.	.	PUNCT
ajpdis-593	32	1	3	3	X
ajpdis-593	32	2	.	.	X
ajpdis-593	32	3	probe	probe	NOUN
ajpdis-593	32	4	–	–	PUNCT
ajpdis-593	32	5	port	port	NOUN
ajpdis-593	32	6	scanning	scanning	NOUN
ajpdis-593	32	7	,	,	PUNCT
ajpdis-593	32	8	which	which	PRON
ajpdis-593	32	9	leads	lead	VERB
ajpdis-593	32	10	to	to	ADP
ajpdis-593	32	11	obtaining	obtain	VERB
ajpdis-593	32	12	confidential	confidential	ADJ
ajpdis-593	32	13	information	information	NOUN
ajpdis-593	32	14	.	.	PUNCT
ajpdis-593	33	1	4	4	X
ajpdis-593	33	2	.	.	X
ajpdis-593	33	3	u2r	u2r	PROPN
ajpdis-593	33	4	–	–	PUNCT
ajpdis-593	33	5	obtaining	obtain	VERB
ajpdis-593	33	6	superuser	superuser	NOUN
ajpdis-593	33	7	benefits	benefit	NOUN
ajpdis-593	33	8	by	by	ADP
ajpdis-593	33	9	a	a	DET
ajpdis-593	33	10	registered	register	VERB
ajpdis-593	33	11	user	user	NOUN
ajpdis-593	33	12	.	.	PUNCT
ajpdis-593	34	1	5	5	X
ajpdis-593	34	2	.	.	X
ajpdis-593	34	3	man	man	NOUN
ajpdis-593	34	4	-	-	PUNCT
ajpdis-593	34	5	in	in	ADP
ajpdis-593	34	6	-	-	PUNCT
ajpdis-593	34	7	the	the	DET
ajpdis-593	34	8	-	-	PUNCT
ajpdis-593	34	9	middle	middle	NOUN
ajpdis-593	34	10	–	–	PUNCT
ajpdis-593	34	11	eavesdropping	eavesdropping	NOUN
ajpdis-593	34	12	on	on	ADP
ajpdis-593	34	13	a	a	DET
ajpdis-593	34	14	conversation	conversation	NOUN
ajpdis-593	34	15	or	or	CCONJ
ajpdis-593	34	16	actively	actively	ADV
ajpdis-593	34	17	participating	participate	VERB
ajpdis-593	34	18	,	,	PUNCT
ajpdis-593	34	19	changing	change	VERB
ajpdis-593	34	20	the	the	DET
ajpdis-593	34	21	content	content	NOUN
ajpdis-593	34	22	of	of	ADP
ajpdis-593	34	23	your	your	PRON
ajpdis-593	34	24	messages	message	NOUN
ajpdis-593	34	25	,	,	PUNCT
ajpdis-593	34	26	presenting	present	VERB
ajpdis-593	34	27	yourself	yourself	PRON
ajpdis-593	34	28	as	as	ADP
ajpdis-593	34	29	a	a	DET
ajpdis-593	34	30	person	person	NOUN
ajpdis-593	34	31	or	or	CCONJ
ajpdis-593	34	32	system	system	NOUN
ajpdis-593	34	33	with	with	ADP
ajpdis-593	34	34	whom	whom	PRON
ajpdis-593	34	35	you	you	PRON
ajpdis-593	34	36	think	think	VERB
ajpdis-593	34	37	you	you	PRON
ajpdis-593	34	38	are	be	AUX
ajpdis-593	34	39	talking	talk	VERB
ajpdis-593	34	40	.	.	PUNCT
ajpdis-593	35	1	6	6	X
ajpdis-593	35	2	.	.	X
ajpdis-593	35	3	session	session	NOUN
ajpdis-593	35	4	hijacking	hijacking	NOUN
ajpdis-593	35	5	(	(	PUNCT
ajpdis-593	35	6	cookie	cookie	NOUN
ajpdis-593	35	7	hijacking	hijacking	NOUN
ajpdis-593	35	8	)	)	PUNCT
ajpdis-593	35	9	–	–	PUNCT
ajpdis-593	35	10	using	use	VERB
ajpdis-593	35	11	a	a	DET
ajpdis-593	35	12	valid	valid	ADJ
ajpdis-593	35	13	computer	computer	NOUN
ajpdis-593	35	14	session	session	NOUN
ajpdis-593	35	15	to	to	PART
ajpdis-593	35	16	gain	gain	VERB
ajpdis-593	35	17	unauthorized	unauthorized	ADJ
ajpdis-593	35	18	access	access	NOUN
ajpdis-593	35	19	to	to	ADP
ajpdis-593	35	20	information	information	NOUN
ajpdis-593	35	21	or	or	CCONJ
ajpdis-593	35	22	services	service	NOUN
ajpdis-593	35	23	in	in	ADP
ajpdis-593	35	24	a	a	DET
ajpdis-593	35	25	computer	computer	NOUN
ajpdis-593	35	26	system	system	NOUN
ajpdis-593	35	27	.	.	PUNCT
ajpdis-593	36	1	for	for	ADP
ajpdis-593	36	2	the	the	DET
ajpdis-593	36	3	first	first	ADJ
ajpdis-593	36	4	four	four	NUM
ajpdis-593	36	5	types	type	NOUN
ajpdis-593	36	6	of	of	ADP
ajpdis-593	36	7	attacks	attack	NOUN
ajpdis-593	36	8	,	,	PUNCT
ajpdis-593	36	9	an	an	DET
ajpdis-593	36	10	extensive	extensive	ADJ
ajpdis-593	36	11	study	study	NOUN
ajpdis-593	36	12	of	of	ADP
ajpdis-593	36	13	threat	threat	NOUN
ajpdis-593	36	14	detection	detection	NOUN
ajpdis-593	36	15	using	use	VERB
ajpdis-593	36	16	neural	neural	ADJ
ajpdis-593	36	17	networks	network	NOUN
ajpdis-593	36	18	was	be	AUX
ajpdis-593	36	19	conducted	conduct	VERB
ajpdis-593	36	20	in	in	ADP
ajpdis-593	36	21	the	the	DET
ajpdis-593	36	22	article	article	NOUN
ajpdis-593	36	23	"	"	PUNCT
ajpdis-593	36	24	artificial	artificial	ADJ
ajpdis-593	36	25	neural	neural	ADJ
ajpdis-593	36	26	network	network	NOUN
ajpdis-593	36	27	for	for	ADP
ajpdis-593	36	28	cybersecurity	cybersecurity	NOUN
ajpdis-593	36	29	:	:	PUNCT
ajpdis-593	36	30	a	a	DET
ajpdis-593	36	31	comprehensive	comprehensive	ADJ
ajpdis-593	36	32	review	review	NOUN
ajpdis-593	36	33	"	"	PUNCT
ajpdis-593	36	34	.	.	PUNCT
ajpdis-593	37	1	the	the	DET
ajpdis-593	37	2	review	review	NOUN
ajpdis-593	37	3	article	article	NOUN
ajpdis-593	37	4	considered	consider	VERB
ajpdis-593	37	5	the	the	DET
ajpdis-593	37	6	results	result	NOUN
ajpdis-593	37	7	of	of	ADP
ajpdis-593	37	8	models	model	NOUN
ajpdis-593	37	9	for	for	ADP
ajpdis-593	37	10	classifying	classify	VERB
ajpdis-593	37	11	attacks	attack	NOUN
ajpdis-593	37	12	on	on	ADP
ajpdis-593	37	13	datasets	dataset	NOUN
ajpdis-593	37	14	with	with	ADP
ajpdis-593	37	15	network	network	NOUN
ajpdis-593	37	16	connection	connection	NOUN
ajpdis-593	37	17	data	datum	NOUN
ajpdis-593	37	18	,	,	PUNCT
ajpdis-593	37	19	such	such	ADJ
ajpdis-593	37	20	as	as	ADP
ajpdis-593	37	21	kdd	kdd	PROPN
ajpdis-593	37	22	cup	cup	PROPN
ajpdis-593	37	23	99	99	NUM
ajpdis-593	37	24	,	,	PUNCT
ajpdis-593	37	25	nsl	nsl	PROPN
ajpdis-593	37	26	-	-	PUNCT
ajpdis-593	37	27	kdd	kdd	PROPN
ajpdis-593	37	28	,	,	PUNCT
ajpdis-593	37	29	alexa	alexa	PROPN
ajpdis-593	37	30	,	,	PUNCT
ajpdis-593	37	31	osint	osint	NOUN
ajpdis-593	37	32	,	,	PUNCT
ajpdis-593	37	33	etc	etc	X
ajpdis-593	37	34	.	.	X
ajpdis-593	38	1	the	the	DET
ajpdis-593	38	2	best	good	ADJ
ajpdis-593	38	3	results	result	NOUN
ajpdis-593	38	4	were	be	AUX
ajpdis-593	38	5	shown	show	VERB
ajpdis-593	38	6	by	by	ADP
ajpdis-593	38	7	the	the	DET
ajpdis-593	38	8	lstm	lstm	PROPN
ajpdis-593	38	9	,	,	PUNCT
ajpdis-593	38	10	cnn	cnn	PROPN
ajpdis-593	38	11	-	-	PUNCT
ajpdis-593	38	12	based	base	VERB
ajpdis-593	38	13	architecture	architecture	NOUN
ajpdis-593	38	14	,	,	PUNCT
ajpdis-593	38	15	bilstm	bilstm	NOUN
ajpdis-593	38	16	and	and	CCONJ
ajpdis-593	38	17	autoencoder	autoencoder	NOUN
ajpdis-593	38	18	models	model	NOUN
ajpdis-593	38	19	.	.	PUNCT
ajpdis-593	39	1	therefore	therefore	ADV
ajpdis-593	39	2	,	,	PUNCT
ajpdis-593	39	3	this	this	DET
ajpdis-593	39	4	article	article	NOUN
ajpdis-593	39	5	proves	prove	VERB
ajpdis-593	39	6	the	the	DET
ajpdis-593	39	7	concept	concept	NOUN
ajpdis-593	39	8	of	of	ADP
ajpdis-593	39	9	successful	successful	ADJ
ajpdis-593	39	10	use	use	NOUN
ajpdis-593	39	11	of	of	ADP
ajpdis-593	39	12	neural	neural	ADJ
ajpdis-593	39	13	networks	network	NOUN
ajpdis-593	39	14	for	for	ADP
ajpdis-593	39	15	threat	threat	NOUN
ajpdis-593	39	16	detection	detection	NOUN
ajpdis-593	39	17	with	with	ADP
ajpdis-593	39	18	sufficiently	sufficiently	ADV
ajpdis-593	39	19	high	high	ADJ
ajpdis-593	39	20	accur	accur	NOUN
ajpdis-593	39	21	.	.	PUNCT
ajpdis-593	40	1	137	137	NUM
ajpdis-593	40	2	american	american	ADJ
ajpdis-593	40	3	journal	journal	NOUN
ajpdis-593	40	4	of	of	ADP
ajpdis-593	40	5	public	public	ADJ
ajpdis-593	40	6	diplomacy	diplomacy	NOUN
ajpdis-593	40	7	and	and	CCONJ
ajpdis-593	40	8	international	international	ADJ
ajpdis-593	40	9	studies	study	NOUN
ajpdis-593	40	10	www	www	PROPN
ajpdis-593	40	11	.	.	PUNCT
ajpdis-593	41	1	grnjournal.us	grnjournal.us	X
ajpdis-593	41	2	autoencoder	autoencoder	PROPN
ajpdis-593	41	3	cnn	cnn	PROPN
ajpdis-593	41	4	in	in	ADP
ajpdis-593	41	5	addition	addition	NOUN
ajpdis-593	41	6	to	to	ADP
ajpdis-593	41	7	the	the	DET
ajpdis-593	41	8	dos	dos	NOUN
ajpdis-593	41	9	-	-	PUNCT
ajpdis-593	41	10	type	type	NOUN
ajpdis-593	41	11	attack	attack	NOUN
ajpdis-593	41	12	,	,	PUNCT
ajpdis-593	41	13	such	such	ADJ
ajpdis-593	41	14	attacks	attack	NOUN
ajpdis-593	41	15	as	as	ADP
ajpdis-593	41	16	man	man	NOUN
ajpdis-593	41	17	-	-	PUNCT
ajpdis-593	41	18	in	in	ADP
ajpdis-593	41	19	-	-	PUNCT
ajpdis-593	41	20	the	the	DET
ajpdis-593	41	21	-	-	PUNCT
ajpdis-593	41	22	middle	middle	NOUN
ajpdis-593	41	23	and	and	CCONJ
ajpdis-593	41	24	session	session	NOUN
ajpdis-593	41	25	hijackin	hijackin	NOUN
ajpdis-593	41	26	were	be	AUX
ajpdis-593	41	27	considered	consider	VERB
ajpdis-593	41	28	in	in	ADP
ajpdis-593	41	29	the	the	DET
ajpdis-593	41	30	article	article	NOUN
ajpdis-593	41	31	"	"	PUNCT
ajpdis-593	41	32	attacks	attack	VERB
ajpdis-593	41	33	recognition	recognition	NOUN
ajpdis-593	41	34	using	use	VERB
ajpdis-593	41	35	recurrent	recurrent	ADJ
ajpdis-593	41	36	neural	neural	ADJ
ajpdis-593	41	37	network	network	NOUN
ajpdis-593	41	38	"	"	PUNCT
ajpdis-593	41	39	.	.	PUNCT
ajpdis-593	42	1	as	as	SCONJ
ajpdis-593	42	2	the	the	DET
ajpdis-593	42	3	name	name	NOUN
ajpdis-593	42	4	suggests	suggest	VERB
ajpdis-593	42	5	,	,	PUNCT
ajpdis-593	42	6	recurrent	recurrent	ADJ
ajpdis-593	42	7	neural	neural	ADJ
ajpdis-593	42	8	networks	network	NOUN
ajpdis-593	42	9	cope	cope	VERB
ajpdis-593	42	10	with	with	ADP
ajpdis-593	42	11	detecting	detect	VERB
ajpdis-593	42	12	these	these	DET
ajpdis-593	42	13	attacks	attack	NOUN
ajpdis-593	42	14	by	by	ADP
ajpdis-593	42	15	processing	process	VERB
ajpdis-593	42	16	the	the	DET
ajpdis-593	42	17	database	database	NOUN
ajpdis-593	42	18	of	of	ADP
ajpdis-593	42	19	users	user	NOUN
ajpdis-593	42	20	connected	connect	VERB
ajpdis-593	42	21	to	to	ADP
ajpdis-593	42	22	the	the	DET
ajpdis-593	42	23	network	network	NOUN
ajpdis-593	42	24	as	as	ADP
ajpdis-593	42	25	a	a	DET
ajpdis-593	42	26	time	time	NOUN
ajpdis-593	42	27	series	series	NOUN
ajpdis-593	42	28	of	of	ADP
ajpdis-593	42	29	events	event	NOUN
ajpdis-593	42	30	.	.	PUNCT
ajpdis-593	43	1	the	the	DET
ajpdis-593	43	2	structure	structure	NOUN
ajpdis-593	43	3	of	of	ADP
ajpdis-593	43	4	the	the	DET
ajpdis-593	43	5	work	work	NOUN
ajpdis-593	43	6	is	be	AUX
ajpdis-593	43	7	shown	show	VERB
ajpdis-593	43	8	in	in	ADP
ajpdis-593	43	9	the	the	DET
ajpdis-593	43	10	picture	picture	NOUN
ajpdis-593	43	11	below	below	ADV
ajpdis-593	43	12	.	.	PUNCT
ajpdis-593	44	1	recurrent	recurrent	ADJ
ajpdis-593	44	2	neural	neural	ADJ
ajpdis-593	44	3	network	network	NOUN
ajpdis-593	44	4	138	138	NUM
ajpdis-593	44	5	american	american	PROPN
ajpdis-593	44	6	journal	journal	PROPN
ajpdis-593	44	7	of	of	ADP
ajpdis-593	44	8	public	public	ADJ
ajpdis-593	44	9	diplomacy	diplomacy	NOUN
ajpdis-593	44	10	and	and	CCONJ
ajpdis-593	44	11	international	international	ADJ
ajpdis-593	44	12	studies	study	NOUN
ajpdis-593	44	13	www	www	PROPN
ajpdis-593	44	14	.	.	PUNCT
ajpdis-593	45	1	grnjournal.us	grnjournal.us	X
ajpdis-593	45	2	structure	structure	NOUN
ajpdis-593	45	3	of	of	ADP
ajpdis-593	45	4	network	network	NOUN
ajpdis-593	45	5	traffic	traffic	NOUN
ajpdis-593	45	6	analysis	analysis	NOUN
ajpdis-593	45	7	using	use	VERB
ajpdis-593	45	8	rnn	rnn	NOUN
ajpdis-593	45	9	let	let	VERB
ajpdis-593	45	10	's	us	PRON
ajpdis-593	45	11	move	move	VERB
ajpdis-593	45	12	on	on	ADP
ajpdis-593	45	13	to	to	ADP
ajpdis-593	45	14	a	a	DET
ajpdis-593	45	15	more	more	ADV
ajpdis-593	45	16	detailed	detailed	ADJ
ajpdis-593	45	17	consideration	consideration	NOUN
ajpdis-593	45	18	of	of	ADP
ajpdis-593	45	19	dos	do	NOUN
ajpdis-593	45	20	,	,	PUNCT
ajpdis-593	45	21	or	or	CCONJ
ajpdis-593	45	22	rather	rather	ADV
ajpdis-593	45	23	a	a	DET
ajpdis-593	45	24	subcategory	subcategory	NOUN
ajpdis-593	45	25	of	of	ADP
ajpdis-593	45	26	this	this	DET
ajpdis-593	45	27	attack	attack	NOUN
ajpdis-593	45	28	,	,	PUNCT
ajpdis-593	45	29	namely	namely	ADV
ajpdis-593	45	30	ddos	ddo	NOUN
ajpdis-593	45	31	.	.	PUNCT
ajpdis-593	46	1	ddos	ddo	NOUN
ajpdis-593	46	2	attacks	attack	NOUN
ajpdis-593	46	3	,	,	PUNCT
ajpdis-593	46	4	neural	neural	ADJ
ajpdis-593	46	5	networks	network	NOUN
ajpdis-593	46	6	are	be	AUX
ajpdis-593	46	7	coming	come	VERB
ajpdis-593	46	8	to	to	ADP
ajpdis-593	46	9	the	the	DET
ajpdis-593	46	10	rescue	rescue	NOUN
ajpdis-593	46	11	!	!	PUNCT
ajpdis-593	47	1	ddos	ddo	NOUN
ajpdis-593	47	2	attacks	attack	NOUN
ajpdis-593	47	3	are	be	AUX
ajpdis-593	47	4	becoming	become	VERB
ajpdis-593	47	5	very	very	ADV
ajpdis-593	47	6	popular	popular	ADJ
ajpdis-593	47	7	today	today	NOUN
ajpdis-593	47	8	.	.	PUNCT
ajpdis-593	48	1	experts	expert	NOUN
ajpdis-593	48	2	identify	identify	VERB
ajpdis-593	48	3	several	several	ADJ
ajpdis-593	48	4	reasons	reason	NOUN
ajpdis-593	48	5	for	for	ADP
ajpdis-593	48	6	this	this	PRON
ajpdis-593	48	7	.	.	PUNCT
ajpdis-593	49	1	firstly	firstly	ADV
ajpdis-593	49	2	,	,	PUNCT
ajpdis-593	49	3	because	because	SCONJ
ajpdis-593	49	4	of	of	ADP
ajpdis-593	49	5	the	the	DET
ajpdis-593	49	6	hatred	hatred	NOUN
ajpdis-593	49	7	of	of	ADP
ajpdis-593	49	8	organizations	organization	NOUN
ajpdis-593	49	9	.	.	PUNCT
ajpdis-593	50	1	for	for	ADP
ajpdis-593	50	2	example	example	NOUN
ajpdis-593	50	3	,	,	PUNCT
ajpdis-593	50	4	the	the	DET
ajpdis-593	50	5	famous	famous	ADJ
ajpdis-593	50	6	attack	attack	NOUN
ajpdis-593	50	7	on	on	ADP
ajpdis-593	50	8	the	the	DET
ajpdis-593	50	9	fbi	fbi	PROPN
ajpdis-593	50	10	when	when	SCONJ
ajpdis-593	50	11	they	they	PRON
ajpdis-593	50	12	decided	decide	VERB
ajpdis-593	50	13	to	to	PART
ajpdis-593	50	14	go	go	VERB
ajpdis-593	50	15	against	against	ADP
ajpdis-593	50	16	hackers	hacker	NOUN
ajpdis-593	50	17	.	.	PUNCT
ajpdis-593	51	1	secondly	secondly	ADV
ajpdis-593	51	2	,	,	PUNCT
ajpdis-593	51	3	for	for	ADP
ajpdis-593	51	4	the	the	DET
ajpdis-593	51	5	sake	sake	NOUN
ajpdis-593	51	6	of	of	ADP
ajpdis-593	51	7	entertainment	entertainment	NOUN
ajpdis-593	51	8	.	.	PUNCT
ajpdis-593	52	1	many	many	ADJ
ajpdis-593	52	2	novice	novice	NOUN
ajpdis-593	52	3	attackers	attacker	NOUN
ajpdis-593	52	4	create	create	VERB
ajpdis-593	52	5	them	they	PRON
ajpdis-593	52	6	to	to	PART
ajpdis-593	52	7	see	see	VERB
ajpdis-593	52	8	how	how	SCONJ
ajpdis-593	52	9	much	much	ADJ
ajpdis-593	52	10	they	they	PRON
ajpdis-593	52	11	will	will	AUX
ajpdis-593	52	12	harm	harm	VERB
ajpdis-593	52	13	the	the	DET
ajpdis-593	52	14	system	system	NOUN
ajpdis-593	52	15	.	.	PUNCT
ajpdis-593	53	1	thirdly	thirdly	ADV
ajpdis-593	53	2	,	,	PUNCT
ajpdis-593	53	3	blackmail	blackmail	NOUN
ajpdis-593	53	4	and	and	CCONJ
ajpdis-593	53	5	extortion	extortion	NOUN
ajpdis-593	53	6	,	,	PUNCT
ajpdis-593	53	7	or	or	CCONJ
ajpdis-593	53	8	other	other	ADJ
ajpdis-593	53	9	motivation	motivation	NOUN
ajpdis-593	53	10	for	for	ADP
ajpdis-593	53	11	using	use	VERB
ajpdis-593	53	12	this	this	DET
ajpdis-593	53	13	type	type	NOUN
ajpdis-593	53	14	of	of	ADP
ajpdis-593	53	15	attack	attack	NOUN
ajpdis-593	53	16	.	.	PUNCT
ajpdis-593	54	1	identifying	identify	VERB
ajpdis-593	54	2	this	this	DET
ajpdis-593	54	3	type	type	NOUN
ajpdis-593	54	4	of	of	ADP
ajpdis-593	54	5	attack	attack	NOUN
ajpdis-593	54	6	is	be	AUX
ajpdis-593	54	7	quite	quite	DET
ajpdis-593	54	8	a	a	DET
ajpdis-593	54	9	difficult	difficult	ADJ
ajpdis-593	54	10	task	task	NOUN
ajpdis-593	54	11	from	from	ADP
ajpdis-593	54	12	the	the	DET
ajpdis-593	54	13	point	point	NOUN
ajpdis-593	54	14	of	of	ADP
ajpdis-593	54	15	view	view	NOUN
ajpdis-593	54	16	of	of	ADP
ajpdis-593	54	17	the	the	DET
ajpdis-593	54	18	algorithm	algorithm	NOUN
ajpdis-593	54	19	,	,	PUNCT
ajpdis-593	54	20	because	because	SCONJ
ajpdis-593	54	21	there	there	PRON
ajpdis-593	54	22	are	be	VERB
ajpdis-593	54	23	no	no	DET
ajpdis-593	54	24	common	common	ADJ
ajpdis-593	54	25	signs	sign	NOUN
ajpdis-593	54	26	for	for	ADP
ajpdis-593	54	27	all	all	PRON
ajpdis-593	54	28	that	that	PRON
ajpdis-593	54	29	will	will	AUX
ajpdis-593	54	30	indicate	indicate	VERB
ajpdis-593	54	31	that	that	SCONJ
ajpdis-593	54	32	network	network	NOUN
ajpdis-593	54	33	requests	request	NOUN
ajpdis-593	54	34	really	really	ADV
ajpdis-593	54	35	belong	belong	VERB
ajpdis-593	54	36	to	to	ADP
ajpdis-593	54	37	real	real	ADJ
ajpdis-593	54	38	users	user	NOUN
ajpdis-593	54	39	,	,	PUNCT
ajpdis-593	54	40	and	and	CCONJ
ajpdis-593	54	41	not	not	PART
ajpdis-593	54	42	attackers	attacker	NOUN
ajpdis-593	54	43	.	.	PUNCT
ajpdis-593	55	1	the	the	DET
ajpdis-593	55	2	main	main	ADJ
ajpdis-593	55	3	difference	difference	NOUN
ajpdis-593	55	4	from	from	ADP
ajpdis-593	55	5	dos	do	NOUN
ajpdis-593	55	6	is	be	AUX
ajpdis-593	55	7	that	that	SCONJ
ajpdis-593	55	8	this	this	DET
ajpdis-593	55	9	attack	attack	NOUN
ajpdis-593	55	10	is	be	AUX
ajpdis-593	55	11	carried	carry	VERB
ajpdis-593	55	12	out	out	ADP
ajpdis-593	55	13	simultaneously	simultaneously	ADV
ajpdis-593	55	14	from	from	ADP
ajpdis-593	55	15	a	a	DET
ajpdis-593	55	16	large	large	ADJ
ajpdis-593	55	17	number	number	NOUN
ajpdis-593	55	18	of	of	ADP
ajpdis-593	55	19	ip	ip	DET
ajpdis-593	55	20	addresses	address	NOUN
ajpdis-593	55	21	.	.	PUNCT
ajpdis-593	56	1	such	such	DET
ajpdis-593	56	2	a	a	DET
ajpdis-593	56	3	set	set	NOUN
ajpdis-593	56	4	of	of	ADP
ajpdis-593	56	5	computers	computer	NOUN
ajpdis-593	56	6	is	be	AUX
ajpdis-593	56	7	called	call	VERB
ajpdis-593	56	8	a	a	DET
ajpdis-593	56	9	"	"	PUNCT
ajpdis-593	56	10	botnet	botnet	NOUN
ajpdis-593	56	11	"	"	PUNCT
ajpdis-593	56	12	.	.	PUNCT
ajpdis-593	57	1	in	in	ADP
ajpdis-593	57	2	turn	turn	NOUN
ajpdis-593	57	3	,	,	PUNCT
ajpdis-593	57	4	they	they	PRON
ajpdis-593	57	5	themselves	themselves	PRON
ajpdis-593	57	6	also	also	ADV
ajpdis-593	57	7	have	have	VERB
ajpdis-593	57	8	several	several	ADJ
ajpdis-593	57	9	subgroups	subgroup	NOUN
ajpdis-593	57	10	:	:	PUNCT
ajpdis-593	57	11	attacks	attack	NOUN
ajpdis-593	57	12	•	•	NOUN
ajpdis-593	57	13	at	at	ADP
ajpdis-593	57	14	the	the	DET
ajpdis-593	57	15	protocol	protocol	NOUN
ajpdis-593	57	16	level	level	NOUN
ajpdis-593	57	17	(	(	PUNCT
ajpdis-593	57	18	exploits	exploit	VERB
ajpdis-593	57	19	the	the	DET
ajpdis-593	57	20	vulnerability	vulnerability	NOUN
ajpdis-593	57	21	of	of	ADP
ajpdis-593	57	22	the	the	DET
ajpdis-593	57	23	network	network	NOUN
ajpdis-593	57	24	protocol	protocol	NOUN
ajpdis-593	57	25	stack	stack	NOUN
ajpdis-593	57	26	synflood	synflood	NOUN
ajpdis-593	57	27	)	)	PUNCT
ajpdis-593	57	28	,	,	PUNCT
ajpdis-593	57	29	•	•	ADP
ajpdis-593	57	30	at	at	ADP
ajpdis-593	57	31	the	the	DET
ajpdis-593	57	32	application	application	NOUN
ajpdis-593	57	33	level	level	NOUN
ajpdis-593	57	34	(	(	PUNCT
ajpdis-593	57	35	leads	lead	VERB
ajpdis-593	57	36	to	to	ADP
ajpdis-593	57	37	application	application	NOUN
ajpdis-593	57	38	inactivity	inactivity	NOUN
ajpdis-593	57	39	)	)	PUNCT
ajpdis-593	57	40	,	,	PUNCT
ajpdis-593	57	41	•	•	NOUN
ajpdis-593	57	42	with	with	ADP
ajpdis-593	57	43	bandwidth	bandwidth	ADJ
ajpdis-593	57	44	saturation	saturation	NOUN
ajpdis-593	57	45	(	(	PUNCT
ajpdis-593	57	46	there	there	PRON
ajpdis-593	57	47	is	be	VERB
ajpdis-593	57	48	a	a	DET
ajpdis-593	57	49	bombardment	bombardment	NOUN
ajpdis-593	57	50	of	of	ADP
ajpdis-593	57	51	requests	request	NOUN
ajpdis-593	57	52	to	to	PART
ajpdis-593	57	53	take	take	VERB
ajpdis-593	57	54	up	up	ADP
ajpdis-593	57	55	the	the	DET
ajpdis-593	57	56	entire	entire	ADJ
ajpdis-593	57	57	bandwidth	bandwidth	NOUN
ajpdis-593	57	58	,	,	PUNCT
ajpdis-593	57	59	one	one	NUM
ajpdis-593	57	60	of	of	ADP
ajpdis-593	57	61	the	the	DET
ajpdis-593	57	62	most	most	ADV
ajpdis-593	57	63	dangerous	dangerous	ADJ
ajpdis-593	57	64	attacks	attack	NOUN
ajpdis-593	57	65	,	,	PUNCT
ajpdis-593	57	66	since	since	SCONJ
ajpdis-593	57	67	100	100	NUM
ajpdis-593	57	68	%	%	NOUN
ajpdis-593	57	69	denial	denial	NOUN
ajpdis-593	57	70	of	of	ADP
ajpdis-593	57	71	service	service	NOUN
ajpdis-593	57	72	can	can	AUX
ajpdis-593	57	73	occur	occur	VERB
ajpdis-593	57	74	)	)	PUNCT
ajpdis-593	57	75	.	.	PUNCT
ajpdis-593	58	1	in	in	ADP
ajpdis-593	58	2	2009	2009	NUM
ajpdis-593	58	3	,	,	PUNCT
ajpdis-593	58	4	an	an	DET
ajpdis-593	58	5	article	article	NOUN
ajpdis-593	58	6	was	be	AUX
ajpdis-593	58	7	published	publish	VERB
ajpdis-593	58	8	telling	tell	VERB
ajpdis-593	58	9	about	about	ADP
ajpdis-593	58	10	the	the	DET
ajpdis-593	58	11	creation	creation	NOUN
ajpdis-593	58	12	of	of	ADP
ajpdis-593	58	13	a	a	DET
ajpdis-593	58	14	"	"	PUNCT
ajpdis-593	58	15	fuzzy	fuzzy	ADJ
ajpdis-593	58	16	"	"	PUNCT
ajpdis-593	58	17	neural	neural	ADJ
ajpdis-593	58	18	network	network	NOUN
ajpdis-593	58	19	that	that	PRON
ajpdis-593	58	20	fought	fight	VERB
ajpdis-593	58	21	attacks	attack	NOUN
ajpdis-593	58	22	like	like	ADP
ajpdis-593	58	23	syn	syn	PROPN
ajpdis-593	58	24	flood	flood	PROPN
ajpdis-593	58	25	.	.	PUNCT
ajpdis-593	59	1	the	the	DET
ajpdis-593	59	2	essence	essence	NOUN
ajpdis-593	59	3	of	of	ADP
ajpdis-593	59	4	such	such	DET
ajpdis-593	59	5	a	a	DET
ajpdis-593	59	6	classifier	classifier	NOUN
ajpdis-593	59	7	was	be	AUX
ajpdis-593	59	8	that	that	SCONJ
ajpdis-593	59	9	,	,	PUNCT
ajpdis-593	59	10	according	accord	VERB
ajpdis-593	59	11	to	to	ADP
ajpdis-593	59	12	the	the	DET
ajpdis-593	59	13	input	input	NOUN
ajpdis-593	59	14	data	datum	NOUN
ajpdis-593	59	15	,	,	PUNCT
ajpdis-593	59	16	it	it	PRON
ajpdis-593	59	17	could	could	AUX
ajpdis-593	59	18	determine	determine	VERB
ajpdis-593	59	19	the	the	DET
ajpdis-593	59	20	degree	degree	NOUN
ajpdis-593	59	21	of	of	ADP
ajpdis-593	59	22	confidence	confidence	NOUN
ajpdis-593	59	23	in	in	ADP
ajpdis-593	59	24	the	the	DET
ajpdis-593	59	25	attack	attack	NOUN
ajpdis-593	59	26	.	.	PUNCT
ajpdis-593	60	1	this	this	DET
ajpdis-593	60	2	neural	neural	ADJ
ajpdis-593	60	3	network	network	NOUN
ajpdis-593	60	4	was	be	AUX
ajpdis-593	60	5	a	a	DET
ajpdis-593	60	6	multi	multi	ADJ
ajpdis-593	60	7	-	-	ADJ
ajpdis-593	60	8	layered	layered	ADJ
ajpdis-593	60	9	structure	structure	NOUN
ajpdis-593	60	10	with	with	ADP
ajpdis-593	60	11	direct	direct	ADJ
ajpdis-593	60	12	propagation	propagation	NOUN
ajpdis-593	60	13	,	,	PUNCT
ajpdis-593	60	14	which	which	PRON
ajpdis-593	60	15	allows	allow	VERB
ajpdis-593	60	16	it	it	PRON
ajpdis-593	60	17	to	to	PART
ajpdis-593	60	18	adapt	adapt	VERB
ajpdis-593	60	19	to	to	ADP
ajpdis-593	60	20	a	a	DET
ajpdis-593	60	21	specific	specific	ADJ
ajpdis-593	60	22	situation	situation	NOUN
ajpdis-593	60	23	.	.	PUNCT
ajpdis-593	61	1	the	the	DET
ajpdis-593	61	2	network	network	NOUN
ajpdis-593	61	3	itself	itself	PRON
ajpdis-593	61	4	was	be	AUX
ajpdis-593	61	5	a	a	DET
ajpdis-593	61	6	collection	collection	NOUN
ajpdis-593	61	7	of	of	ADP
ajpdis-593	61	8	neurons	neuron	NOUN
ajpdis-593	61	9	calculating	calculate	VERB
ajpdis-593	61	10	the	the	DET
ajpdis-593	61	11	values	value	NOUN
ajpdis-593	61	12	of	of	ADP
ajpdis-593	61	13	the	the	DET
ajpdis-593	61	14	fuzzy	fuzzy	ADJ
ajpdis-593	61	15	conjunction	conjunction	NOUN
ajpdis-593	61	16	function	function	NOUN
ajpdis-593	61	17	,	,	PUNCT
ajpdis-593	61	18	disjunctions	disjunction	NOUN
ajpdis-593	61	19	,	,	PUNCT
ajpdis-593	61	20	neurons	neuron	NOUN
ajpdis-593	61	21	calculating	calculate	VERB
ajpdis-593	61	22	the	the	DET
ajpdis-593	61	23	membership	membership	NOUN
ajpdis-593	61	24	of	of	ADP
ajpdis-593	61	25	fuzzy	fuzzy	ADJ
ajpdis-593	61	26	sets	set	NOUN
ajpdis-593	61	27	and	and	CCONJ
ajpdis-593	61	28	calculating	calculate	VERB
ajpdis-593	61	29	the	the	DET
ajpdis-593	61	30	output	output	NOUN
ajpdis-593	61	31	of	of	ADP
ajpdis-593	61	32	the	the	DET
ajpdis-593	61	33	classifier	classifier	NOUN
ajpdis-593	61	34	itself	itself	PRON
ajpdis-593	61	35	.	.	PUNCT
ajpdis-593	62	1	139	139	NUM
ajpdis-593	62	2	american	american	ADJ
ajpdis-593	62	3	journal	journal	NOUN
ajpdis-593	62	4	of	of	ADP
ajpdis-593	62	5	public	public	ADJ
ajpdis-593	62	6	diplomacy	diplomacy	NOUN
ajpdis-593	62	7	and	and	CCONJ
ajpdis-593	62	8	international	international	ADJ
ajpdis-593	62	9	studies	study	NOUN
ajpdis-593	62	10	www	www	PROPN
ajpdis-593	62	11	.	.	PROPN
ajpdis-593	63	1	grnjournal.us	grnjournal.us	X
ajpdis-593	63	2	“	"	PUNCT
ajpdis-593	63	3	fuzzy	fuzzy	ADJ
ajpdis-593	63	4	”	"	PUNCT
ajpdis-593	63	5	neural	neural	ADJ
ajpdis-593	63	6	network	network	NOUN
ajpdis-593	63	7	classifier	classifier	NOUN
ajpdis-593	63	8	in	in	ADP
ajpdis-593	63	9	2014	2014	NUM
ajpdis-593	63	10	,	,	PUNCT
ajpdis-593	63	11	another	another	DET
ajpdis-593	63	12	interesting	interesting	ADJ
ajpdis-593	63	13	work	work	NOUN
ajpdis-593	63	14	was	be	AUX
ajpdis-593	63	15	published	publish	VERB
ajpdis-593	63	16	,	,	PUNCT
ajpdis-593	63	17	which	which	PRON
ajpdis-593	63	18	talked	talk	VERB
ajpdis-593	63	19	about	about	ADP
ajpdis-593	63	20	the	the	DET
ajpdis-593	63	21	use	use	NOUN
ajpdis-593	63	22	of	of	ADP
ajpdis-593	63	23	a	a	DET
ajpdis-593	63	24	multilayer	multilayer	ADJ
ajpdis-593	63	25	perceptron	perceptron	NOUN
ajpdis-593	63	26	with	with	ADP
ajpdis-593	63	27	two	two	NUM
ajpdis-593	63	28	hidden	hidden	ADJ
ajpdis-593	63	29	layers	layer	NOUN
ajpdis-593	63	30	.	.	PUNCT
ajpdis-593	64	1	the	the	DET
ajpdis-593	64	2	peculiarity	peculiarity	NOUN
ajpdis-593	64	3	of	of	ADP
ajpdis-593	64	4	this	this	DET
ajpdis-593	64	5	work	work	NOUN
ajpdis-593	64	6	was	be	AUX
ajpdis-593	64	7	that	that	SCONJ
ajpdis-593	64	8	they	they	PRON
ajpdis-593	64	9	used	use	VERB
ajpdis-593	64	10	one	one	NUM
ajpdis-593	64	11	rather	rather	ADV
ajpdis-593	64	12	nontrivial	nontrivial	ADJ
ajpdis-593	64	13	optimization	optimization	NOUN
ajpdis-593	64	14	method	method	NOUN
ajpdis-593	64	15	(	(	PUNCT
ajpdis-593	64	16	the	the	DET
ajpdis-593	64	17	particle	particle	NOUN
ajpdis-593	64	18	swarm	swarm	NOUN
ajpdis-593	64	19	method	method	NOUN
ajpdis-593	64	20	)	)	PUNCT
ajpdis-593	64	21	.	.	PUNCT
ajpdis-593	65	1	this	this	DET
ajpdis-593	65	2	method	method	NOUN
ajpdis-593	65	3	displays	display	VERB
ajpdis-593	65	4	the	the	DET
ajpdis-593	65	5	behavior	behavior	NOUN
ajpdis-593	65	6	of	of	ADP
ajpdis-593	65	7	,	,	PUNCT
ajpdis-593	65	8	for	for	ADP
ajpdis-593	65	9	example	example	NOUN
ajpdis-593	65	10	,	,	PUNCT
ajpdis-593	65	11	bees	bee	NOUN
ajpdis-593	65	12	.	.	PUNCT
ajpdis-593	66	1	the	the	DET
ajpdis-593	66	2	application	application	NOUN
ajpdis-593	66	3	of	of	ADP
ajpdis-593	66	4	this	this	DET
ajpdis-593	66	5	method	method	NOUN
ajpdis-593	66	6	does	do	AUX
ajpdis-593	66	7	not	not	PART
ajpdis-593	66	8	require	require	VERB
ajpdis-593	66	9	knowledge	knowledge	NOUN
ajpdis-593	66	10	of	of	ADP
ajpdis-593	66	11	the	the	DET
ajpdis-593	66	12	gradient	gradient	NOUN
ajpdis-593	66	13	of	of	ADP
ajpdis-593	66	14	the	the	DET
ajpdis-593	66	15	optimized	optimize	VERB
ajpdis-593	66	16	function	function	NOUN
ajpdis-593	66	17	.	.	PUNCT
ajpdis-593	67	1	this	this	DET
ajpdis-593	67	2	method	method	NOUN
ajpdis-593	67	3	helped	help	VERB
ajpdis-593	67	4	to	to	PART
ajpdis-593	67	5	achieve	achieve	VERB
ajpdis-593	67	6	better	well	ADJ
ajpdis-593	67	7	results	result	NOUN
ajpdis-593	67	8	and	and	CCONJ
ajpdis-593	67	9	reduce	reduce	VERB
ajpdis-593	67	10	the	the	DET
ajpdis-593	67	11	number	number	NOUN
ajpdis-593	67	12	of	of	ADP
ajpdis-593	67	13	system	system	NOUN
ajpdis-593	67	14	reactions	reaction	NOUN
ajpdis-593	67	15	to	to	ADP
ajpdis-593	67	16	false	false	ADJ
ajpdis-593	67	17	threats	threat	NOUN
ajpdis-593	67	18	.	.	PUNCT
ajpdis-593	68	1	multilayer	multilayer	PROPN
ajpdis-593	68	2	perceptron	perceptron	PROPN
ajpdis-593	68	3	architecture	architecture	NOUN
ajpdis-593	68	4	the	the	DET
ajpdis-593	68	5	other	other	ADJ
ajpdis-593	68	6	side	side	NOUN
ajpdis-593	68	7	of	of	ADP
ajpdis-593	68	8	the	the	DET
ajpdis-593	68	9	coin	coin	NOUN
ajpdis-593	68	10	of	of	ADP
ajpdis-593	68	11	using	use	VERB
ajpdis-593	68	12	neural	neural	ADJ
ajpdis-593	68	13	networks	network	NOUN
ajpdis-593	68	14	is	be	AUX
ajpdis-593	68	15	the	the	DET
ajpdis-593	68	16	problem	problem	NOUN
ajpdis-593	68	17	of	of	ADP
ajpdis-593	68	18	hacking	hack	VERB
ajpdis-593	68	19	neural	neural	ADJ
ajpdis-593	68	20	networks	network	NOUN
ajpdis-593	68	21	themselves	themselves	PRON
ajpdis-593	68	22	.	.	PUNCT
ajpdis-593	69	1	when	when	SCONJ
ajpdis-593	69	2	trying	try	VERB
ajpdis-593	69	3	to	to	PART
ajpdis-593	69	4	hack	hack	VERB
ajpdis-593	69	5	the	the	DET
ajpdis-593	69	6	neural	neural	ADJ
ajpdis-593	69	7	network	network	NOUN
ajpdis-593	69	8	itself	itself	PRON
ajpdis-593	69	9	,	,	PUNCT
ajpdis-593	69	10	it	it	PRON
ajpdis-593	69	11	is	be	AUX
ajpdis-593	69	12	enough	enough	ADJ
ajpdis-593	69	13	to	to	PART
ajpdis-593	69	14	correctly	correctly	ADV
ajpdis-593	69	15	select	select	VERB
ajpdis-593	69	16	its	its	PRON
ajpdis-593	69	17	parameters	parameter	NOUN
ajpdis-593	69	18	that	that	PRON
ajpdis-593	69	19	most	most	ADV
ajpdis-593	69	20	strongly	strongly	ADV
ajpdis-593	69	21	affect	affect	VERB
ajpdis-593	69	22	the	the	DET
ajpdis-593	69	23	output	output	NOUN
ajpdis-593	69	24	of	of	ADP
ajpdis-593	69	25	the	the	DET
ajpdis-593	69	26	network	network	NOUN
ajpdis-593	69	27	,	,	PUNCT
ajpdis-593	69	28	thus	thus	ADV
ajpdis-593	69	29	it	it	PRON
ajpdis-593	69	30	becomes	become	VERB
ajpdis-593	69	31	possible	possible	ADJ
ajpdis-593	69	32	to	to	PART
ajpdis-593	69	33	change	change	VERB
ajpdis-593	69	34	the	the	DET
ajpdis-593	69	35	operation	operation	NOUN
ajpdis-593	69	36	of	of	ADP
ajpdis-593	69	37	any	any	DET
ajpdis-593	69	38	neural	neural	ADJ
ajpdis-593	69	39	network	network	NOUN
ajpdis-593	69	40	(	(	PUNCT
ajpdis-593	69	41	for	for	ADP
ajpdis-593	69	42	example	example	NOUN
ajpdis-593	69	43	,	,	PUNCT
ajpdis-593	69	44	a	a	DET
ajpdis-593	69	45	video	video	NOUN
ajpdis-593	69	46	camera	camera	NOUN
ajpdis-593	69	47	in	in	ADP
ajpdis-593	69	48	a	a	DET
ajpdis-593	69	49	zoo	zoo	NOUN
ajpdis-593	69	50	will	will	AUX
ajpdis-593	69	51	see	see	VERB
ajpdis-593	69	52	a	a	DET
ajpdis-593	69	53	gibbon	gibbon	NOUN
ajpdis-593	69	54	instead	instead	ADV
ajpdis-593	69	55	of	of	ADP
ajpdis-593	69	56	a	a	DET
ajpdis-593	69	57	beautiful	beautiful	ADJ
ajpdis-593	69	58	panda	panda	NOUN
ajpdis-593	69	59	)	)	PUNCT
ajpdis-593	69	60	.	.	PUNCT
ajpdis-593	70	1	additional	additional	ADJ
ajpdis-593	70	2	modifications	modification	NOUN
ajpdis-593	70	3	are	be	AUX
ajpdis-593	70	4	finetune	finetune	NOUN
ajpdis-593	70	5	with	with	ADP
ajpdis-593	70	6	special	special	ADJ
ajpdis-593	70	7	loss	loss	NOUN
ajpdis-593	70	8	functions	function	NOUN
ajpdis-593	70	9	based	base	VERB
ajpdis-593	70	10	on	on	ADP
ajpdis-593	70	11	the	the	DET
ajpdis-593	70	12	normalization	normalization	NOUN
ajpdis-593	70	13	of	of	ADP
ajpdis-593	70	14	real	real	ADJ
ajpdis-593	70	15	data	datum	NOUN
ajpdis-593	70	16	or	or	CCONJ
ajpdis-593	70	17	dynamic	dynamic	ADJ
ajpdis-593	70	18	changes	change	NOUN
ajpdis-593	70	19	in	in	ADP
ajpdis-593	70	20	the	the	DET
ajpdis-593	70	21	weights	weight	NOUN
ajpdis-593	70	22	of	of	ADP
ajpdis-593	70	23	the	the	DET
ajpdis-593	70	24	neural	neural	ADJ
ajpdis-593	70	25	network	network	NOUN
ajpdis-593	70	26	during	during	ADP
ajpdis-593	70	27	operation	operation	NOUN
ajpdis-593	70	28	.	.	PUNCT
ajpdis-593	71	1	140	140	NUM
ajpdis-593	71	2	american	american	ADJ
ajpdis-593	71	3	journal	journal	PROPN
ajpdis-593	71	4	of	of	ADP
ajpdis-593	71	5	public	public	ADJ
ajpdis-593	71	6	diplomacy	diplomacy	NOUN
ajpdis-593	71	7	and	and	CCONJ
ajpdis-593	71	8	international	international	ADJ
ajpdis-593	71	9	studies	study	NOUN
ajpdis-593	71	10	www	www	PROPN
ajpdis-593	71	11	.	.	PUNCT
ajpdis-593	72	1	grnjournal.us	grnjournal.us	X
ajpdis-593	72	2	these	these	PRON
ajpdis-593	72	3	are	be	AUX
ajpdis-593	72	4	several	several	ADJ
ajpdis-593	72	5	examples	example	NOUN
ajpdis-593	72	6	of	of	ADP
ajpdis-593	72	7	the	the	DET
ajpdis-593	72	8	use	use	NOUN
ajpdis-593	72	9	of	of	ADP
ajpdis-593	72	10	neural	neural	ADJ
ajpdis-593	72	11	networks	network	NOUN
ajpdis-593	72	12	in	in	ADP
ajpdis-593	72	13	the	the	DET
ajpdis-593	72	14	fight	fight	NOUN
ajpdis-593	72	15	against	against	ADP
ajpdis-593	72	16	attacks	attack	NOUN
ajpdis-593	72	17	,	,	PUNCT
ajpdis-593	72	18	the	the	DET
ajpdis-593	72	19	number	number	NOUN
ajpdis-593	72	20	of	of	ADP
ajpdis-593	72	21	which	which	PRON
ajpdis-593	72	22	will	will	AUX
ajpdis-593	72	23	only	only	ADV
ajpdis-593	72	24	grow	grow	VERB
ajpdis-593	72	25	in	in	ADP
ajpdis-593	72	26	the	the	DET
ajpdis-593	72	27	future	future	NOUN
ajpdis-593	72	28	.	.	PUNCT
ajpdis-593	73	1	conclusion	conclusion	NOUN
ajpdis-593	73	2	:	:	PUNCT
ajpdis-593	73	3	in	in	ADP
ajpdis-593	73	4	this	this	DET
ajpdis-593	73	5	article	article	NOUN
ajpdis-593	73	6	,	,	PUNCT
ajpdis-593	73	7	the	the	DET
ajpdis-593	73	8	main	main	ADJ
ajpdis-593	73	9	provisions	provision	NOUN
ajpdis-593	73	10	of	of	ADP
ajpdis-593	73	11	cybersecurity	cybersecurity	NOUN
ajpdis-593	73	12	were	be	AUX
ajpdis-593	73	13	considered	consider	VERB
ajpdis-593	73	14	,	,	PUNCT
ajpdis-593	73	15	such	such	ADJ
ajpdis-593	73	16	as	as	ADP
ajpdis-593	73	17	problem	problem	NOUN
ajpdis-593	73	18	statements	statement	NOUN
ajpdis-593	73	19	,	,	PUNCT
ajpdis-593	73	20	types	type	NOUN
ajpdis-593	73	21	of	of	ADP
ajpdis-593	73	22	actual	actual	ADJ
ajpdis-593	73	23	attacks	attack	NOUN
ajpdis-593	73	24	,	,	PUNCT
ajpdis-593	73	25	and	and	CCONJ
ajpdis-593	73	26	methods	method	NOUN
ajpdis-593	73	27	of	of	ADP
ajpdis-593	73	28	fighting	fight	VERB
ajpdis-593	73	29	with	with	ADP
ajpdis-593	73	30	the	the	DET
ajpdis-593	73	31	help	help	NOUN
ajpdis-593	73	32	of	of	ADP
ajpdis-593	73	33	neural	neural	ADJ
ajpdis-593	73	34	networks	network	NOUN
ajpdis-593	73	35	.	.	PUNCT
ajpdis-593	74	1	undoubtedly	undoubtedly	ADV
ajpdis-593	74	2	,	,	PUNCT
ajpdis-593	74	3	neural	neural	ADJ
ajpdis-593	74	4	networks	network	NOUN
ajpdis-593	74	5	are	be	AUX
ajpdis-593	74	6	an	an	DET
ajpdis-593	74	7	innovative	innovative	ADJ
ajpdis-593	74	8	solution	solution	NOUN
ajpdis-593	74	9	to	to	ADP
ajpdis-593	74	10	cybersecurity	cybersecurity	NOUN
ajpdis-593	74	11	problems	problem	NOUN
ajpdis-593	74	12	.	.	PUNCT
ajpdis-593	75	1	they	they	PRON
ajpdis-593	75	2	can	can	AUX
ajpdis-593	75	3	be	be	AUX
ajpdis-593	75	4	used	use	VERB
ajpdis-593	75	5	to	to	PART
ajpdis-593	75	6	analyze	analyze	VERB
ajpdis-593	75	7	threats	threat	NOUN
ajpdis-593	75	8	,	,	PUNCT
ajpdis-593	75	9	prevent	prevent	VERB
ajpdis-593	75	10	and	and	CCONJ
ajpdis-593	75	11	predict	predict	VERB
ajpdis-593	75	12	attacks	attack	NOUN
ajpdis-593	75	13	,	,	PUNCT
ajpdis-593	75	14	and	and	CCONJ
ajpdis-593	75	15	accelerate	accelerate	VERB
ajpdis-593	75	16	the	the	DET
ajpdis-593	75	17	internal	internal	ADJ
ajpdis-593	75	18	processes	process	NOUN
ajpdis-593	75	19	of	of	ADP
ajpdis-593	75	20	the	the	DET
ajpdis-593	75	21	system	system	NOUN
ajpdis-593	75	22	.	.	PUNCT
ajpdis-593	76	1	and	and	CCONJ
ajpdis-593	76	2	i	i	PRON
ajpdis-593	76	3	,	,	PUNCT
ajpdis-593	76	4	in	in	ADP
ajpdis-593	76	5	turn	turn	NOUN
ajpdis-593	76	6	,	,	PUNCT
ajpdis-593	76	7	hope	hope	VERB
ajpdis-593	76	8	that	that	SCONJ
ajpdis-593	76	9	this	this	DET
ajpdis-593	76	10	article	article	NOUN
ajpdis-593	76	11	was	be	AUX
ajpdis-593	76	12	useful	useful	ADJ
ajpdis-593	76	13	to	to	ADP
ajpdis-593	76	14	many	many	ADJ
ajpdis-593	76	15	users	user	NOUN
ajpdis-593	76	16	who	who	PRON
ajpdis-593	76	17	wanted	want	VERB
ajpdis-593	76	18	to	to	PART
ajpdis-593	76	19	dive	dive	VERB
ajpdis-593	76	20	into	into	ADP
ajpdis-593	76	21	the	the	DET
ajpdis-593	76	22	topic	topic	NOUN
ajpdis-593	76	23	of	of	ADP
ajpdis-593	76	24	innovative	innovative	ADJ
ajpdis-593	76	25	cybersecurity	cybersecurity	NOUN
ajpdis-593	76	26	methods	method	NOUN
ajpdis-593	76	27	.	.	PUNCT
ajpdis-593	77	1	list	list	NOUN
ajpdis-593	77	2	of	of	ADP
ajpdis-593	77	3	literature	literature	NOUN
ajpdis-593	77	4	:	:	PUNCT
ajpdis-593	78	1	[	[	X
ajpdis-593	78	2	1	1	NUM
ajpdis-593	78	3	]	]	PUNCT
ajpdis-593	78	4	taleb	taleb	NOUN
ajpdis-593	78	5	,	,	PUNCT
ajpdis-593	78	6	nassim	nassim	PROPN
ajpdis-593	78	7	nicholas	nicholas	PROPN
ajpdis-593	78	8	(	(	PUNCT
ajpdis-593	78	9	2007	2007	NUM
ajpdis-593	78	10	)	)	PUNCT
ajpdis-593	78	11	,	,	PUNCT
ajpdis-593	78	12	the	the	DET
ajpdis-593	78	13	black	black	ADJ
ajpdis-593	78	14	swan	swan	NOUN
ajpdis-593	78	15	:	:	PUNCT
ajpdis-593	78	16	the	the	DET
ajpdis-593	78	17	impact	impact	NOUN
ajpdis-593	78	18	of	of	ADP
ajpdis-593	78	19	the	the	DET
ajpdis-593	78	20	highly	highly	ADV
ajpdis-593	78	21	improbable	improbable	ADJ
ajpdis-593	78	22	,	,	PUNCT
ajpdis-593	78	23	random	random	ADJ
ajpdis-593	78	24	house	house	NOUN
ajpdis-593	78	25	,	,	PUNCT
ajpdis-593	78	26	isbn	isbn	ADJ
ajpdis-593	78	27	978	978	NUM
ajpdis-593	78	28	-	-	SYM
ajpdis-593	78	29	1400063512	1400063512	NUM
ajpdis-593	78	30	.	.	PUNCT
ajpdis-593	79	1	[	[	X
ajpdis-593	79	2	2	2	NUM
ajpdis-593	79	3	]	]	X
ajpdis-593	79	4	флориан	флориан	PROPN
ajpdis-593	79	5	трамер	трамер	NOUN
ajpdis-593	79	6	,	,	PUNCT
ajpdis-593	79	7	фан	фан	PROPN
ajpdis-593	79	8	чжан	чжан	NOUN
ajpdis-593	79	9	,	,	PUNCT
ajpdis-593	79	10	ари	ари	NOUN
ajpdis-593	79	11	juels	juel	NOUN
ajpdis-593	79	12	,	,	PUNCT
ajpdis-593	79	13	майкл	майкл	ADJ
ajpdis-593	79	14	к	к	NOUN
ajpdis-593	79	15	.	.	PUNCT
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ajpdis-593	87	43	https://blogs.microsoft.com/on-the-issues/2017/05/14/need-urgent-collective-action-keep-people-safe-online-lessons-last-weeks-cyberattack/	https://blogs.microsoft.com/on-the-issues/2017/05/14/need-urgent-collective-action-keep-people-safe-online-lessons-last-weeks-cyberattack/	ADJ
ajpdis-593	87	44	https://www.usenix.org/conference/usenixsecurity16/technical-sessions/presentation/carlini	https://www.usenix.org/conference/usenixsecurity16/technical-sessions/presentation/carlini	X
ajpdis-593	87	45	https://research.google.com/bigpicture/	https://research.google.com/bigpicture/	NOUN