id	sid	tid	token	lemma	pos
cana-5753	1	1	communications	communication	NOUN
cana-5753	1	2	on	on	ADP
cana-5753	1	3	applied	apply	VERB
cana-5753	1	4	nonlinear	nonlinear	ADJ
cana-5753	1	5	analysis	analysis	NOUN
cana-5753	1	6	issn	issn	NOUN
cana-5753	1	7	:	:	PUNCT
cana-5753	1	8	1074	1074	NUM
cana-5753	1	9	-	-	PUNCT
cana-5753	1	10	133x	133x	NUM
cana-5753	1	11	vol	vol	NOUN
cana-5753	1	12	32	32	NUM
cana-5753	1	13	no	no	NOUN
cana-5753	1	14	.	.	PUNCT
cana-5753	2	1	3s	3s	NUM
cana-5753	2	2	(	(	PUNCT
cana-5753	2	3	2025	2025	NUM
cana-5753	2	4	)	)	PUNCT
cana-5753	2	5	770	770	NUM
cana-5753	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5753	2	7	a	a	DET
cana-5753	2	8	data	data	NOUN
cana-5753	2	9	-	-	PUNCT
cana-5753	2	10	driven	drive	VERB
cana-5753	2	11	ai	ai	NOUN
cana-5753	2	12	methodology	methodology	NOUN
cana-5753	2	13	for	for	ADP
cana-5753	2	14	macroeconomic	macroeconomic	ADJ
cana-5753	2	15	assessment	assessment	NOUN
cana-5753	2	16	and	and	CCONJ
cana-5753	2	17	gold	gold	NOUN
cana-5753	2	18	price	price	NOUN
cana-5753	2	19	forecasting	forecasting	NOUN
cana-5753	2	20	mohammed	mohammed	PROPN
cana-5753	2	21	mubashshir	mubashshir	PROPN
cana-5753	2	22	alam1	alam1	PROPN
cana-5753	2	23	dr	dr	PROPN
cana-5753	2	24	.	.	PROPN
cana-5753	2	25	khaja	khaja	PROPN
cana-5753	3	1	mizbahuddin	mizbahuddin	VERB
cana-5753	3	2	quadry2	quadry2	PROPN
cana-5753	3	3	dr	dr	PROPN
cana-5753	3	4	.	.	PROPN
cana-5753	3	5	syed	syed	PROPN
cana-5753	3	6	raziuddin3	raziuddin3	PROPN
cana-5753	3	7	1	1	NUM
cana-5753	3	8	research	research	NOUN
cana-5753	3	9	scholar	scholar	NOUN
cana-5753	3	10	,	,	PUNCT
cana-5753	3	11	dept	dept	NOUN
cana-5753	3	12	.	.	PROPN
cana-5753	3	13	of	of	ADP
cana-5753	3	14	computer	computer	NOUN
cana-5753	3	15	science	science	NOUN
cana-5753	3	16	and	and	CCONJ
cana-5753	3	17	engineering	engineering	NOUN
cana-5753	3	18	,	,	PUNCT
cana-5753	3	19	lords	lords	PROPN
cana-5753	3	20	institute	institute	PROPN
cana-5753	3	21	of	of	ADP
cana-5753	3	22	engineering	engineering	NOUN
cana-5753	3	23	and	and	CCONJ
cana-5753	3	24	technology	technology	NOUN
cana-5753	3	25	,	,	PUNCT
cana-5753	3	26	hyderabad	hyderabad	PROPN
cana-5753	3	27	,	,	PUNCT
cana-5753	3	28	telangana	telangana	PROPN
cana-5753	3	29	2associate	2associate	NUM
cana-5753	3	30	professor	professor	NOUN
cana-5753	3	31	,	,	PUNCT
cana-5753	3	32	dept	dept	NOUN
cana-5753	3	33	.	.	PROPN
cana-5753	3	34	of	of	ADP
cana-5753	3	35	computer	computer	NOUN
cana-5753	3	36	science	science	NOUN
cana-5753	3	37	and	and	CCONJ
cana-5753	3	38	engineering	engineering	NOUN
cana-5753	3	39	,	,	PUNCT
cana-5753	3	40	lords	lords	PROPN
cana-5753	3	41	institute	institute	PROPN
cana-5753	3	42	of	of	ADP
cana-5753	3	43	engineering	engineering	NOUN
cana-5753	3	44	and	and	CCONJ
cana-5753	3	45	technology	technology	NOUN
cana-5753	3	46	,	,	PUNCT
cana-5753	3	47	hyderabad	hyderabad	PROPN
cana-5753	3	48	,	,	PUNCT
cana-5753	3	49	telangana	telangana	PROPN
cana-5753	3	50	3professor	3professor	NUM
cana-5753	3	51	,	,	PUNCT
cana-5753	3	52	dept	dept	NOUN
cana-5753	3	53	.	.	PROPN
cana-5753	3	54	of	of	ADP
cana-5753	3	55	computer	computer	NOUN
cana-5753	3	56	science	science	NOUN
cana-5753	3	57	and	and	CCONJ
cana-5753	3	58	engineering	engineering	NOUN
cana-5753	3	59	,	,	PUNCT
cana-5753	3	60	lords	lords	PROPN
cana-5753	3	61	institute	institute	PROPN
cana-5753	3	62	of	of	ADP
cana-5753	3	63	engineering	engineering	NOUN
cana-5753	3	64	and	and	CCONJ
cana-5753	3	65	technology	technology	NOUN
cana-5753	3	66	,	,	PUNCT
cana-5753	3	67	hyderabad	hyderabad	PROPN
cana-5753	3	68	,	,	PUNCT
cana-5753	3	69	telangana	telangana	PROPN
cana-5753	3	70	article	article	PROPN
cana-5753	3	71	history	history	NOUN
cana-5753	3	72	:	:	PUNCT
cana-5753	3	73	received	receive	VERB
cana-5753	3	74	:	:	PUNCT
cana-5753	3	75	12	12	NUM
cana-5753	3	76	-	-	SYM
cana-5753	3	77	01	01	NUM
cana-5753	3	78	-	-	PUNCT
cana-5753	3	79	2025	2025	NUM
cana-5753	3	80	revised	revise	VERB
cana-5753	3	81	:	:	PUNCT
cana-5753	3	82	15	15	NUM
cana-5753	3	83	-	-	NUM
cana-5753	3	84	02	02	NUM
cana-5753	3	85	-	-	PUNCT
cana-5753	3	86	2025	2025	NUM
cana-5753	3	87	accepted	accept	VERB
cana-5753	3	88	:	:	PUNCT
cana-5753	3	89	01	01	NUM
cana-5753	3	90	-	-	SYM
cana-5753	3	91	03	03	NUM
cana-5753	3	92	-	-	PUNCT
cana-5753	3	93	2025	2025	NUM
cana-5753	3	94	abstract	abstract	NOUN
cana-5753	3	95	this	this	DET
cana-5753	3	96	study	study	NOUN
cana-5753	3	97	delivers	deliver	VERB
cana-5753	3	98	a	a	DET
cana-5753	3	99	comprehensive	comprehensive	ADJ
cana-5753	3	100	synthesis	synthesis	NOUN
cana-5753	3	101	of	of	ADP
cana-5753	3	102	the	the	DET
cana-5753	3	103	literature	literature	NOUN
cana-5753	3	104	on	on	ADP
cana-5753	3	105	ai	ai	ADJ
cana-5753	3	106	-	-	PUNCT
cana-5753	3	107	enhanced	enhance	VERB
cana-5753	3	108	investor	investor	NOUN
cana-5753	3	109	behavior	behavior	NOUN
cana-5753	3	110	in	in	ADP
cana-5753	3	111	the	the	DET
cana-5753	3	112	gold	gold	NOUN
cana-5753	3	113	bullion	bullion	NOUN
cana-5753	3	114	market	market	NOUN
cana-5753	3	115	,	,	PUNCT
cana-5753	3	116	spotlighting	spotlight	VERB
cana-5753	3	117	key	key	ADJ
cana-5753	3	118	authors	author	NOUN
cana-5753	3	119	,	,	PUNCT
cana-5753	3	120	publication	publication	NOUN
cana-5753	3	121	channels	channel	NOUN
cana-5753	3	122	,	,	PUNCT
cana-5753	3	123	and	and	CCONJ
cana-5753	3	124	thematic	thematic	ADJ
cana-5753	3	125	emphases	emphasis	NOUN
cana-5753	3	126	.	.	PUNCT
cana-5753	4	1	combining	combine	VERB
cana-5753	4	2	bibliometric	bibliometric	ADJ
cana-5753	4	3	analysis	analysis	NOUN
cana-5753	4	4	via	via	ADP
cana-5753	4	5	biblioshiny	biblioshiny	NOUN
cana-5753	4	6	with	with	ADP
cana-5753	4	7	a	a	DET
cana-5753	4	8	systematic	systematic	ADJ
cana-5753	4	9	review	review	NOUN
cana-5753	4	10	of	of	ADP
cana-5753	4	11	scopus	scopus	NOUN
cana-5753	4	12	-	-	PUNCT
cana-5753	4	13	indexed	index	VERB
cana-5753	4	14	studies	study	NOUN
cana-5753	4	15	from	from	ADP
cana-5753	4	16	2012	2012	NUM
cana-5753	4	17	to	to	ADP
cana-5753	4	18	2024	2024	NUM
cana-5753	4	19	,	,	PUNCT
cana-5753	4	20	it	it	PRON
cana-5753	4	21	identifies	identify	VERB
cana-5753	4	22	resource	resource	NOUN
cana-5753	4	23	policy	policy	NOUN
cana-5753	4	24	and	and	CCONJ
cana-5753	4	25	expert	expert	NOUN
cana-5753	4	26	systems	system	NOUN
cana-5753	4	27	with	with	ADP
cana-5753	4	28	applications	application	NOUN
cana-5753	4	29	as	as	ADP
cana-5753	4	30	leading	lead	VERB
cana-5753	4	31	journals	journal	NOUN
cana-5753	4	32	in	in	ADP
cana-5753	4	33	the	the	DET
cana-5753	4	34	field	field	NOUN
cana-5753	4	35	—	—	PUNCT
cana-5753	4	36	aligned	align	VERB
cana-5753	4	37	with	with	ADP
cana-5753	4	38	broader	broad	ADJ
cana-5753	4	39	trends	trend	NOUN
cana-5753	4	40	in	in	ADP
cana-5753	4	41	neural	neural	ADJ
cana-5753	4	42	-	-	PUNCT
cana-5753	4	43	networkbased	networkbase	VERB
cana-5753	4	44	gold	gold	NOUN
cana-5753	4	45	price	price	NOUN
cana-5753	4	46	forecasting	forecasting	NOUN
cana-5753	4	47	.	.	PUNCT
cana-5753	5	1	the	the	DET
cana-5753	5	2	analysis	analysis	NOUN
cana-5753	5	3	also	also	ADV
cana-5753	5	4	highlights	highlight	VERB
cana-5753	5	5	an	an	DET
cana-5753	5	6	emerging	emerge	VERB
cana-5753	5	7	research	research	NOUN
cana-5753	5	8	focus	focus	NOUN
cana-5753	5	9	on	on	ADP
cana-5753	5	10	forecasting	forecast	VERB
cana-5753	5	11	gold	gold	NOUN
cana-5753	5	12	prices	price	NOUN
cana-5753	5	13	,	,	PUNCT
cana-5753	5	14	supported	support	VERB
cana-5753	5	15	by	by	ADP
cana-5753	5	16	frequent	frequent	ADJ
cana-5753	5	17	keywords	keyword	NOUN
cana-5753	5	18	like	like	ADP
cana-5753	5	19	“	"	PUNCT
cana-5753	5	20	gold	gold	NOUN
cana-5753	5	21	,	,	PUNCT
cana-5753	5	22	”	"	PUNCT
cana-5753	5	23	“	"	PUNCT
cana-5753	5	24	financial	financial	ADJ
cana-5753	5	25	markets	market	NOUN
cana-5753	5	26	,	,	PUNCT
cana-5753	5	27	”	"	PUNCT
cana-5753	5	28	“	"	PUNCT
cana-5753	5	29	gold	gold	NOUN
cana-5753	5	30	prices	price	NOUN
cana-5753	5	31	,	,	PUNCT
cana-5753	5	32	”	"	PUNCT
cana-5753	5	33	“	"	PUNCT
cana-5753	5	34	forecasting	forecasting	NOUN
cana-5753	5	35	,	,	PUNCT
cana-5753	5	36	”	"	PUNCT
cana-5753	5	37	and	and	CCONJ
cana-5753	5	38	“	"	PUNCT
cana-5753	5	39	commerce	commerce	NOUN
cana-5753	5	40	.	.	PUNCT
cana-5753	5	41	”	"	PUNCT
cana-5753	6	1	china	china	PROPN
cana-5753	6	2	emerges	emerge	VERB
cana-5753	6	3	as	as	ADP
cana-5753	6	4	the	the	DET
cana-5753	6	5	top	top	ADJ
cana-5753	6	6	contributor	contributor	NOUN
cana-5753	6	7	in	in	ADP
cana-5753	6	8	terms	term	NOUN
cana-5753	6	9	of	of	ADP
cana-5753	6	10	volume	volume	NOUN
cana-5753	6	11	,	,	PUNCT
cana-5753	6	12	with	with	ADP
cana-5753	6	13	an	an	DET
cana-5753	6	14	average	average	NOUN
cana-5753	6	15	of	of	ADP
cana-5753	6	16	24.4	24.4	NUM
cana-5753	6	17	citations	citation	NOUN
cana-5753	6	18	per	per	ADP
cana-5753	6	19	paper	paper	NOUN
cana-5753	6	20	,	,	PUNCT
cana-5753	6	21	underscoring	underscore	VERB
cana-5753	6	22	its	its	PRON
cana-5753	6	23	scholarly	scholarly	ADJ
cana-5753	6	24	impact	impact	NOUN
cana-5753	6	25	.	.	PUNCT
cana-5753	7	1	the	the	DET
cana-5753	7	2	reviewed	review	VERB
cana-5753	7	3	studies	study	NOUN
cana-5753	7	4	demonstrate	demonstrate	VERB
cana-5753	7	5	that	that	SCONJ
cana-5753	7	6	machine	machine	NOUN
cana-5753	7	7	learning	learning	NOUN
cana-5753	7	8	,	,	PUNCT
cana-5753	7	9	neural	neural	ADJ
cana-5753	7	10	networks	network	NOUN
cana-5753	7	11	,	,	PUNCT
cana-5753	7	12	and	and	CCONJ
cana-5753	7	13	ai	ai	VERB
cana-5753	7	14	techniques	technique	NOUN
cana-5753	7	15	effectively	effectively	ADV
cana-5753	7	16	process	process	VERB
cana-5753	7	17	complex	complex	ADJ
cana-5753	7	18	datasets	dataset	NOUN
cana-5753	7	19	to	to	PART
cana-5753	7	20	better	well	ADV
cana-5753	7	21	understand	understand	VERB
cana-5753	7	22	investor	investor	NOUN
cana-5753	7	23	behavior	behavior	NOUN
cana-5753	7	24	;	;	PUNCT
cana-5753	7	25	commonly	commonly	ADV
cana-5753	7	26	employed	employ	VERB
cana-5753	7	27	methods	method	NOUN
cana-5753	7	28	include	include	VERB
cana-5753	7	29	fuzzy	fuzzy	ADJ
cana-5753	7	30	rough	rough	ADJ
cana-5753	7	31	quick	quick	ADJ
cana-5753	7	32	reduct	reduct	NOUN
cana-5753	7	33	,	,	PUNCT
cana-5753	7	34	extreme	extreme	ADJ
cana-5753	7	35	learning	learning	NOUN
cana-5753	7	36	machines	machine	NOUN
cana-5753	7	37	,	,	PUNCT
cana-5753	7	38	and	and	CCONJ
cana-5753	7	39	traditional	traditional	ADJ
cana-5753	7	40	neural	neural	ADJ
cana-5753	7	41	network	network	NOUN
cana-5753	7	42	frameworks	framework	NOUN
cana-5753	7	43	.	.	PUNCT
cana-5753	8	1	future	future	ADJ
cana-5753	8	2	research	research	NOUN
cana-5753	8	3	directions	direction	NOUN
cana-5753	8	4	point	point	VERB
cana-5753	8	5	toward	toward	ADP
cana-5753	8	6	advanced	advanced	ADJ
cana-5753	8	7	architectures	architecture	NOUN
cana-5753	8	8	—	—	PUNCT
cana-5753	8	9	such	such	ADJ
cana-5753	8	10	as	as	ADP
cana-5753	8	11	gru	gru	PROPN
cana-5753	8	12	,	,	PUNCT
cana-5753	8	13	cnn	cnn	PROPN
cana-5753	8	14	,	,	PUNCT
cana-5753	8	15	rnn	rnn	PROPN
cana-5753	8	16	,	,	PUNCT
cana-5753	8	17	and	and	CCONJ
cana-5753	8	18	nlp	nlp	NOUN
cana-5753	8	19	-	-	PUNCT
cana-5753	8	20	based	base	VERB
cana-5753	8	21	models	model	NOUN
cana-5753	8	22	—	—	PUNCT
cana-5753	8	23	echoing	echo	VERB
cana-5753	8	24	the	the	DET
cana-5753	8	25	broader	broad	ADJ
cana-5753	8	26	evolution	evolution	NOUN
cana-5753	8	27	seen	see	VERB
cana-5753	8	28	in	in	ADP
cana-5753	8	29	financial	financial	ADJ
cana-5753	8	30	forecasting	forecasting	NOUN
cana-5753	8	31	literature	literature	NOUN
cana-5753	8	32	.	.	PUNCT
cana-5753	9	1	keywords	keyword	NOUN
cana-5753	9	2	:	:	PUNCT
cana-5753	9	3	artificial	artificial	ADJ
cana-5753	9	4	intelligence	intelligence	NOUN
cana-5753	9	5	,	,	PUNCT
cana-5753	9	6	bibliometrix	bibliometrix	NOUN
cana-5753	9	7	,	,	PUNCT
cana-5753	9	8	gold	gold	NOUN
cana-5753	9	9	,	,	PUNCT
cana-5753	9	10	investor	investor	NOUN
cana-5753	9	11	behavior	behavior	NOUN
cana-5753	9	12	,	,	PUNCT
cana-5753	9	13	r	r	NOUN
cana-5753	9	14	studio	studio	NOUN
cana-5753	9	15	,	,	PUNCT
cana-5753	9	16	systematic	systematic	ADJ
cana-5753	9	17	review	review	NOUN
cana-5753	9	18	.	.	PUNCT
cana-5753	10	1	1	1	X
cana-5753	10	2	.	.	X
cana-5753	10	3	introduction	introduction	NOUN
cana-5753	10	4	precious	precious	ADJ
cana-5753	10	5	metals	metal	NOUN
cana-5753	10	6	such	such	ADJ
cana-5753	10	7	as	as	ADP
cana-5753	10	8	gold	gold	NOUN
cana-5753	10	9	,	,	PUNCT
cana-5753	10	10	palladium	palladium	NOUN
cana-5753	10	11	,	,	PUNCT
cana-5753	10	12	platinum	platinum	NOUN
cana-5753	10	13	,	,	PUNCT
cana-5753	10	14	and	and	CCONJ
cana-5753	10	15	silver	silver	NOUN
cana-5753	10	16	,	,	PUNCT
cana-5753	10	17	along	along	ADP
cana-5753	10	18	with	with	ADP
cana-5753	10	19	commodities	commodity	NOUN
cana-5753	10	20	like	like	ADP
cana-5753	10	21	oil	oil	NOUN
cana-5753	10	22	and	and	CCONJ
cana-5753	10	23	currency	currency	NOUN
cana-5753	10	24	rates	rate	NOUN
cana-5753	10	25	,	,	PUNCT
cana-5753	10	26	have	have	AUX
cana-5753	10	27	long	long	ADV
cana-5753	10	28	attracted	attract	VERB
cana-5753	10	29	the	the	DET
cana-5753	10	30	interest	interest	NOUN
cana-5753	10	31	of	of	ADP
cana-5753	10	32	investors	investor	NOUN
cana-5753	10	33	,	,	PUNCT
cana-5753	10	34	traders	trader	NOUN
cana-5753	10	35	,	,	PUNCT
cana-5753	10	36	producers	producer	NOUN
cana-5753	10	37	,	,	PUNCT
cana-5753	10	38	and	and	CCONJ
cana-5753	10	39	regulators	regulator	NOUN
cana-5753	10	40	.	.	PUNCT
cana-5753	11	1	gold	gold	NOUN
cana-5753	11	2	,	,	PUNCT
cana-5753	11	3	in	in	ADP
cana-5753	11	4	particular	particular	ADJ
cana-5753	11	5	,	,	PUNCT
cana-5753	11	6	holds	hold	VERB
cana-5753	11	7	a	a	DET
cana-5753	11	8	dominant	dominant	ADJ
cana-5753	11	9	position	position	NOUN
cana-5753	11	10	in	in	ADP
cana-5753	11	11	the	the	DET
cana-5753	11	12	precious	precious	ADJ
cana-5753	11	13	metals	metal	NOUN
cana-5753	11	14	market	market	NOUN
cana-5753	11	15	;	;	PUNCT
cana-5753	11	16	price	price	NOUN
cana-5753	11	17	movements	movement	NOUN
cana-5753	11	18	in	in	ADP
cana-5753	11	19	gold	gold	NOUN
cana-5753	11	20	often	often	ADV
cana-5753	11	21	precede	precede	VERB
cana-5753	11	22	similar	similar	ADJ
cana-5753	11	23	fluctuations	fluctuation	NOUN
cana-5753	11	24	in	in	ADP
cana-5753	11	25	other	other	ADJ
cana-5753	11	26	precious	precious	ADJ
cana-5753	11	27	metals	metal	NOUN
cana-5753	11	28	.	.	PUNCT
cana-5753	12	1	as	as	SCONJ
cana-5753	12	2	a	a	DET
cana-5753	12	3	cornerstone	cornerstone	NOUN
cana-5753	12	4	communications	communication	NOUN
cana-5753	12	5	on	on	ADP
cana-5753	12	6	applied	apply	VERB
cana-5753	12	7	nonlinear	nonlinear	ADJ
cana-5753	12	8	analysis	analysis	NOUN
cana-5753	12	9	issn	issn	NOUN
cana-5753	12	10	:	:	PUNCT
cana-5753	12	11	1074	1074	NUM
cana-5753	12	12	-	-	PUNCT
cana-5753	12	13	133x	133x	NUM
cana-5753	12	14	vol	vol	NOUN
cana-5753	12	15	32	32	NUM
cana-5753	12	16	no	no	NOUN
cana-5753	12	17	.	.	PUNCT
cana-5753	13	1	3s	3s	NUM
cana-5753	13	2	(	(	PUNCT
cana-5753	13	3	2025	2025	NUM
cana-5753	13	4	)	)	PUNCT
cana-5753	13	5	771	771	NUM
cana-5753	13	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5753	13	7	of	of	ADP
cana-5753	13	8	the	the	DET
cana-5753	13	9	global	global	ADJ
cana-5753	13	10	economy	economy	NOUN
cana-5753	13	11	and	and	CCONJ
cana-5753	13	12	a	a	DET
cana-5753	13	13	key	key	ADJ
cana-5753	13	14	financial	financial	ADJ
cana-5753	13	15	commodity,(1	commodity,(1	NOUN
cana-5753	13	16	)	)	PUNCT
cana-5753	13	17	gold	gold	NOUN
cana-5753	13	18	forms	form	VERB
cana-5753	13	19	a	a	DET
cana-5753	13	20	substantial	substantial	ADJ
cana-5753	13	21	portion	portion	NOUN
cana-5753	13	22	of	of	ADP
cana-5753	13	23	central	central	ADJ
cana-5753	13	24	bank	bank	NOUN
cana-5753	13	25	reserves	reserve	NOUN
cana-5753	13	26	due	due	ADP
cana-5753	13	27	to	to	ADP
cana-5753	13	28	its	its	PRON
cana-5753	13	29	role	role	NOUN
cana-5753	13	30	in	in	ADP
cana-5753	13	31	inflation	inflation	NOUN
cana-5753	13	32	hedging	hedging	NOUN
cana-5753	13	33	and	and	CCONJ
cana-5753	13	34	economic	economic	ADJ
cana-5753	13	35	stability	stability	NOUN
cana-5753	13	36	.	.	PUNCT
cana-5753	14	1	the	the	DET
cana-5753	14	2	united	united	PROPN
cana-5753	14	3	states	states	PROPN
cana-5753	14	4	ranks	rank	VERB
cana-5753	14	5	among	among	ADP
cana-5753	14	6	the	the	DET
cana-5753	14	7	top	top	ADJ
cana-5753	14	8	three	three	NUM
cana-5753	14	9	gold	gold	NOUN
cana-5753	14	10	producers	producer	NOUN
cana-5753	14	11	—	—	PUNCT
cana-5753	14	12	behind	behind	ADP
cana-5753	14	13	china	china	PROPN
cana-5753	14	14	and	and	CCONJ
cana-5753	14	15	australia	australia	PROPN
cana-5753	14	16	—	—	PUNCT
cana-5753	14	17	with	with	ADP
cana-5753	14	18	an	an	DET
cana-5753	14	19	annual	annual	ADJ
cana-5753	14	20	output	output	NOUN
cana-5753	14	21	of	of	ADP
cana-5753	14	22	approximately	approximately	ADV
cana-5753	14	23	230	230	NUM
cana-5753	14	24	tons	ton	NOUN
cana-5753	14	25	.	.	PUNCT
cana-5753	15	1	(	(	PUNCT
cana-5753	15	2	2)beyond	2)beyond	NUM
cana-5753	15	3	its	its	PRON
cana-5753	15	4	intrinsic	intrinsic	ADJ
cana-5753	15	5	value	value	NOUN
cana-5753	15	6	,	,	PUNCT
cana-5753	15	7	gold	gold	NOUN
cana-5753	15	8	’s	’s	PART
cana-5753	15	9	price	price	NOUN
cana-5753	15	10	is	be	AUX
cana-5753	15	11	closely	closely	ADV
cana-5753	15	12	linked	link	VERB
cana-5753	15	13	to	to	ADP
cana-5753	15	14	oil	oil	NOUN
cana-5753	15	15	,	,	PUNCT
cana-5753	15	16	making	make	VERB
cana-5753	15	17	it	it	PRON
cana-5753	15	18	a	a	DET
cana-5753	15	19	benchmark	benchmark	ADJ
cana-5753	15	20	commodity	commodity	NOUN
cana-5753	15	21	for	for	ADP
cana-5753	15	22	investors	investor	NOUN
cana-5753	15	23	.	.	PUNCT
cana-5753	16	1	in	in	ADP
cana-5753	16	2	india	india	PROPN
cana-5753	16	3	,	,	PUNCT
cana-5753	16	4	gold	gold	ADJ
cana-5753	16	5	investments	investment	NOUN
cana-5753	16	6	are	be	AUX
cana-5753	16	7	heavily	heavily	ADV
cana-5753	16	8	informed	inform	VERB
cana-5753	16	9	by	by	ADP
cana-5753	16	10	cultural	cultural	ADJ
cana-5753	16	11	customs	custom	NOUN
cana-5753	16	12	—	—	PUNCT
cana-5753	16	13	over	over	ADP
cana-5753	16	14	70	70	NUM
cana-5753	16	15	%	%	NOUN
cana-5753	16	16	of	of	ADP
cana-5753	16	17	purchases	purchase	NOUN
cana-5753	16	18	are	be	AUX
cana-5753	16	19	tied	tie	VERB
cana-5753	16	20	to	to	ADP
cana-5753	16	21	weddings	wedding	NOUN
cana-5753	16	22	and	and	CCONJ
cana-5753	16	23	festivals	festival	NOUN
cana-5753	16	24	.	.	PUNCT
cana-5753	17	1	individual	individual	ADJ
cana-5753	17	2	investor	investor	NOUN
cana-5753	17	3	decisions	decision	NOUN
cana-5753	17	4	are	be	AUX
cana-5753	17	5	shaped	shape	VERB
cana-5753	17	6	by	by	ADP
cana-5753	17	7	financial	financial	ADJ
cana-5753	17	8	literacy	literacy	NOUN
cana-5753	17	9	,	,	PUNCT
cana-5753	17	10	risk	risk	NOUN
cana-5753	17	11	tolerance	tolerance	NOUN
cana-5753	17	12	,	,	PUNCT
cana-5753	17	13	and	and	CCONJ
cana-5753	17	14	personal	personal	ADJ
cana-5753	17	15	experience	experience	NOUN
cana-5753	17	16	,	,	PUNCT
cana-5753	17	17	culminating	culminate	VERB
cana-5753	17	18	in	in	ADP
cana-5753	17	19	portfolio	portfolio	NOUN
cana-5753	17	20	choices	choice	NOUN
cana-5753	17	21	guided	guide	VERB
cana-5753	17	22	by	by	ADP
cana-5753	17	23	personal	personal	ADJ
cana-5753	17	24	beliefs	belief	NOUN
cana-5753	17	25	about	about	ADP
cana-5753	17	26	future	future	ADJ
cana-5753	17	27	performance	performance	NOUN
cana-5753	17	28	.	.	PUNCT
cana-5753	18	1	(	(	PUNCT
cana-5753	18	2	3)against	3)against	NUM
cana-5753	18	3	this	this	DET
cana-5753	18	4	backdrop	backdrop	NOUN
cana-5753	18	5	,	,	PUNCT
cana-5753	18	6	the	the	DET
cana-5753	18	7	intersection	intersection	NOUN
cana-5753	18	8	of	of	ADP
cana-5753	18	9	traditional	traditional	ADJ
cana-5753	18	10	investment	investment	NOUN
cana-5753	18	11	behaviors	behavior	NOUN
cana-5753	18	12	and	and	CCONJ
cana-5753	18	13	emerging	emerge	VERB
cana-5753	18	14	ai	ai	ADJ
cana-5753	18	15	-	-	PUNCT
cana-5753	18	16	driven	drive	VERB
cana-5753	18	17	strategies	strategy	NOUN
cana-5753	18	18	provides	provide	VERB
cana-5753	18	19	a	a	DET
cana-5753	18	20	fertile	fertile	ADJ
cana-5753	18	21	context	context	NOUN
cana-5753	18	22	for	for	ADP
cana-5753	18	23	examining	examine	VERB
cana-5753	18	24	investor	investor	NOUN
cana-5753	18	25	behavior	behavior	NOUN
cana-5753	18	26	in	in	ADP
cana-5753	18	27	the	the	DET
cana-5753	18	28	gold	gold	NOUN
cana-5753	18	29	bullion	bullion	NOUN
cana-5753	18	30	market.gold	market.gold	NOUN
cana-5753	18	31	remains	remain	VERB
cana-5753	18	32	a	a	DET
cana-5753	18	33	preferred	preferred	ADJ
cana-5753	18	34	investment	investment	NOUN
cana-5753	18	35	for	for	ADP
cana-5753	18	36	its	its	PRON
cana-5753	18	37	portability	portability	NOUN
cana-5753	18	38	,	,	PUNCT
cana-5753	18	39	long	long	ADJ
cana-5753	18	40	-	-	PUNCT
cana-5753	18	41	term	term	NOUN
cana-5753	18	42	value	value	NOUN
cana-5753	18	43	appreciation	appreciation	NOUN
cana-5753	18	44	,	,	PUNCT
cana-5753	18	45	effective	effective	ADJ
cana-5753	18	46	hedging	hedging	NOUN
cana-5753	18	47	capabilities	capability	NOUN
cana-5753	18	48	,	,	PUNCT
cana-5753	18	49	and	and	CCONJ
cana-5753	18	50	role	role	NOUN
cana-5753	18	51	as	as	ADP
cana-5753	18	52	a	a	DET
cana-5753	18	53	reliable	reliable	ADJ
cana-5753	18	54	alternative	alternative	NOUN
cana-5753	18	55	in	in	ADP
cana-5753	18	56	diversified	diversified	ADJ
cana-5753	18	57	portfolios	portfolio	NOUN
cana-5753	18	58	.	.	PUNCT
cana-5753	19	1	both	both	DET
cana-5753	19	2	technical	technical	ADJ
cana-5753	19	3	and	and	CCONJ
cana-5753	19	4	statistical	statistical	ADJ
cana-5753	19	5	analyses	analysis	NOUN
cana-5753	19	6	are	be	AUX
cana-5753	19	7	widely	widely	ADV
cana-5753	19	8	used	use	VERB
cana-5753	19	9	to	to	PART
cana-5753	19	10	forecast	forecast	VERB
cana-5753	19	11	gold	gold	NOUN
cana-5753	19	12	price	price	NOUN
cana-5753	19	13	trends	trend	NOUN
cana-5753	19	14	,	,	PUNCT
cana-5753	19	15	with	with	ADP
cana-5753	19	16	appeal	appeal	NOUN
cana-5753	19	17	rooted	root	VERB
cana-5753	19	18	in	in	ADP
cana-5753	19	19	the	the	DET
cana-5753	19	20	combination	combination	NOUN
cana-5753	19	21	of	of	ADP
cana-5753	19	22	security	security	NOUN
cana-5753	19	23	,	,	PUNCT
cana-5753	19	24	expected	expect	VERB
cana-5753	19	25	returns	return	NOUN
cana-5753	19	26	,	,	PUNCT
cana-5753	19	27	and	and	CCONJ
cana-5753	19	28	cultural	cultural	ADJ
cana-5753	19	29	significance	significance	NOUN
cana-5753	19	30	.	.	PUNCT
cana-5753	20	1	(	(	PUNCT
cana-5753	20	2	4)while	4)while	NUM
cana-5753	20	3	traditional	traditional	ADJ
cana-5753	20	4	asset	asset	NOUN
cana-5753	20	5	pricing	pricing	NOUN
cana-5753	20	6	models	model	NOUN
cana-5753	20	7	—	—	PUNCT
cana-5753	20	8	such	such	ADJ
cana-5753	20	9	as	as	ADP
cana-5753	20	10	capm	capm	PROPN
cana-5753	20	11	—	—	PUNCT
cana-5753	20	12	assume	assume	VERB
cana-5753	20	13	homogeneous	homogeneous	ADJ
cana-5753	20	14	investor	investor	NOUN
cana-5753	20	15	behavior	behavior	NOUN
cana-5753	20	16	and	and	CCONJ
cana-5753	20	17	a	a	DET
cana-5753	20	18	market	market	NOUN
cana-5753	20	19	-	-	PUNCT
cana-5753	20	20	driven	drive	VERB
cana-5753	20	21	risk	risk	NOUN
cana-5753	20	22	factor	factor	NOUN
cana-5753	20	23	,	,	PUNCT
cana-5753	20	24	behavioral	behavioral	ADJ
cana-5753	20	25	asset	asset	NOUN
cana-5753	20	26	pricing	pricing	NOUN
cana-5753	20	27	models	model	NOUN
cana-5753	20	28	have	have	AUX
cana-5753	20	29	emerged	emerge	VERB
cana-5753	20	30	to	to	PART
cana-5753	20	31	address	address	VERB
cana-5753	20	32	cognitive	cognitive	ADJ
cana-5753	20	33	biases	bias	NOUN
cana-5753	20	34	,	,	PUNCT
cana-5753	20	35	belief	belief	NOUN
cana-5753	20	36	heterogeneity	heterogeneity	NOUN
cana-5753	20	37	,	,	PUNCT
cana-5753	20	38	and	and	CCONJ
cana-5753	20	39	attention	attention	NOUN
cana-5753	20	40	-	-	PUNCT
cana-5753	20	41	driven	drive	VERB
cana-5753	20	42	decisionmaking.(5)contemporary	decisionmaking.(5)contemporary	PROPN
cana-5753	20	43	research	research	NOUN
cana-5753	20	44	explores	explore	VERB
cana-5753	20	45	an	an	DET
cana-5753	20	46	array	array	NOUN
cana-5753	20	47	of	of	ADP
cana-5753	20	48	forecasting	forecasting	NOUN
cana-5753	20	49	methodologies	methodology	NOUN
cana-5753	20	50	.	.	PUNCT
cana-5753	21	1	these	these	DET
cana-5753	21	2	range	range	VERB
cana-5753	21	3	from	from	ADP
cana-5753	21	4	statistical	statistical	ADJ
cana-5753	21	5	and	and	CCONJ
cana-5753	21	6	technical	technical	ADJ
cana-5753	21	7	indicators	indicator	NOUN
cana-5753	21	8	to	to	PART
cana-5753	21	9	increasingly	increasingly	ADV
cana-5753	21	10	advanced	advance	VERB
cana-5753	21	11	ai	ai	ADJ
cana-5753	21	12	methods	method	NOUN
cana-5753	21	13	,	,	PUNCT
cana-5753	21	14	including	include	VERB
cana-5753	21	15	deep	deep	ADJ
cana-5753	21	16	learning	learning	NOUN
cana-5753	21	17	and	and	CCONJ
cana-5753	21	18	neural	neural	ADJ
cana-5753	21	19	networks	network	NOUN
cana-5753	21	20	.	.	PUNCT
cana-5753	22	1	(	(	PUNCT
cana-5753	22	2	6)such	6)such	NUM
cana-5753	22	3	approaches	approach	NOUN
cana-5753	22	4	offer	offer	VERB
cana-5753	22	5	new	new	ADJ
cana-5753	22	6	perspectives	perspective	NOUN
cana-5753	22	7	on	on	ADP
cana-5753	22	8	portfolio	portfolio	NOUN
cana-5753	22	9	valuation	valuation	NOUN
cana-5753	22	10	and	and	CCONJ
cana-5753	22	11	price	price	NOUN
cana-5753	22	12	dynamics	dynamic	NOUN
cana-5753	22	13	,	,	PUNCT
cana-5753	22	14	enhancing	enhance	VERB
cana-5753	22	15	our	our	PRON
cana-5753	22	16	understanding	understanding	NOUN
cana-5753	22	17	of	of	ADP
cana-5753	22	18	investor	investor	NOUN
cana-5753	22	19	behavior	behavior	NOUN
cana-5753	22	20	in	in	ADP
cana-5753	22	21	the	the	DET
cana-5753	22	22	evolving	evolve	VERB
cana-5753	22	23	landscape	landscape	NOUN
cana-5753	22	24	of	of	ADP
cana-5753	22	25	gold	gold	ADJ
cana-5753	22	26	market	market	NOUN
cana-5753	22	27	investments	investment	NOUN
cana-5753	22	28	.	.	PUNCT
cana-5753	23	1	2	2	X
cana-5753	23	2	.	.	NUM
cana-5753	23	3	proposed	propose	VERB
cana-5753	23	4	system	system	NOUN
cana-5753	23	5	:	:	PUNCT
cana-5753	23	6	the	the	DET
cana-5753	23	7	proposed	propose	VERB
cana-5753	23	8	system	system	NOUN
cana-5753	23	9	enhances	enhance	VERB
cana-5753	23	10	gold	gold	NOUN
cana-5753	23	11	market	market	NOUN
cana-5753	23	12	forecasting	forecasting	NOUN
cana-5753	23	13	and	and	CCONJ
cana-5753	23	14	investor	investor	NOUN
cana-5753	23	15	behavior	behavior	NOUN
cana-5753	23	16	analysis	analysis	NOUN
cana-5753	23	17	by	by	ADP
cana-5753	23	18	integrating	integrate	VERB
cana-5753	23	19	state	state	NOUN
cana-5753	23	20	-	-	PUNCT
cana-5753	23	21	of	of	ADP
cana-5753	23	22	-	-	PUNCT
cana-5753	23	23	the	the	DET
cana-5753	23	24	-	-	PUNCT
cana-5753	23	25	art	art	NOUN
cana-5753	23	26	ai	ai	NOUN
cana-5753	23	27	techniques	technique	NOUN
cana-5753	23	28	.	.	PUNCT
cana-5753	24	1	by	by	ADP
cana-5753	24	2	combining	combine	VERB
cana-5753	24	3	deep	deep	ADJ
cana-5753	24	4	learning	learning	NOUN
cana-5753	24	5	architectures	architecture	NOUN
cana-5753	24	6	—	—	PUNCT
cana-5753	24	7	such	such	ADJ
cana-5753	24	8	as	as	ADP
cana-5753	24	9	cnn	cnn	PROPN
cana-5753	24	10	,	,	PUNCT
cana-5753	24	11	lstm	lstm	PROPN
cana-5753	24	12	,	,	PUNCT
cana-5753	24	13	and	and	CCONJ
cana-5753	24	14	rnn	rnn	PROPN
cana-5753	24	15	—	—	PUNCT
cana-5753	24	16	with	with	ADP
cana-5753	24	17	powerful	powerful	ADJ
cana-5753	24	18	machine	machine	NOUN
cana-5753	24	19	learning	learning	NOUN
cana-5753	24	20	methods	method	NOUN
cana-5753	24	21	like	like	ADP
cana-5753	24	22	random	random	ADJ
cana-5753	24	23	forest	forest	NOUN
cana-5753	24	24	and	and	CCONJ
cana-5753	24	25	xgboost	xgboost	ADV
cana-5753	24	26	,	,	PUNCT
cana-5753	24	27	it	it	PRON
cana-5753	24	28	adeptly	adeptly	ADV
cana-5753	24	29	captures	capture	VERB
cana-5753	24	30	both	both	PRON
cana-5753	24	31	short	short	ADJ
cana-5753	24	32	-	-	PUNCT
cana-5753	24	33	term	term	NOUN
cana-5753	24	34	volatility	volatility	NOUN
cana-5753	24	35	and	and	CCONJ
cana-5753	24	36	long	long	ADJ
cana-5753	24	37	-	-	PUNCT
cana-5753	24	38	term	term	NOUN
cana-5753	24	39	trends	trend	NOUN
cana-5753	24	40	for	for	ADP
cana-5753	24	41	improved	improve	VERB
cana-5753	24	42	predictive	predictive	ADJ
cana-5753	24	43	accuracy	accuracy	NOUN
cana-5753	24	44	.	.	PUNCT
cana-5753	25	1	in	in	ADP
cana-5753	25	2	particular	particular	ADJ
cana-5753	25	3	,	,	PUNCT
cana-5753	25	4	hybrid	hybrid	ADJ
cana-5753	25	5	cnn	cnn	PROPN
cana-5753	25	6	–	–	PUNCT
cana-5753	25	7	lstm	lstm	NOUN
cana-5753	25	8	models	model	NOUN
cana-5753	25	9	have	have	AUX
cana-5753	25	10	demonstrated	demonstrate	VERB
cana-5753	25	11	exceptional	exceptional	ADJ
cana-5753	25	12	performance	performance	NOUN
cana-5753	25	13	:	:	PUNCT
cana-5753	25	14	one	one	NUM
cana-5753	25	15	study	study	NOUN
cana-5753	25	16	highlighted	highlight	VERB
cana-5753	25	17	their	their	PRON
cana-5753	25	18	superior	superior	ADJ
cana-5753	25	19	ability	ability	NOUN
cana-5753	25	20	to	to	PART
cana-5753	25	21	leverage	leverage	VERB
cana-5753	25	22	spatial	spatial	ADJ
cana-5753	25	23	–	–	PUNCT
cana-5753	25	24	temporal	temporal	ADJ
cana-5753	25	25	patterns	pattern	NOUN
cana-5753	25	26	in	in	ADP
cana-5753	25	27	gold	gold	NOUN
cana-5753	25	28	price	price	NOUN
cana-5753	25	29	data	datum	NOUN
cana-5753	25	30	compared	compare	VERB
cana-5753	25	31	to	to	ADP
cana-5753	25	32	traditional	traditional	ADJ
cana-5753	25	33	benchmarks	benchmark	NOUN
cana-5753	25	34	to	to	PART
cana-5753	25	35	incorporate	incorporate	VERB
cana-5753	25	36	investor	investor	NOUN
cana-5753	25	37	sentiment	sentiment	NOUN
cana-5753	25	38	,	,	PUNCT
cana-5753	25	39	the	the	DET
cana-5753	25	40	system	system	NOUN
cana-5753	25	41	employs	employ	VERB
cana-5753	25	42	nlp	nlp	NOUN
cana-5753	25	43	to	to	PART
cana-5753	25	44	analyze	analyze	VERB
cana-5753	25	45	unstructured	unstructured	ADJ
cana-5753	25	46	textual	textual	ADJ
cana-5753	25	47	data	datum	NOUN
cana-5753	25	48	from	from	ADP
cana-5753	25	49	media	medium	NOUN
cana-5753	25	50	,	,	PUNCT
cana-5753	25	51	social	social	ADJ
cana-5753	25	52	platforms	platform	NOUN
cana-5753	25	53	,	,	PUNCT
cana-5753	25	54	and	and	CCONJ
cana-5753	25	55	financial	financial	ADJ
cana-5753	25	56	reports	report	NOUN
cana-5753	25	57	,	,	PUNCT
cana-5753	25	58	enriching	enrich	VERB
cana-5753	25	59	predictions	prediction	NOUN
cana-5753	25	60	with	with	ADP
cana-5753	25	61	behavioral	behavioral	ADJ
cana-5753	25	62	insights	insight	NOUN
cana-5753	25	63	.	.	PUNCT
cana-5753	26	1	furthermore	furthermore	ADV
cana-5753	26	2	,	,	PUNCT
cana-5753	26	3	with	with	ADP
cana-5753	26	4	adaptive	adaptive	ADJ
cana-5753	26	5	deep	deep	ADJ
cana-5753	26	6	learning	learning	NOUN
cana-5753	26	7	strategies	strategy	NOUN
cana-5753	26	8	and	and	CCONJ
cana-5753	26	9	reinforcement	reinforcement	NOUN
cana-5753	26	10	learning	learning	NOUN
cana-5753	26	11	—	—	PUNCT
cana-5753	26	12	including	include	VERB
cana-5753	26	13	deep	deep	ADJ
cana-5753	26	14	q	q	NOUN
cana-5753	26	15	-	-	PUNCT
cana-5753	26	16	networks	network	NOUN
cana-5753	26	17	tailored	tailor	VERB
cana-5753	26	18	for	for	ADP
cana-5753	26	19	commodities	commodity	NOUN
cana-5753	26	20	like	like	ADP
cana-5753	26	21	gold	gold	NOUN
cana-5753	26	22	futures	future	NOUN
cana-5753	26	23	—	—	PUNCT
cana-5753	26	24	the	the	DET
cana-5753	26	25	model	model	NOUN
cana-5753	26	26	dynamically	dynamically	ADV
cana-5753	26	27	adjusts	adjust	VERB
cana-5753	26	28	to	to	ADP
cana-5753	26	29	market	market	NOUN
cana-5753	26	30	disruptions	disruption	NOUN
cana-5753	26	31	,	,	PUNCT
cana-5753	26	32	achieving	achieve	VERB
cana-5753	26	33	improved	improved	ADJ
cana-5753	26	34	risk	risk	NOUN
cana-5753	26	35	-	-	PUNCT
cana-5753	26	36	adjusted	adjust	VERB
cana-5753	26	37	performance	performance	NOUN
cana-5753	26	38	.	.	PUNCT
cana-5753	27	1	communications	communication	NOUN
cana-5753	27	2	on	on	ADP
cana-5753	27	3	applied	apply	VERB
cana-5753	27	4	nonlinear	nonlinear	ADJ
cana-5753	27	5	analysis	analysis	NOUN
cana-5753	27	6	issn	issn	NOUN
cana-5753	27	7	:	:	PUNCT
cana-5753	27	8	1074	1074	NUM
cana-5753	27	9	-	-	PUNCT
cana-5753	27	10	133x	133x	NUM
cana-5753	27	11	vol	vol	NOUN
cana-5753	27	12	32	32	NUM
cana-5753	27	13	no	no	NOUN
cana-5753	27	14	.	.	PUNCT
cana-5753	28	1	3s	3s	NUM
cana-5753	28	2	(	(	PUNCT
cana-5753	28	3	2025	2025	NUM
cana-5753	28	4	)	)	PUNCT
cana-5753	28	5	772	772	NUM
cana-5753	28	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5753	28	7	3	3	X
cana-5753	28	8	.	.	NOUN
cana-5753	28	9	system	system	NOUN
cana-5753	28	10	architecture	architecture	NOUN
cana-5753	28	11	figure	figure	NOUN
cana-5753	28	12	1	1	NUM
cana-5753	28	13	:	:	PUNCT
cana-5753	28	14	system	system	NOUN
cana-5753	28	15	architecture	architecture	NOUN
cana-5753	28	16	4	4	NUM
cana-5753	28	17	.	.	NOUN
cana-5753	28	18	results	result	NOUN
cana-5753	28	19	and	and	CCONJ
cana-5753	28	20	discussion	discussion	NOUN
cana-5753	28	21	data	datum	NOUN
cana-5753	28	22	analysis	analysis	NOUN
cana-5753	28	23	:	:	PUNCT
cana-5753	28	24	communications	communication	NOUN
cana-5753	28	25	on	on	ADP
cana-5753	28	26	applied	apply	VERB
cana-5753	28	27	nonlinear	nonlinear	ADJ
cana-5753	28	28	analysis	analysis	NOUN
cana-5753	28	29	issn	issn	NOUN
cana-5753	28	30	:	:	PUNCT
cana-5753	28	31	1074	1074	NUM
cana-5753	28	32	-	-	PUNCT
cana-5753	28	33	133x	133x	NUM
cana-5753	28	34	vol	vol	NOUN
cana-5753	28	35	32	32	NUM
cana-5753	28	36	no	no	NOUN
cana-5753	28	37	.	.	PUNCT
cana-5753	29	1	3s	3s	NUM
cana-5753	29	2	(	(	PUNCT
cana-5753	29	3	2025	2025	NUM
cana-5753	29	4	)	)	PUNCT
cana-5753	29	5	773	773	NUM
cana-5753	29	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5753	29	7	key	key	ADJ
cana-5753	29	8	observations	observation	NOUN
cana-5753	29	9	:	:	PUNCT
cana-5753	29	10	•	•	NUM
cana-5753	29	11	rising	rise	VERB
cana-5753	29	12	trend	trend	NOUN
cana-5753	29	13	(	(	PUNCT
cana-5753	29	14	2008–2011	2008–2011	NUM
cana-5753	29	15	):	):	PUNCT
cana-5753	29	16	a	a	DET
cana-5753	29	17	sharp	sharp	ADJ
cana-5753	29	18	increase	increase	NOUN
cana-5753	29	19	in	in	ADP
cana-5753	29	20	gold	gold	NOUN
cana-5753	29	21	prices	price	NOUN
cana-5753	29	22	,	,	PUNCT
cana-5753	29	23	peaking	peak	VERB
cana-5753	29	24	around	around	ADP
cana-5753	29	25	2011	2011	NUM
cana-5753	29	26	–	–	PUNCT
cana-5753	29	27	2012	2012	NUM
cana-5753	29	28	,	,	PUNCT
cana-5753	29	29	often	often	ADV
cana-5753	29	30	linked	link	VERB
cana-5753	29	31	to	to	ADP
cana-5753	29	32	global	global	ADJ
cana-5753	29	33	economic	economic	ADJ
cana-5753	29	34	uncertainty	uncertainty	NOUN
cana-5753	29	35	and	and	CCONJ
cana-5753	29	36	financial	financial	ADJ
cana-5753	29	37	crises	crisis	NOUN
cana-5753	29	38	.	.	PUNCT
cana-5753	30	1	•	•	NUM
cana-5753	30	2	decline	decline	NOUN
cana-5753	30	3	phase	phase	NOUN
cana-5753	30	4	(	(	PUNCT
cana-5753	30	5	2013–2015	2013–2015	NUM
cana-5753	30	6	):	):	PUNCT
cana-5753	30	7	a	a	DET
cana-5753	30	8	significant	significant	ADJ
cana-5753	30	9	downtrend	downtrend	NOUN
cana-5753	30	10	as	as	SCONJ
cana-5753	30	11	markets	market	NOUN
cana-5753	30	12	stabilized	stabilize	VERB
cana-5753	30	13	and	and	CCONJ
cana-5753	30	14	alternative	alternative	ADJ
cana-5753	30	15	investments	investment	NOUN
cana-5753	30	16	gained	gain	VERB
cana-5753	30	17	momentum	momentum	NOUN
cana-5753	30	18	.	.	PUNCT
cana-5753	31	1	•	•	NUM
cana-5753	31	2	stabilization	stabilization	NOUN
cana-5753	31	3	(	(	PUNCT
cana-5753	31	4	2016–2018	2016–2018	NUM
cana-5753	31	5	):	):	PUNCT
cana-5753	31	6	prices	price	NOUN
cana-5753	31	7	fluctuated	fluctuate	VERB
cana-5753	31	8	within	within	ADP
cana-5753	31	9	a	a	DET
cana-5753	31	10	relatively	relatively	ADV
cana-5753	31	11	stable	stable	ADJ
cana-5753	31	12	range	range	NOUN
cana-5753	31	13	,	,	PUNCT
cana-5753	31	14	indicating	indicate	VERB
cana-5753	31	15	consolidation	consolidation	NOUN
cana-5753	31	16	.	.	PUNCT
cana-5753	32	1	relevance	relevance	NOUN
cana-5753	32	2	to	to	AUX
cana-5753	32	3	prediction	prediction	NOUN
cana-5753	32	4	:	:	PUNCT
cana-5753	32	5	this	this	DET
cana-5753	32	6	trend	trend	NOUN
cana-5753	32	7	plot	plot	NOUN
cana-5753	32	8	helps	help	VERB
cana-5753	32	9	in	in	ADP
cana-5753	32	10	:	:	PUNCT
cana-5753	32	11	•	•	ADV
cana-5753	32	12	identifying	identify	VERB
cana-5753	32	13	cyclical	cyclical	ADJ
cana-5753	32	14	patterns	pattern	NOUN
cana-5753	32	15	and	and	CCONJ
cana-5753	32	16	price	price	NOUN
cana-5753	32	17	volatility	volatility	NOUN
cana-5753	32	18	.	.	PUNCT
cana-5753	33	1	•	•	NUM
cana-5753	33	2	training	training	NOUN
cana-5753	33	3	machine	machine	NOUN
cana-5753	33	4	learning	learning	NOUN
cana-5753	33	5	models	model	NOUN
cana-5753	33	6	by	by	ADP
cana-5753	33	7	offering	offer	VERB
cana-5753	33	8	historical	historical	ADJ
cana-5753	33	9	data	datum	NOUN
cana-5753	33	10	points	point	NOUN
cana-5753	33	11	for	for	ADP
cana-5753	33	12	supervised	supervised	ADJ
cana-5753	33	13	learning	learning	NOUN
cana-5753	33	14	.	.	PUNCT
cana-5753	34	1	•	•	PUNCT
cana-5753	34	2	serving	serve	VERB
cana-5753	34	3	as	as	ADP
cana-5753	34	4	a	a	DET
cana-5753	34	5	baseline	baseline	NOUN
cana-5753	34	6	for	for	ADP
cana-5753	34	7	forecasting	forecasting	NOUN
cana-5753	34	8	models	model	NOUN
cana-5753	34	9	like	like	ADP
cana-5753	34	10	lstm	lstm	PROPN
cana-5753	34	11	,	,	PUNCT
cana-5753	34	12	arima	arima	NOUN
cana-5753	34	13	,	,	PUNCT
cana-5753	34	14	or	or	CCONJ
cana-5753	34	15	xgboost	xgboost	ADV
cana-5753	34	16	by	by	ADP
cana-5753	34	17	showing	show	VERB
cana-5753	34	18	how	how	SCONJ
cana-5753	34	19	prices	price	NOUN
cana-5753	34	20	evolved	evolve	VERB
cana-5753	34	21	over	over	ADP
cana-5753	34	22	time	time	NOUN
cana-5753	34	23	.	.	PUNCT
cana-5753	35	1	gold	gold	NOUN
cana-5753	35	2	price	price	NOUN
cana-5753	35	3	vs.	vs.	ADP
cana-5753	35	4	30	30	NUM
cana-5753	35	5	-	-	PUNCT
cana-5753	35	6	day	day	NOUN
cana-5753	35	7	rolling	rolling	NOUN
cana-5753	35	8	mean	mean	NOUN
cana-5753	35	9	:	:	PUNCT
cana-5753	35	10	gld	gld	NOUN
cana-5753	35	11	price	price	NOUN
cana-5753	35	12	vs.	vs.	ADP
cana-5753	35	13	30	30	NUM
cana-5753	35	14	-	-	PUNCT
cana-5753	35	15	day	day	NOUN
cana-5753	35	16	rolling	rolling	ADJ
cana-5753	35	17	mean	mean	NOUN
cana-5753	35	18	–	–	PUNCT
cana-5753	35	19	observations	observation	NOUN
cana-5753	35	20	this	this	DET
cana-5753	35	21	chart	chart	NOUN
cana-5753	35	22	presents	present	VERB
cana-5753	35	23	the	the	DET
cana-5753	35	24	gold	gold	ADJ
cana-5753	35	25	etf	etf	NOUN
cana-5753	35	26	(	(	PUNCT
cana-5753	35	27	gld	gld	NOUN
cana-5753	35	28	)	)	PUNCT
cana-5753	35	29	price	price	NOUN
cana-5753	35	30	over	over	ADP
cana-5753	35	31	time	time	NOUN
cana-5753	35	32	along	along	ADP
cana-5753	35	33	with	with	ADP
cana-5753	35	34	its	its	PRON
cana-5753	35	35	30	30	NUM
cana-5753	35	36	-	-	PUNCT
cana-5753	35	37	day	day	NOUN
cana-5753	35	38	rolling	rolling	NOUN
cana-5753	35	39	mean	mean	NOUN
cana-5753	35	40	,	,	PUNCT
cana-5753	35	41	offering	offer	VERB
cana-5753	35	42	a	a	DET
cana-5753	35	43	smoother	smooth	ADJ
cana-5753	35	44	view	view	NOUN
cana-5753	35	45	of	of	ADP
cana-5753	35	46	long	long	ADJ
cana-5753	35	47	-	-	PUNCT
cana-5753	35	48	term	term	NOUN
cana-5753	35	49	trends	trend	NOUN
cana-5753	35	50	.	.	PUNCT
cana-5753	36	1	it	it	PRON
cana-5753	36	2	is	be	AUX
cana-5753	36	3	a	a	DET
cana-5753	36	4	key	key	ADJ
cana-5753	36	5	component	component	NOUN
cana-5753	36	6	of	of	ADP
cana-5753	36	7	the	the	DET
cana-5753	36	8	data	datum	NOUN
cana-5753	36	9	analytics	analytic	NOUN
cana-5753	36	10	process	process	NOUN
cana-5753	36	11	in	in	ADP
cana-5753	36	12	the	the	DET
cana-5753	36	13	gold	gold	NOUN
cana-5753	36	14	price	price	NOUN
cana-5753	36	15	prediction	prediction	NOUN
cana-5753	36	16	project	project	NOUN
cana-5753	36	17	.	.	PUNCT
cana-5753	37	1	communications	communication	NOUN
cana-5753	37	2	on	on	ADP
cana-5753	37	3	applied	apply	VERB
cana-5753	37	4	nonlinear	nonlinear	ADJ
cana-5753	37	5	analysis	analysis	NOUN
cana-5753	37	6	issn	issn	NOUN
cana-5753	37	7	:	:	PUNCT
cana-5753	37	8	1074	1074	NUM
cana-5753	37	9	-	-	PUNCT
cana-5753	37	10	133x	133x	NUM
cana-5753	37	11	vol	vol	NOUN
cana-5753	37	12	32	32	NUM
cana-5753	37	13	no	no	NOUN
cana-5753	37	14	.	.	PUNCT
cana-5753	38	1	3s	3s	NUM
cana-5753	38	2	(	(	PUNCT
cana-5753	38	3	2025	2025	NUM
cana-5753	38	4	)	)	PUNCT
cana-5753	38	5	774	774	NUM
cana-5753	38	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5753	38	7	key	key	ADJ
cana-5753	38	8	insights	insight	NOUN
cana-5753	38	9	:	:	PUNCT
cana-5753	38	10	1	1	X
cana-5753	38	11	.	.	NUM
cana-5753	38	12	smoothed	smooth	VERB
cana-5753	38	13	trend	trend	NOUN
cana-5753	38	14	identification	identification	NOUN
cana-5753	38	15	:	:	PUNCT
cana-5753	38	16	o	o	X
cana-5753	38	17	the	the	DET
cana-5753	38	18	red	red	ADJ
cana-5753	38	19	line	line	NOUN
cana-5753	38	20	(	(	PUNCT
cana-5753	38	21	30	30	NUM
cana-5753	38	22	-	-	PUNCT
cana-5753	38	23	day	day	NOUN
cana-5753	38	24	rolling	rolling	NOUN
cana-5753	38	25	mean	mean	NOUN
cana-5753	38	26	)	)	PUNCT
cana-5753	38	27	smooths	smooth	VERB
cana-5753	38	28	out	out	ADP
cana-5753	38	29	short	short	ADJ
cana-5753	38	30	-	-	PUNCT
cana-5753	38	31	term	term	NOUN
cana-5753	38	32	fluctuations	fluctuation	NOUN
cana-5753	38	33	in	in	ADP
cana-5753	38	34	the	the	DET
cana-5753	38	35	blue	blue	ADJ
cana-5753	38	36	line	line	NOUN
cana-5753	38	37	(	(	PUNCT
cana-5753	38	38	daily	daily	ADJ
cana-5753	38	39	gld	gld	PROPN
cana-5753	38	40	price	price	NOUN
cana-5753	38	41	)	)	PUNCT
cana-5753	38	42	,	,	PUNCT
cana-5753	38	43	revealing	reveal	VERB
cana-5753	38	44	the	the	DET
cana-5753	38	45	underlying	underlie	VERB
cana-5753	38	46	trend	trend	NOUN
cana-5753	38	47	more	more	ADV
cana-5753	38	48	clearly	clearly	ADV
cana-5753	38	49	.	.	PUNCT
cana-5753	39	1	o	o	X
cana-5753	39	2	useful	useful	ADJ
cana-5753	39	3	for	for	ADP
cana-5753	39	4	trend	trend	NOUN
cana-5753	39	5	-	-	PUNCT
cana-5753	39	6	following	follow	VERB
cana-5753	39	7	models	model	NOUN
cana-5753	39	8	and	and	CCONJ
cana-5753	39	9	reducing	reduce	VERB
cana-5753	39	10	noise	noise	NOUN
cana-5753	39	11	during	during	ADP
cana-5753	39	12	training	training	NOUN
cana-5753	39	13	.	.	PUNCT
cana-5753	40	1	2	2	X
cana-5753	40	2	.	.	X
cana-5753	40	3	volatility	volatility	NOUN
cana-5753	40	4	detection	detection	NOUN
cana-5753	40	5	:	:	PUNCT
cana-5753	40	6	o	o	NOUN
cana-5753	40	7	periods	period	NOUN
cana-5753	40	8	where	where	SCONJ
cana-5753	40	9	the	the	DET
cana-5753	40	10	blue	blue	ADJ
cana-5753	40	11	line	line	NOUN
cana-5753	40	12	deviates	deviate	VERB
cana-5753	40	13	significantly	significantly	ADV
cana-5753	40	14	from	from	ADP
cana-5753	40	15	the	the	DET
cana-5753	40	16	red	red	ADJ
cana-5753	40	17	line	line	NOUN
cana-5753	40	18	indicate	indicate	VERB
cana-5753	40	19	higher	high	ADJ
cana-5753	40	20	volatility	volatility	NOUN
cana-5753	40	21	or	or	CCONJ
cana-5753	40	22	sharp	sharp	ADJ
cana-5753	40	23	price	price	NOUN
cana-5753	40	24	movements	movement	NOUN
cana-5753	40	25	,	,	PUNCT
cana-5753	40	26	particularly	particularly	ADV
cana-5753	40	27	during	during	ADP
cana-5753	40	28	the	the	DET
cana-5753	40	29	2009–2011	2009–2011	NUM
cana-5753	40	30	surge	surge	NOUN
cana-5753	40	31	and	and	CCONJ
cana-5753	40	32	2013–2014	2013–2014	NUM
cana-5753	40	33	decline	decline	NOUN
cana-5753	40	34	.	.	PUNCT
cana-5753	41	1	3	3	X
cana-5753	41	2	.	.	X
cana-5753	41	3	support	support	NOUN
cana-5753	41	4	for	for	ADP
cana-5753	41	5	forecasting	forecast	VERB
cana-5753	41	6	:	:	PUNCT
cana-5753	41	7	o	o	X
cana-5753	41	8	the	the	DET
cana-5753	41	9	rolling	rolling	NOUN
cana-5753	41	10	mean	mean	NOUN
cana-5753	41	11	is	be	AUX
cana-5753	41	12	a	a	DET
cana-5753	41	13	crucial	crucial	ADJ
cana-5753	41	14	input	input	NOUN
cana-5753	41	15	for	for	ADP
cana-5753	41	16	time	time	NOUN
cana-5753	41	17	series	series	PROPN
cana-5753	41	18	forecasting	forecasting	NOUN
cana-5753	41	19	models	model	NOUN
cana-5753	41	20	,	,	PUNCT
cana-5753	41	21	helping	help	VERB
cana-5753	41	22	in	in	ADP
cana-5753	41	23	identifying	identify	VERB
cana-5753	41	24	momentum	momentum	NOUN
cana-5753	41	25	,	,	PUNCT
cana-5753	41	26	trend	trend	NOUN
cana-5753	41	27	reversals	reversal	NOUN
cana-5753	41	28	,	,	PUNCT
cana-5753	41	29	and	and	CCONJ
cana-5753	41	30	consolidation	consolidation	NOUN
cana-5753	41	31	phases	phase	NOUN
cana-5753	41	32	.	.	PUNCT
cana-5753	42	1	4	4	X
cana-5753	42	2	.	.	X
cana-5753	42	3	post-2016	post-2016	ADJ
cana-5753	42	4	stability	stability	NOUN
cana-5753	42	5	:	:	PUNCT
cana-5753	42	6	o	o	NOUN
cana-5753	42	7	after	after	ADP
cana-5753	42	8	mid-2016	mid-2016	NOUN
cana-5753	42	9	,	,	PUNCT
cana-5753	42	10	both	both	CCONJ
cana-5753	42	11	the	the	DET
cana-5753	42	12	actual	actual	ADJ
cana-5753	42	13	price	price	NOUN
cana-5753	42	14	and	and	CCONJ
cana-5753	42	15	rolling	rolling	ADJ
cana-5753	42	16	mean	mean	NOUN
cana-5753	42	17	show	show	VERB
cana-5753	42	18	a	a	DET
cana-5753	42	19	more	more	ADV
cana-5753	42	20	stable	stable	ADJ
cana-5753	42	21	pattern	pattern	NOUN
cana-5753	42	22	,	,	PUNCT
cana-5753	42	23	indicating	indicate	VERB
cana-5753	42	24	reduced	reduced	ADJ
cana-5753	42	25	volatility	volatility	NOUN
cana-5753	42	26	in	in	ADP
cana-5753	42	27	the	the	DET
cana-5753	42	28	market	market	NOUN
cana-5753	42	29	—	—	PUNCT
cana-5753	42	30	a	a	DET
cana-5753	42	31	critical	critical	ADJ
cana-5753	42	32	input	input	NOUN
cana-5753	42	33	for	for	ADP
cana-5753	42	34	evaluating	evaluate	VERB
cana-5753	42	35	risk	risk	NOUN
cana-5753	42	36	in	in	ADP
cana-5753	42	37	predictions	prediction	NOUN
cana-5753	42	38	.	.	PUNCT
cana-5753	43	1	time	time	NOUN
cana-5753	43	2	series	series	PROPN
cana-5753	43	3	decomposition	decomposition	NOUN
cana-5753	43	4	:	:	PUNCT
cana-5753	43	5	time	time	NOUN
cana-5753	43	6	series	series	PROPN
cana-5753	43	7	decomposition	decomposition	NOUN
cana-5753	43	8	of	of	ADP
cana-5753	43	9	gld	gld	PROPN
cana-5753	43	10	(	(	PUNCT
cana-5753	43	11	gold	gold	NOUN
cana-5753	43	12	etf	etf	NOUN
cana-5753	43	13	)	)	PUNCT
cana-5753	43	14	–	–	PUNCT
cana-5753	43	15	observations	observation	NOUN
cana-5753	43	16	the	the	DET
cana-5753	43	17	image	image	NOUN
cana-5753	43	18	shows	show	VERB
cana-5753	43	19	a	a	DET
cana-5753	43	20	time	time	NOUN
cana-5753	43	21	series	series	NOUN
cana-5753	43	22	decomposition	decomposition	NOUN
cana-5753	43	23	of	of	ADP
cana-5753	43	24	the	the	DET
cana-5753	43	25	gld	gld	PROPN
cana-5753	43	26	(	(	PUNCT
cana-5753	43	27	gold	gold	NOUN
cana-5753	43	28	etf	etf	NOUN
cana-5753	43	29	)	)	PUNCT
cana-5753	43	30	price	price	NOUN
cana-5753	43	31	data	datum	NOUN
cana-5753	43	32	,	,	PUNCT
cana-5753	43	33	breaking	break	VERB
cana-5753	43	34	it	it	PRON
cana-5753	43	35	down	down	ADP
cana-5753	43	36	into	into	ADP
cana-5753	43	37	trend	trend	NOUN
cana-5753	43	38	,	,	PUNCT
cana-5753	43	39	seasonality	seasonality	NOUN
cana-5753	43	40	,	,	PUNCT
cana-5753	43	41	and	and	CCONJ
cana-5753	43	42	residual	residual	ADJ
cana-5753	43	43	components	component	NOUN
cana-5753	43	44	.	.	PUNCT
cana-5753	44	1	this	this	PRON
cana-5753	44	2	is	be	AUX
cana-5753	44	3	a	a	DET
cana-5753	44	4	critical	critical	ADJ
cana-5753	44	5	step	step	NOUN
cana-5753	44	6	in	in	ADP
cana-5753	44	7	data	data	NOUN
cana-5753	44	8	preprocessing	preprocessing	NOUN
cana-5753	44	9	and	and	CCONJ
cana-5753	44	10	exploratory	exploratory	ADJ
cana-5753	44	11	analysis	analysis	NOUN
cana-5753	44	12	for	for	ADP
cana-5753	44	13	a	a	DET
cana-5753	44	14	gold	gold	NOUN
cana-5753	44	15	price	price	NOUN
cana-5753	44	16	prediction	prediction	NOUN
cana-5753	44	17	project	project	NOUN
cana-5753	44	18	.	.	PUNCT
cana-5753	45	1	communications	communication	NOUN
cana-5753	45	2	on	on	ADP
cana-5753	45	3	applied	apply	VERB
cana-5753	45	4	nonlinear	nonlinear	ADJ
cana-5753	45	5	analysis	analysis	NOUN
cana-5753	45	6	issn	issn	NOUN
cana-5753	45	7	:	:	PUNCT
cana-5753	45	8	1074	1074	NUM
cana-5753	45	9	-	-	PUNCT
cana-5753	45	10	133x	133x	NUM
cana-5753	45	11	vol	vol	NOUN
cana-5753	45	12	32	32	NUM
cana-5753	45	13	no	no	NOUN
cana-5753	45	14	.	.	PUNCT
cana-5753	46	1	3s	3s	NUM
cana-5753	46	2	(	(	PUNCT
cana-5753	46	3	2025	2025	NUM
cana-5753	46	4	)	)	PUNCT
cana-5753	46	5	775	775	NUM
cana-5753	46	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5753	46	7	component	component	NOUN
cana-5753	46	8	-	-	PUNCT
cana-5753	46	9	wise	wise	ADJ
cana-5753	46	10	insights	insight	NOUN
cana-5753	46	11	:	:	PUNCT
cana-5753	46	12	1	1	X
cana-5753	46	13	.	.	PUNCT
cana-5753	46	14	original	original	ADJ
cana-5753	46	15	series	series	NOUN
cana-5753	46	16	(	(	PUNCT
cana-5753	46	17	top	top	ADJ
cana-5753	46	18	plot	plot	NOUN
cana-5753	46	19	–	–	PUNCT
cana-5753	46	20	gld	gld	NOUN
cana-5753	46	21	):	):	PUNCT
cana-5753	47	1	o	o	NOUN
cana-5753	47	2	displays	display	VERB
cana-5753	47	3	the	the	DET
cana-5753	47	4	actual	actual	ADJ
cana-5753	47	5	daily	daily	ADJ
cana-5753	47	6	gld	gld	PROPN
cana-5753	47	7	prices	price	NOUN
cana-5753	47	8	.	.	PUNCT
cana-5753	48	1	o	o	NOUN
cana-5753	48	2	reflects	reflect	VERB
cana-5753	48	3	clear	clear	ADJ
cana-5753	48	4	upward	upward	ADJ
cana-5753	48	5	momentum	momentum	NOUN
cana-5753	48	6	until	until	ADP
cana-5753	48	7	2012	2012	NUM
cana-5753	48	8	,	,	PUNCT
cana-5753	48	9	followed	follow	VERB
cana-5753	48	10	by	by	ADP
cana-5753	48	11	a	a	DET
cana-5753	48	12	gradual	gradual	ADJ
cana-5753	48	13	decline	decline	NOUN
cana-5753	48	14	and	and	CCONJ
cana-5753	48	15	stabilization	stabilization	NOUN
cana-5753	48	16	.	.	PUNCT
cana-5753	49	1	2	2	X
cana-5753	49	2	.	.	X
cana-5753	49	3	trend	trend	NOUN
cana-5753	49	4	(	(	PUNCT
cana-5753	49	5	2nd	2nd	ADJ
cana-5753	49	6	plot	plot	NOUN
cana-5753	49	7	):	):	PUNCT
cana-5753	49	8	o	o	NOUN
cana-5753	49	9	captures	capture	VERB
cana-5753	49	10	the	the	DET
cana-5753	49	11	long	long	ADJ
cana-5753	49	12	-	-	PUNCT
cana-5753	49	13	term	term	NOUN
cana-5753	49	14	direction	direction	NOUN
cana-5753	49	15	of	of	ADP
cana-5753	49	16	the	the	DET
cana-5753	49	17	price	price	NOUN
cana-5753	49	18	movement	movement	NOUN
cana-5753	49	19	.	.	PUNCT
cana-5753	50	1	o	o	PROPN
cana-5753	50	2	shows	show	VERB
cana-5753	50	3	a	a	DET
cana-5753	50	4	strong	strong	ADJ
cana-5753	50	5	upward	upward	ADJ
cana-5753	50	6	trend	trend	NOUN
cana-5753	50	7	from	from	ADP
cana-5753	50	8	2008	2008	NUM
cana-5753	50	9	to	to	ADP
cana-5753	50	10	2012	2012	NUM
cana-5753	50	11	,	,	PUNCT
cana-5753	50	12	peaking	peak	VERB
cana-5753	50	13	around	around	ADP
cana-5753	50	14	2012	2012	NUM
cana-5753	50	15	,	,	PUNCT
cana-5753	50	16	then	then	ADV
cana-5753	50	17	declining	decline	VERB
cana-5753	50	18	steadily	steadily	ADV
cana-5753	50	19	until	until	ADP
cana-5753	50	20	2015	2015	NUM
cana-5753	50	21	,	,	PUNCT
cana-5753	50	22	followed	follow	VERB
cana-5753	50	23	by	by	ADP
cana-5753	50	24	a	a	DET
cana-5753	50	25	mild	mild	ADJ
cana-5753	50	26	recovery	recovery	NOUN
cana-5753	50	27	.	.	PUNCT
cana-5753	51	1	o	o	NOUN
cana-5753	51	2	essential	essential	ADJ
cana-5753	51	3	for	for	ADP
cana-5753	51	4	identifying	identify	VERB
cana-5753	51	5	macro	macro	ADJ
cana-5753	51	6	-	-	ADJ
cana-5753	51	7	level	level	NOUN
cana-5753	51	8	movements	movement	NOUN
cana-5753	51	9	and	and	CCONJ
cana-5753	51	10	investment	investment	NOUN
cana-5753	51	11	phases	phase	NOUN
cana-5753	51	12	.	.	PUNCT
cana-5753	52	1	3	3	X
cana-5753	52	2	.	.	X
cana-5753	52	3	seasonal	seasonal	ADJ
cana-5753	52	4	(	(	PUNCT
cana-5753	52	5	3rd	3rd	ADJ
cana-5753	52	6	plot	plot	NOUN
cana-5753	52	7	):	):	PUNCT
cana-5753	52	8	o	o	NOUN
cana-5753	52	9	reveals	reveal	VERB
cana-5753	52	10	repeating	repeat	VERB
cana-5753	52	11	short	short	ADJ
cana-5753	52	12	-	-	PUNCT
cana-5753	52	13	term	term	NOUN
cana-5753	52	14	patterns	pattern	NOUN
cana-5753	52	15	that	that	PRON
cana-5753	52	16	occur	occur	VERB
cana-5753	52	17	at	at	ADP
cana-5753	52	18	regular	regular	ADJ
cana-5753	52	19	intervals	interval	NOUN
cana-5753	52	20	(	(	PUNCT
cana-5753	52	21	cyclical	cyclical	ADJ
cana-5753	52	22	behaviors	behavior	NOUN
cana-5753	52	23	)	)	PUNCT
cana-5753	52	24	.	.	PUNCT
cana-5753	53	1	o	o	NOUN
cana-5753	53	2	suggests	suggest	VERB
cana-5753	53	3	a	a	DET
cana-5753	53	4	consistent	consistent	ADJ
cana-5753	53	5	annual	annual	ADJ
cana-5753	53	6	seasonality	seasonality	NOUN
cana-5753	53	7	,	,	PUNCT
cana-5753	53	8	possibly	possibly	ADV
cana-5753	53	9	influenced	influence	VERB
cana-5753	53	10	by	by	ADP
cana-5753	53	11	economic	economic	ADJ
cana-5753	53	12	cycles	cycle	NOUN
cana-5753	53	13	,	,	PUNCT
cana-5753	53	14	fiscal	fiscal	ADJ
cana-5753	53	15	periods	period	NOUN
cana-5753	53	16	,	,	PUNCT
cana-5753	53	17	or	or	CCONJ
cana-5753	53	18	global	global	ADJ
cana-5753	53	19	events	event	NOUN
cana-5753	53	20	impacting	impact	VERB
cana-5753	53	21	gold	gold	NOUN
cana-5753	53	22	demand	demand	NOUN
cana-5753	53	23	.	.	PUNCT
cana-5753	54	1	4	4	X
cana-5753	54	2	.	.	X
cana-5753	54	3	residual	residual	ADJ
cana-5753	54	4	(	(	PUNCT
cana-5753	54	5	4th	4th	ADJ
cana-5753	54	6	plot	plot	NOUN
cana-5753	54	7	):	):	PUNCT
cana-5753	54	8	o	o	NOUN
cana-5753	54	9	represents	represent	VERB
cana-5753	54	10	irregularities	irregularity	NOUN
cana-5753	54	11	or	or	CCONJ
cana-5753	54	12	noise	noise	NOUN
cana-5753	54	13	—	—	PUNCT
cana-5753	54	14	the	the	DET
cana-5753	54	15	part	part	NOUN
cana-5753	54	16	of	of	ADP
cana-5753	54	17	the	the	DET
cana-5753	54	18	data	datum	NOUN
cana-5753	54	19	not	not	PART
cana-5753	54	20	explained	explain	VERB
cana-5753	54	21	by	by	ADP
cana-5753	54	22	trend	trend	NOUN
cana-5753	54	23	or	or	CCONJ
cana-5753	54	24	seasonality	seasonality	NOUN
cana-5753	54	25	.	.	PUNCT
cana-5753	55	1	o	o	NOUN
cana-5753	55	2	spikes	spike	VERB
cana-5753	55	3	in	in	ADP
cana-5753	55	4	residuals	residual	NOUN
cana-5753	55	5	often	often	ADV
cana-5753	55	6	align	align	VERB
cana-5753	55	7	with	with	ADP
cana-5753	55	8	market	market	NOUN
cana-5753	55	9	shocks	shock	NOUN
cana-5753	55	10	or	or	CCONJ
cana-5753	55	11	news	news	NOUN
cana-5753	55	12	-	-	PUNCT
cana-5753	55	13	driven	drive	VERB
cana-5753	55	14	volatility	volatility	NOUN
cana-5753	55	15	(	(	PUNCT
cana-5753	55	16	e.g.	e.g.	ADV
cana-5753	55	17	,	,	PUNCT
cana-5753	55	18	financial	financial	ADJ
cana-5753	55	19	crises	crisis	NOUN
cana-5753	55	20	or	or	CCONJ
cana-5753	55	21	geopolitical	geopolitical	ADJ
cana-5753	55	22	events	event	NOUN
cana-5753	55	23	)	)	PUNCT
cana-5753	55	24	.	.	PUNCT
cana-5753	56	1	year	year	NOUN
cana-5753	56	2	-	-	PUNCT
cana-5753	56	3	wise	wise	ADJ
cana-5753	56	4	average	average	ADJ
cana-5753	56	5	prices	price	NOUN
cana-5753	56	6	of	of	ADP
cana-5753	56	7	gold	gold	NOUN
cana-5753	56	8	:	:	PUNCT
cana-5753	56	9	yearly	yearly	ADJ
cana-5753	56	10	average	average	NOUN
cana-5753	56	11	of	of	ADP
cana-5753	56	12	gld	gld	PROPN
cana-5753	56	13	prices	price	NOUN
cana-5753	56	14	–	–	PUNCT
cana-5753	56	15	observations	observation	NOUN
cana-5753	56	16	communications	communication	NOUN
cana-5753	56	17	on	on	ADP
cana-5753	56	18	applied	apply	VERB
cana-5753	56	19	nonlinear	nonlinear	ADJ
cana-5753	56	20	analysis	analysis	NOUN
cana-5753	56	21	issn	issn	NOUN
cana-5753	56	22	:	:	PUNCT
cana-5753	56	23	1074	1074	NUM
cana-5753	56	24	-	-	PUNCT
cana-5753	56	25	133x	133x	NUM
cana-5753	56	26	vol	vol	NOUN
cana-5753	56	27	32	32	NUM
cana-5753	56	28	no	no	NOUN
cana-5753	56	29	.	.	PUNCT
cana-5753	57	1	3s	3s	NUM
cana-5753	57	2	(	(	PUNCT
cana-5753	57	3	2025	2025	NUM
cana-5753	57	4	)	)	PUNCT
cana-5753	57	5	776	776	NUM
cana-5753	57	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5753	57	7	this	this	DET
cana-5753	57	8	bar	bar	NOUN
cana-5753	57	9	chart	chart	NOUN
cana-5753	57	10	illustrates	illustrate	VERB
cana-5753	57	11	the	the	DET
cana-5753	57	12	year	year	NOUN
cana-5753	57	13	-	-	PUNCT
cana-5753	57	14	wise	wise	ADJ
cana-5753	57	15	average	average	ADJ
cana-5753	57	16	prices	price	NOUN
cana-5753	57	17	of	of	ADP
cana-5753	57	18	gld	gld	PROPN
cana-5753	57	19	(	(	PUNCT
cana-5753	57	20	gold	gold	NOUN
cana-5753	57	21	etf	etf	NOUN
cana-5753	57	22	)	)	PUNCT
cana-5753	57	23	from	from	ADP
cana-5753	57	24	2008	2008	NUM
cana-5753	57	25	to	to	ADP
cana-5753	57	26	2018	2018	NUM
cana-5753	57	27	.	.	PUNCT
cana-5753	58	1	it	it	PRON
cana-5753	58	2	is	be	AUX
cana-5753	58	3	a	a	DET
cana-5753	58	4	key	key	ADJ
cana-5753	58	5	visualization	visualization	NOUN
cana-5753	58	6	in	in	ADP
cana-5753	58	7	the	the	DET
cana-5753	58	8	gold	gold	NOUN
cana-5753	58	9	price	price	NOUN
cana-5753	58	10	prediction	prediction	NOUN
cana-5753	58	11	project	project	NOUN
cana-5753	58	12	,	,	PUNCT
cana-5753	58	13	offering	offer	VERB
cana-5753	58	14	macro	macro	ADJ
cana-5753	58	15	-	-	NOUN
cana-5753	58	16	level	level	NOUN
cana-5753	58	17	insights	insight	NOUN
cana-5753	58	18	into	into	ADP
cana-5753	58	19	long	long	ADJ
cana-5753	58	20	-	-	PUNCT
cana-5753	58	21	term	term	NOUN
cana-5753	58	22	price	price	NOUN
cana-5753	58	23	behavior	behavior	NOUN
cana-5753	58	24	.	.	PUNCT
cana-5753	59	1	key	key	ADJ
cana-5753	59	2	observations	observation	NOUN
cana-5753	59	3	:	:	PUNCT
cana-5753	59	4	1	1	X
cana-5753	59	5	.	.	X
cana-5753	59	6	upward	upward	ADJ
cana-5753	59	7	trend	trend	NOUN
cana-5753	59	8	(	(	PUNCT
cana-5753	59	9	2008–2012	2008–2012	NUM
cana-5753	59	10	):	):	PUNCT
cana-5753	59	11	o	o	NOUN
cana-5753	59	12	the	the	DET
cana-5753	59	13	average	average	ADJ
cana-5753	59	14	gold	gold	NOUN
cana-5753	59	15	price	price	NOUN
cana-5753	59	16	consistently	consistently	ADV
cana-5753	59	17	increased	increase	VERB
cana-5753	59	18	,	,	PUNCT
cana-5753	59	19	peaking	peak	VERB
cana-5753	59	20	in	in	ADP
cana-5753	59	21	2012	2012	NUM
cana-5753	59	22	at	at	ADP
cana-5753	59	23	over	over	ADP
cana-5753	59	24	$	$	SYM
cana-5753	59	25	160	160	NUM
cana-5753	59	26	.	.	PUNCT
cana-5753	60	1	o	o	NOUN
cana-5753	60	2	this	this	DET
cana-5753	60	3	period	period	NOUN
cana-5753	60	4	aligns	align	VERB
cana-5753	60	5	with	with	ADP
cana-5753	60	6	the	the	DET
cana-5753	60	7	global	global	ADJ
cana-5753	60	8	financial	financial	ADJ
cana-5753	60	9	crisis	crisis	NOUN
cana-5753	60	10	and	and	CCONJ
cana-5753	60	11	post	post	ADJ
cana-5753	60	12	-	-	ADJ
cana-5753	60	13	crisis	crisis	NOUN
cana-5753	60	14	instability	instability	NOUN
cana-5753	60	15	,	,	PUNCT
cana-5753	60	16	during	during	ADP
cana-5753	60	17	which	which	PRON
cana-5753	60	18	gold	gold	NOUN
cana-5753	60	19	was	be	AUX
cana-5753	60	20	considered	consider	VERB
cana-5753	60	21	a	a	DET
cana-5753	60	22	safe	safe	ADJ
cana-5753	60	23	-	-	PUNCT
cana-5753	60	24	haven	haven	NOUN
cana-5753	60	25	asset	asset	NOUN
cana-5753	60	26	.	.	PUNCT
cana-5753	61	1	2	2	X
cana-5753	61	2	.	.	X
cana-5753	61	3	decline	decline	NOUN
cana-5753	61	4	and	and	CCONJ
cana-5753	61	5	correction	correction	NOUN
cana-5753	61	6	(	(	PUNCT
cana-5753	61	7	2013–2015	2013–2015	NUM
cana-5753	61	8	):	):	PUNCT
cana-5753	61	9	o	o	NOUN
cana-5753	61	10	from	from	ADP
cana-5753	61	11	2013	2013	NUM
cana-5753	61	12	,	,	PUNCT
cana-5753	61	13	a	a	DET
cana-5753	61	14	noticeable	noticeable	ADJ
cana-5753	61	15	decline	decline	NOUN
cana-5753	61	16	occurred	occur	VERB
cana-5753	61	17	,	,	PUNCT
cana-5753	61	18	with	with	ADP
cana-5753	61	19	average	average	ADJ
cana-5753	61	20	prices	price	NOUN
cana-5753	61	21	dropping	drop	VERB
cana-5753	61	22	to	to	ADP
cana-5753	61	23	around	around	ADP
cana-5753	61	24	$	$	SYM
cana-5753	61	25	112	112	NUM
cana-5753	61	26	by	by	ADP
cana-5753	61	27	2015	2015	NUM
cana-5753	61	28	.	.	PUNCT
cana-5753	62	1	o	o	NOUN
cana-5753	62	2	reflects	reflect	VERB
cana-5753	62	3	a	a	DET
cana-5753	62	4	shift	shift	NOUN
cana-5753	62	5	in	in	ADP
cana-5753	62	6	investor	investor	NOUN
cana-5753	62	7	sentiment	sentiment	NOUN
cana-5753	62	8	as	as	SCONJ
cana-5753	62	9	global	global	ADJ
cana-5753	62	10	markets	market	NOUN
cana-5753	62	11	recovered	recover	VERB
cana-5753	62	12	and	and	CCONJ
cana-5753	62	13	interest	interest	NOUN
cana-5753	62	14	in	in	ADP
cana-5753	62	15	riskier	risky	ADJ
cana-5753	62	16	assets	asset	NOUN
cana-5753	62	17	grew	grow	VERB
cana-5753	62	18	.	.	PUNCT
cana-5753	63	1	3	3	X
cana-5753	63	2	.	.	X
cana-5753	63	3	stabilization	stabilization	NOUN
cana-5753	63	4	phase	phase	NOUN
cana-5753	63	5	(	(	PUNCT
cana-5753	63	6	2016–2018	2016–2018	NUM
cana-5753	63	7	):	):	PUNCT
cana-5753	63	8	o	o	NOUN
cana-5753	63	9	prices	price	NOUN
cana-5753	63	10	stabilized	stabilize	VERB
cana-5753	63	11	around	around	ADP
cana-5753	63	12	the	the	DET
cana-5753	63	13	$	$	SYM
cana-5753	63	14	120	120	NUM
cana-5753	63	15	range	range	NOUN
cana-5753	63	16	.	.	PUNCT
cana-5753	64	1	o	o	NOUN
cana-5753	64	2	suggests	suggest	VERB
cana-5753	64	3	a	a	DET
cana-5753	64	4	period	period	NOUN
cana-5753	64	5	of	of	ADP
cana-5753	64	6	relative	relative	ADJ
cana-5753	64	7	balance	balance	NOUN
cana-5753	64	8	between	between	ADP
cana-5753	64	9	supply	supply	NOUN
cana-5753	64	10	,	,	PUNCT
cana-5753	64	11	demand	demand	NOUN
cana-5753	64	12	,	,	PUNCT
cana-5753	64	13	and	and	CCONJ
cana-5753	64	14	global	global	ADJ
cana-5753	64	15	economic	economic	ADJ
cana-5753	64	16	influence	influence	NOUN
cana-5753	64	17	on	on	ADP
cana-5753	64	18	gold	gold	NOUN
cana-5753	64	19	.	.	PUNCT
cana-5753	65	1	the	the	DET
cana-5753	65	2	table	table	NOUN
cana-5753	65	3	compares	compare	VERB
cana-5753	65	4	six	six	NUM
cana-5753	65	5	regression	regression	NOUN
cana-5753	65	6	models	model	NOUN
cana-5753	65	7	based	base	VERB
cana-5753	65	8	on	on	ADP
cana-5753	65	9	three	three	NUM
cana-5753	65	10	metrics	metric	NOUN
cana-5753	65	11	:	:	PUNCT
cana-5753	65	12	rmse	rmse	PROPN
cana-5753	65	13	,	,	PUNCT
cana-5753	65	14	mae	mae	PROPN
cana-5753	65	15	,	,	PUNCT
cana-5753	65	16	and	and	CCONJ
cana-5753	65	17	r²	r²	NOUN
cana-5753	65	18	.	.	PUNCT
cana-5753	66	1	among	among	ADP
cana-5753	66	2	all	all	PRON
cana-5753	66	3	,	,	PUNCT
cana-5753	66	4	random	random	ADJ
cana-5753	66	5	forest	forest	NOUN
cana-5753	66	6	performs	perform	VERB
cana-5753	66	7	best	good	ADJ
cana-5753	66	8	with	with	ADP
cana-5753	66	9	the	the	DET
cana-5753	66	10	lowest	low	ADJ
cana-5753	66	11	rmse	rmse	NOUN
cana-5753	66	12	(	(	PUNCT
cana-5753	66	13	0.876	0.876	NUM
cana-5753	66	14	)	)	PUNCT
cana-5753	66	15	and	and	CCONJ
cana-5753	66	16	highest	high	ADJ
cana-5753	66	17	r²	r²	NOUN
cana-5753	66	18	(	(	PUNCT
cana-5753	66	19	53.3	53.3	NUM
cana-5753	66	20	)	)	PUNCT
cana-5753	66	21	,	,	PUNCT
cana-5753	66	22	indicating	indicate	VERB
cana-5753	66	23	better	well	ADJ
cana-5753	66	24	accuracy	accuracy	NOUN
cana-5753	66	25	and	and	CCONJ
cana-5753	66	26	explained	explain	VERB
cana-5753	66	27	variance	variance	NOUN
cana-5753	66	28	.	.	PUNCT
cana-5753	67	1	lasso	lasso	NOUN
cana-5753	67	2	regression	regression	NOUN
cana-5753	67	3	closely	closely	ADV
cana-5753	67	4	follows	follow	VERB
cana-5753	67	5	with	with	ADP
cana-5753	67	6	competitive	competitive	ADJ
cana-5753	67	7	rmse	rmse	NOUN
cana-5753	67	8	and	and	CCONJ
cana-5753	67	9	the	the	DET
cana-5753	67	10	second	second	ADV
cana-5753	67	11	-	-	PUNCT
cana-5753	67	12	highest	high	ADJ
cana-5753	67	13	r²	r²	NOUN
cana-5753	67	14	(	(	PUNCT
cana-5753	67	15	52.36	52.36	NUM
cana-5753	67	16	)	)	PUNCT
cana-5753	67	17	.	.	PUNCT
cana-5753	68	1	linear	linear	PROPN
cana-5753	68	2	regression	regression	NOUN
cana-5753	68	3	also	also	ADV
cana-5753	68	4	shows	show	VERB
cana-5753	68	5	decent	decent	ADJ
cana-5753	68	6	performance	performance	NOUN
cana-5753	68	7	,	,	PUNCT
cana-5753	68	8	while	while	SCONJ
cana-5753	68	9	ridge	ridge	NOUN
cana-5753	68	10	regression	regression	NOUN
cana-5753	68	11	performs	perform	VERB
cana-5753	68	12	the	the	DET
cana-5753	68	13	worst	bad	ADJ
cana-5753	68	14	with	with	ADP
cana-5753	68	15	the	the	DET
cana-5753	68	16	highest	high	ADJ
cana-5753	68	17	error	error	NOUN
cana-5753	68	18	values	value	NOUN
cana-5753	68	19	and	and	CCONJ
cana-5753	68	20	lowest	low	ADJ
cana-5753	68	21	r²	r²	NOUN
cana-5753	68	22	(	(	PUNCT
cana-5753	68	23	36.1	36.1	NUM
cana-5753	68	24	)	)	PUNCT
cana-5753	68	25	.	.	PUNCT
cana-5753	69	1	gradient	gradient	ADJ
cana-5753	69	2	boosting	boosting	NOUN
cana-5753	69	3	and	and	CCONJ
cana-5753	69	4	xgboost	xgboost	NOUN
cana-5753	69	5	models	model	NOUN
cana-5753	69	6	show	show	VERB
cana-5753	69	7	moderate	moderate	ADJ
cana-5753	69	8	error	error	NOUN
cana-5753	69	9	rates	rate	NOUN
cana-5753	69	10	but	but	CCONJ
cana-5753	69	11	lower	low	ADJ
cana-5753	69	12	r²	r²	NOUN
cana-5753	69	13	scores	score	NOUN
cana-5753	69	14	compared	compare	VERB
cana-5753	69	15	to	to	ADP
cana-5753	69	16	others	other	NOUN
cana-5753	69	17	.	.	PUNCT
cana-5753	70	1	this	this	DET
cana-5753	70	2	analysis	analysis	NOUN
cana-5753	70	3	highlights	highlight	VERB
cana-5753	70	4	random	random	ADJ
cana-5753	70	5	forest	forest	NOUN
cana-5753	70	6	as	as	ADP
cana-5753	70	7	the	the	DET
cana-5753	70	8	most	most	ADV
cana-5753	70	9	effective	effective	ADJ
cana-5753	70	10	model	model	NOUN
cana-5753	70	11	for	for	ADP
cana-5753	70	12	the	the	DET
cana-5753	70	13	given	give	VERB
cana-5753	70	14	dataset	dataset	NOUN
cana-5753	70	15	.	.	PUNCT
cana-5753	71	1	communications	communication	NOUN
cana-5753	71	2	on	on	ADP
cana-5753	71	3	applied	apply	VERB
cana-5753	71	4	nonlinear	nonlinear	ADJ
cana-5753	71	5	analysis	analysis	NOUN
cana-5753	71	6	issn	issn	NOUN
cana-5753	71	7	:	:	PUNCT
cana-5753	71	8	1074	1074	NUM
cana-5753	71	9	-	-	PUNCT
cana-5753	71	10	133x	133x	NUM
cana-5753	71	11	vol	vol	NOUN
cana-5753	71	12	32	32	NUM
cana-5753	71	13	no	no	NOUN
cana-5753	71	14	.	.	PUNCT
cana-5753	72	1	3s	3s	NUM
cana-5753	72	2	(	(	PUNCT
cana-5753	72	3	2025	2025	NUM
cana-5753	72	4	)	)	PUNCT
cana-5753	72	5	777	777	NUM
cana-5753	72	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5753	72	7	correlation	correlation	NOUN
cana-5753	72	8	heatmap	heatmap	NOUN
cana-5753	72	9	:	:	PUNCT
cana-5753	72	10	the	the	DET
cana-5753	72	11	correlation	correlation	NOUN
cana-5753	72	12	heatmap	heatmap	NOUN
cana-5753	72	13	illustrates	illustrate	VERB
cana-5753	72	14	relationships	relationship	NOUN
cana-5753	72	15	among	among	ADP
cana-5753	72	16	various	various	ADJ
cana-5753	72	17	financial	financial	ADJ
cana-5753	72	18	instruments	instrument	NOUN
cana-5753	72	19	and	and	CCONJ
cana-5753	72	20	indicators	indicator	NOUN
cana-5753	72	21	.	.	PUNCT
cana-5753	73	1	a	a	DET
cana-5753	73	2	strong	strong	ADJ
cana-5753	73	3	positive	positive	ADJ
cana-5753	73	4	correlation	correlation	NOUN
cana-5753	73	5	(	(	PUNCT
cana-5753	73	6	0.98	0.98	NUM
cana-5753	73	7	)	)	PUNCT
cana-5753	73	8	exists	exist	VERB
cana-5753	73	9	between	between	ADP
cana-5753	73	10	gld	gld	PROPN
cana-5753	73	11	and	and	CCONJ
cana-5753	73	12	gld_30d_rolling	gld_30d_rolling	PROPN
cana-5753	73	13	,	,	PUNCT
cana-5753	73	14	indicating	indicate	VERB
cana-5753	73	15	that	that	SCONJ
cana-5753	73	16	short	short	ADJ
cana-5753	73	17	-	-	PUNCT
cana-5753	73	18	term	term	NOUN
cana-5753	73	19	gold	gold	NOUN
cana-5753	73	20	trends	trend	NOUN
cana-5753	73	21	mirror	mirror	VERB
cana-5753	73	22	its	its	PRON
cana-5753	73	23	overall	overall	ADJ
cana-5753	73	24	price	price	NOUN
cana-5753	73	25	closely	closely	ADV
cana-5753	73	26	.	.	PUNCT
cana-5753	74	1	gld	gld	PROPN
cana-5753	74	2	also	also	ADV
cana-5753	74	3	correlates	correlate	VERB
cana-5753	74	4	strongly	strongly	ADV
cana-5753	74	5	with	with	ADP
cana-5753	74	6	slv	slv	PROPN
cana-5753	74	7	(	(	PUNCT
cana-5753	74	8	0.87	0.87	NUM
cana-5753	74	9	)	)	PUNCT
cana-5753	74	10	,	,	PUNCT
cana-5753	74	11	showing	show	VERB
cana-5753	74	12	that	that	SCONJ
cana-5753	74	13	gold	gold	NOUN
cana-5753	74	14	and	and	CCONJ
cana-5753	74	15	silver	silver	NOUN
cana-5753	74	16	often	often	ADV
cana-5753	74	17	move	move	VERB
cana-5753	74	18	together	together	ADV
cana-5753	74	19	.	.	PUNCT
cana-5753	75	1	spx	spx	INTJ
cana-5753	75	2	(	(	PUNCT
cana-5753	75	3	s&p	s&p	PROPN
cana-5753	75	4	500	500	NUM
cana-5753	75	5	index	index	NOUN
cana-5753	75	6	)	)	PUNCT
cana-5753	75	7	has	have	VERB
cana-5753	75	8	a	a	DET
cana-5753	75	9	strong	strong	ADJ
cana-5753	75	10	negative	negative	ADJ
cana-5753	75	11	correlation	correlation	NOUN
cana-5753	75	12	with	with	ADP
cana-5753	75	13	eur	eur	PROPN
cana-5753	75	14	/	/	SYM
cana-5753	75	15	usd	usd	NOUN
cana-5753	75	16	(	(	PUNCT
cana-5753	75	17	-0.67	-0.67	NUM
cana-5753	75	18	)	)	PUNCT
cana-5753	75	19	and	and	CCONJ
cana-5753	75	20	uso	uso	PROPN
cana-5753	75	21	(	(	PUNCT
cana-5753	75	22	-0.59	-0.59	NUM
cana-5753	75	23	)	)	PUNCT
cana-5753	75	24	,	,	PUNCT
cana-5753	75	25	suggesting	suggest	VERB
cana-5753	75	26	inverse	inverse	ADJ
cana-5753	75	27	relationships	relationship	NOUN
cana-5753	75	28	with	with	ADP
cana-5753	75	29	currency	currency	NOUN
cana-5753	75	30	and	and	CCONJ
cana-5753	75	31	oil	oil	NOUN
cana-5753	75	32	.	.	PUNCT
cana-5753	76	1	the	the	DET
cana-5753	76	2	year	year	NOUN
cana-5753	76	3	variable	variable	NOUN
cana-5753	76	4	is	be	AUX
cana-5753	76	5	positively	positively	ADV
cana-5753	76	6	correlated	correlate	VERB
cana-5753	76	7	with	with	ADP
cana-5753	76	8	spx	spx	PROPN
cana-5753	76	9	(	(	PUNCT
cana-5753	76	10	0.94	0.94	NUM
cana-5753	76	11	)	)	PUNCT
cana-5753	76	12	,	,	PUNCT
cana-5753	76	13	likely	likely	ADV
cana-5753	76	14	reflecting	reflect	VERB
cana-5753	76	15	market	market	NOUN
cana-5753	76	16	growth	growth	NOUN
cana-5753	76	17	over	over	ADP
cana-5753	76	18	time	time	NOUN
cana-5753	76	19	.	.	PUNCT
cana-5753	77	1	these	these	DET
cana-5753	77	2	insights	insight	NOUN
cana-5753	77	3	are	be	AUX
cana-5753	77	4	useful	useful	ADJ
cana-5753	77	5	for	for	ADP
cana-5753	77	6	portfolio	portfolio	NOUN
cana-5753	77	7	diversification	diversification	NOUN
cana-5753	77	8	,	,	PUNCT
cana-5753	77	9	risk	risk	NOUN
cana-5753	77	10	analysis	analysis	NOUN
cana-5753	77	11	,	,	PUNCT
cana-5753	77	12	and	and	CCONJ
cana-5753	77	13	financial	financial	ADJ
cana-5753	77	14	forecasting	forecasting	NOUN
cana-5753	77	15	.	.	PUNCT
cana-5753	78	1	5	5	X
cana-5753	78	2	.	.	X
cana-5753	78	3	conclusion	conclusion	NOUN
cana-5753	78	4	and	and	CCONJ
cana-5753	78	5	future	future	ADJ
cana-5753	78	6	scope	scope	NOUN
cana-5753	78	7	conclusion	conclusion	NOUN
cana-5753	78	8	:	:	PUNCT
cana-5753	78	9	the	the	DET
cana-5753	78	10	increasing	increase	VERB
cana-5753	78	11	reliance	reliance	NOUN
cana-5753	78	12	on	on	ADP
cana-5753	78	13	advanced	advanced	ADJ
cana-5753	78	14	forecasting	forecasting	NOUN
cana-5753	78	15	techniques	technique	NOUN
cana-5753	78	16	,	,	PUNCT
cana-5753	78	17	particularly	particularly	ADV
cana-5753	78	18	hybrid	hybrid	ADJ
cana-5753	78	19	neural	neural	ADJ
cana-5753	78	20	networks	network	NOUN
cana-5753	78	21	and	and	CCONJ
cana-5753	78	22	machine	machine	NOUN
cana-5753	78	23	learning	learning	NOUN
cana-5753	78	24	,	,	PUNCT
cana-5753	78	25	has	have	AUX
cana-5753	78	26	significantly	significantly	ADV
cana-5753	78	27	enhanced	enhance	VERB
cana-5753	78	28	the	the	DET
cana-5753	78	29	accuracy	accuracy	NOUN
cana-5753	78	30	of	of	ADP
cana-5753	78	31	predicting	predict	VERB
cana-5753	78	32	gold	gold	NOUN
cana-5753	78	33	prices	price	NOUN
cana-5753	78	34	and	and	CCONJ
cana-5753	78	35	understanding	understand	VERB
cana-5753	78	36	investor	investor	NOUN
cana-5753	78	37	behavior	behavior	NOUN
cana-5753	78	38	.	.	PUNCT
cana-5753	79	1	these	these	DET
cana-5753	79	2	methods	method	NOUN
cana-5753	79	3	surpass	surpass	VERB
cana-5753	79	4	traditional	traditional	ADJ
cana-5753	79	5	models	model	NOUN
cana-5753	79	6	by	by	ADP
cana-5753	79	7	capturing	capture	VERB
cana-5753	79	8	complex	complex	ADJ
cana-5753	79	9	,	,	PUNCT
cana-5753	79	10	non	non	ADJ
cana-5753	79	11	-	-	ADJ
cana-5753	79	12	linear	linear	ADJ
cana-5753	79	13	relationships	relationship	NOUN
cana-5753	79	14	and	and	CCONJ
cana-5753	79	15	adapting	adapt	VERB
cana-5753	79	16	to	to	ADP
cana-5753	79	17	dynamic	dynamic	ADJ
cana-5753	79	18	market	market	NOUN
cana-5753	79	19	conditions	condition	NOUN
cana-5753	79	20	.	.	PUNCT
cana-5753	80	1	however	however	ADV
cana-5753	80	2	,	,	PUNCT
cana-5753	80	3	challenges	challenge	NOUN
cana-5753	80	4	such	such	ADJ
cana-5753	80	5	as	as	ADP
cana-5753	80	6	overfitting	overfitte	VERB
cana-5753	80	7	and	and	CCONJ
cana-5753	80	8	data	data	NOUN
cana-5753	80	9	dependency	dependency	NOUN
cana-5753	80	10	can	can	AUX
cana-5753	80	11	hinder	hinder	VERB
cana-5753	80	12	their	their	PRON
cana-5753	80	13	application	application	NOUN
cana-5753	80	14	in	in	ADP
cana-5753	80	15	communications	communication	NOUN
cana-5753	80	16	on	on	ADP
cana-5753	80	17	applied	apply	VERB
cana-5753	80	18	nonlinear	nonlinear	ADJ
cana-5753	80	19	analysis	analysis	NOUN
cana-5753	80	20	issn	issn	NOUN
cana-5753	80	21	:	:	PUNCT
cana-5753	80	22	1074	1074	NUM
cana-5753	80	23	-	-	PUNCT
cana-5753	80	24	133x	133x	NUM
cana-5753	80	25	vol	vol	NOUN
cana-5753	80	26	32	32	NUM
cana-5753	80	27	no	no	NOUN
cana-5753	80	28	.	.	PUNCT
cana-5753	81	1	3s	3s	NUM
cana-5753	81	2	(	(	PUNCT
cana-5753	81	3	2025	2025	NUM
cana-5753	81	4	)	)	PUNCT
cana-5753	81	5	778	778	NUM
cana-5753	81	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5753	81	7	volatile	volatile	ADJ
cana-5753	81	8	markets	market	NOUN
cana-5753	81	9	.	.	PUNCT
cana-5753	82	1	in	in	ADP
cana-5753	82	2	contrast	contrast	NOUN
cana-5753	82	3	,	,	PUNCT
cana-5753	82	4	traditional	traditional	ADJ
cana-5753	82	5	statistical	statistical	ADJ
cana-5753	82	6	models	model	NOUN
cana-5753	82	7	offer	offer	VERB
cana-5753	82	8	interpretability	interpretability	NOUN
cana-5753	82	9	but	but	CCONJ
cana-5753	82	10	often	often	ADV
cana-5753	82	11	struggle	struggle	VERB
cana-5753	82	12	with	with	ADP
cana-5753	82	13	non	non	ADJ
cana-5753	82	14	-	-	ADJ
cana-5753	82	15	linearity	linearity	ADJ
cana-5753	82	16	and	and	CCONJ
cana-5753	82	17	volatility	volatility	NOUN
cana-5753	82	18	,	,	PUNCT
cana-5753	82	19	which	which	PRON
cana-5753	82	20	are	be	AUX
cana-5753	82	21	increasingly	increasingly	ADV
cana-5753	82	22	prevalent	prevalent	ADJ
cana-5753	82	23	in	in	ADP
cana-5753	82	24	today	today	NOUN
cana-5753	82	25	's	's	PART
cana-5753	82	26	markets	market	NOUN
cana-5753	82	27	.	.	PUNCT
cana-5753	83	1	copula	copula	NOUN
cana-5753	83	2	models	model	NOUN
cana-5753	83	3	effectively	effectively	ADV
cana-5753	83	4	capture	capture	VERB
cana-5753	83	5	asset	asset	NOUN
cana-5753	83	6	dependencies	dependency	NOUN
cana-5753	83	7	for	for	ADP
cana-5753	83	8	risk	risk	NOUN
cana-5753	83	9	management	management	NOUN
cana-5753	83	10	but	but	CCONJ
cana-5753	83	11	are	be	AUX
cana-5753	83	12	limited	limit	VERB
cana-5753	83	13	by	by	ADP
cana-5753	83	14	historical	historical	ADJ
cana-5753	83	15	data	datum	NOUN
cana-5753	83	16	,	,	PUNCT
cana-5753	83	17	restricting	restrict	VERB
cana-5753	83	18	their	their	PRON
cana-5753	83	19	adaptability	adaptability	NOUN
cana-5753	83	20	to	to	ADP
cana-5753	83	21	sudden	sudden	ADJ
cana-5753	83	22	market	market	NOUN
cana-5753	83	23	changes	change	NOUN
cana-5753	83	24	.	.	PUNCT
cana-5753	84	1	furthermore	furthermore	ADV
cana-5753	84	2	,	,	PUNCT
cana-5753	84	3	hybrid	hybrid	ADJ
cana-5753	84	4	models	model	NOUN
cana-5753	84	5	combine	combine	VERB
cana-5753	84	6	strengths	strength	NOUN
cana-5753	84	7	for	for	ADP
cana-5753	84	8	better	well	ADJ
cana-5753	84	9	performance	performance	NOUN
cana-5753	84	10	but	but	CCONJ
cana-5753	84	11	are	be	AUX
cana-5753	84	12	computationally	computationally	ADV
cana-5753	84	13	expensive	expensive	ADJ
cana-5753	84	14	,	,	PUNCT
cana-5753	84	15	leading	lead	VERB
cana-5753	84	16	to	to	ADP
cana-5753	84	17	practical	practical	ADJ
cana-5753	84	18	implementation	implementation	NOUN
cana-5753	84	19	challenges	challenge	NOUN
cana-5753	84	20	.	.	PUNCT
cana-5753	85	1	therefore	therefore	ADV
cana-5753	85	2	,	,	PUNCT
cana-5753	85	3	continued	continue	VERB
cana-5753	85	4	advancements	advancement	NOUN
cana-5753	85	5	in	in	ADP
cana-5753	85	6	model	model	NOUN
cana-5753	85	7	robustness	robustness	NOUN
cana-5753	85	8	and	and	CCONJ
cana-5753	85	9	broader	broad	ADJ
cana-5753	85	10	data	datum	NOUN
cana-5753	85	11	integration	integration	NOUN
cana-5753	85	12	are	be	AUX
cana-5753	85	13	essential	essential	ADJ
cana-5753	85	14	for	for	ADP
cana-5753	85	15	enhancing	enhance	VERB
cana-5753	85	16	predictive	predictive	ADJ
cana-5753	85	17	capabilities	capability	NOUN
cana-5753	85	18	in	in	ADP
cana-5753	85	19	an	an	DET
cana-5753	85	20	ever	ever	ADV
cana-5753	85	21	-	-	PUNCT
cana-5753	85	22	evolving	evolve	VERB
cana-5753	85	23	financial	financial	ADJ
cana-5753	85	24	landscape	landscape	NOUN
cana-5753	85	25	.	.	PUNCT
cana-5753	86	1	this	this	PRON
cana-5753	86	2	highlights	highlight	VERB
cana-5753	86	3	a	a	DET
cana-5753	86	4	growing	grow	VERB
cana-5753	86	5	interest	interest	NOUN
cana-5753	86	6	in	in	ADP
cana-5753	86	7	forecasting	forecasting	NOUN
cana-5753	86	8	,	,	PUNCT
cana-5753	86	9	particularly	particularly	ADV
cana-5753	86	10	during	during	ADP
cana-5753	86	11	economic	economic	ADJ
cana-5753	86	12	crises	crisis	NOUN
cana-5753	86	13	like	like	ADP
cana-5753	86	14	that	that	PRON
cana-5753	86	15	of	of	ADP
cana-5753	86	16	2020	2020	NUM
cana-5753	86	17	,	,	PUNCT
cana-5753	86	18	where	where	SCONJ
cana-5753	86	19	financial	financial	ADJ
cana-5753	86	20	markets	market	NOUN
cana-5753	86	21	and	and	CCONJ
cana-5753	86	22	gold	gold	NOUN
cana-5753	86	23	prices	price	NOUN
cana-5753	86	24	became	become	VERB
cana-5753	86	25	prominent	prominent	ADJ
cana-5753	86	26	areas	area	NOUN
cana-5753	86	27	of	of	ADP
cana-5753	86	28	investigation	investigation	NOUN
cana-5753	86	29	.	.	PUNCT
cana-5753	87	1	the	the	DET
cana-5753	87	2	study	study	NOUN
cana-5753	87	3	indicates	indicate	VERB
cana-5753	87	4	that	that	SCONJ
cana-5753	87	5	ai	ai	NOUN
cana-5753	87	6	-	-	PUNCT
cana-5753	87	7	driven	drive	VERB
cana-5753	87	8	research	research	NOUN
cana-5753	87	9	in	in	ADP
cana-5753	87	10	financial	financial	ADJ
cana-5753	87	11	markets	market	NOUN
cana-5753	87	12	,	,	PUNCT
cana-5753	87	13	especially	especially	ADV
cana-5753	87	14	in	in	ADP
cana-5753	87	15	commodities	commodity	NOUN
cana-5753	87	16	like	like	ADP
cana-5753	87	17	gold	gold	NOUN
cana-5753	87	18	and	and	CCONJ
cana-5753	87	19	precious	precious	ADJ
cana-5753	87	20	metals	metal	NOUN
cana-5753	87	21	,	,	PUNCT
cana-5753	87	22	is	be	AUX
cana-5753	87	23	becoming	become	VERB
cana-5753	87	24	more	more	ADV
cana-5753	87	25	sophisticated	sophisticated	ADJ
cana-5753	87	26	and	and	CCONJ
cana-5753	87	27	impactful	impactful	ADJ
cana-5753	87	28	.	.	PUNCT
cana-5753	88	1	future	future	ADJ
cana-5753	88	2	scope	scope	NOUN
cana-5753	88	3	:	:	PUNCT
cana-5753	88	4	the	the	DET
cana-5753	88	5	study	study	NOUN
cana-5753	88	6	's	's	PART
cana-5753	88	7	exclusive	exclusive	ADJ
cana-5753	88	8	reliance	reliance	NOUN
cana-5753	88	9	on	on	ADP
cana-5753	88	10	the	the	DET
cana-5753	88	11	scopus	scopus	PROPN
cana-5753	88	12	database	database	NOUN
cana-5753	88	13	may	may	AUX
cana-5753	88	14	limit	limit	VERB
cana-5753	88	15	its	its	PRON
cana-5753	88	16	comprehensiveness	comprehensiveness	NOUN
cana-5753	88	17	,	,	PUNCT
cana-5753	88	18	potentially	potentially	ADV
cana-5753	88	19	overlooking	overlook	VERB
cana-5753	88	20	pertinent	pertinent	ADJ
cana-5753	88	21	research	research	NOUN
cana-5753	88	22	indexed	index	VERB
cana-5753	88	23	in	in	ADP
cana-5753	88	24	other	other	ADJ
cana-5753	88	25	databases	database	NOUN
cana-5753	88	26	like	like	ADP
cana-5753	88	27	web	web	NOUN
cana-5753	88	28	of	of	ADP
cana-5753	88	29	science	science	NOUN
cana-5753	88	30	and	and	CCONJ
cana-5753	88	31	ieee	ieee	NOUN
cana-5753	88	32	.	.	PUNCT
cana-5753	89	1	to	to	PART
cana-5753	89	2	address	address	VERB
cana-5753	89	3	this	this	DET
cana-5753	89	4	limitation	limitation	NOUN
cana-5753	89	5	,	,	PUNCT
cana-5753	89	6	future	future	ADJ
cana-5753	89	7	research	research	NOUN
cana-5753	89	8	should	should	AUX
cana-5753	89	9	incorporate	incorporate	VERB
cana-5753	89	10	a	a	DET
cana-5753	89	11	broader	broad	ADJ
cana-5753	89	12	range	range	NOUN
cana-5753	89	13	of	of	ADP
cana-5753	89	14	databases	database	NOUN
cana-5753	89	15	to	to	PART
cana-5753	89	16	ensure	ensure	VERB
cana-5753	89	17	a	a	DET
cana-5753	89	18	more	more	ADV
cana-5753	89	19	holistic	holistic	ADJ
cana-5753	89	20	review.advancements	review.advancement	NOUN
cana-5753	89	21	in	in	ADP
cana-5753	89	22	deep	deep	ADJ
cana-5753	89	23	learning	learning	NOUN
cana-5753	89	24	techniques	technique	NOUN
cana-5753	89	25	,	,	PUNCT
cana-5753	89	26	such	such	ADJ
cana-5753	89	27	as	as	ADP
cana-5753	89	28	convolutional	convolutional	ADJ
cana-5753	89	29	neural	neural	ADJ
cana-5753	89	30	networks	network	NOUN
cana-5753	89	31	(	(	PUNCT
cana-5753	89	32	cnn	cnn	PROPN
cana-5753	89	33	)	)	PUNCT
cana-5753	89	34	,	,	PUNCT
cana-5753	89	35	long	long	ADJ
cana-5753	89	36	short	short	ADJ
cana-5753	89	37	-	-	PUNCT
cana-5753	89	38	term	term	NOUN
cana-5753	89	39	memory	memory	NOUN
cana-5753	89	40	(	(	PUNCT
cana-5753	89	41	lstm	lstm	NOUN
cana-5753	89	42	)	)	PUNCT
cana-5753	89	43	networks	network	NOUN
cana-5753	89	44	,	,	PUNCT
cana-5753	89	45	and	and	CCONJ
cana-5753	89	46	recurrent	recurrent	ADJ
cana-5753	89	47	neural	neural	ADJ
cana-5753	89	48	networks	network	NOUN
cana-5753	89	49	(	(	PUNCT
cana-5753	89	50	rnn	rnn	PROPN
cana-5753	89	51	)	)	PUNCT
cana-5753	89	52	,	,	PUNCT
cana-5753	89	53	offer	offer	VERB
cana-5753	89	54	significant	significant	ADJ
cana-5753	89	55	potential	potential	NOUN
cana-5753	89	56	for	for	ADP
cana-5753	89	57	enhancing	enhance	VERB
cana-5753	89	58	gold	gold	NOUN
cana-5753	89	59	market	market	NOUN
cana-5753	89	60	forecasting	forecasting	NOUN
cana-5753	89	61	and	and	CCONJ
cana-5753	89	62	investor	investor	NOUN
cana-5753	89	63	behavior	behavior	NOUN
cana-5753	89	64	analysis	analysis	NOUN
cana-5753	89	65	.	.	PUNCT
cana-5753	90	1	these	these	DET
cana-5753	90	2	models	model	NOUN
cana-5753	90	3	are	be	AUX
cana-5753	90	4	adept	adept	ADJ
cana-5753	90	5	at	at	ADP
cana-5753	90	6	capturing	capture	VERB
cana-5753	90	7	both	both	PRON
cana-5753	90	8	short	short	ADJ
cana-5753	90	9	-	-	PUNCT
cana-5753	90	10	term	term	NOUN
cana-5753	90	11	volatility	volatility	NOUN
cana-5753	90	12	and	and	CCONJ
cana-5753	90	13	long	long	ADJ
cana-5753	90	14	-	-	PUNCT
cana-5753	90	15	term	term	NOUN
cana-5753	90	16	trends	trend	NOUN
cana-5753	90	17	,	,	PUNCT
cana-5753	90	18	especially	especially	ADV
cana-5753	90	19	when	when	SCONJ
cana-5753	90	20	integrated	integrate	VERB
cana-5753	90	21	with	with	ADP
cana-5753	90	22	machine	machine	NOUN
cana-5753	90	23	learning	learn	VERB
cana-5753	90	24	algorithms	algorithm	NOUN
cana-5753	90	25	like	like	ADP
cana-5753	90	26	random	random	ADJ
cana-5753	90	27	forest	forest	NOUN
cana-5753	90	28	and	and	CCONJ
cana-5753	90	29	xgboost	xgboost	X
cana-5753	90	30	.	.	PUNCT
cana-5753	91	1	such	such	ADJ
cana-5753	91	2	integration	integration	NOUN
cana-5753	91	3	allows	allow	VERB
cana-5753	91	4	for	for	ADP
cana-5753	91	5	the	the	DET
cana-5753	91	6	assimilation	assimilation	NOUN
cana-5753	91	7	of	of	ADP
cana-5753	91	8	real	real	ADJ
cana-5753	91	9	-	-	PUNCT
cana-5753	91	10	time	time	NOUN
cana-5753	91	11	data	datum	NOUN
cana-5753	91	12	,	,	PUNCT
cana-5753	91	13	leading	lead	VERB
cana-5753	91	14	to	to	ADP
cana-5753	91	15	more	more	ADV
cana-5753	91	16	accurate	accurate	ADJ
cana-5753	91	17	predictions	prediction	NOUN
cana-5753	91	18	.	.	PUNCT
cana-5753	92	1	for	for	ADP
cana-5753	92	2	instance	instance	NOUN
cana-5753	92	3	,	,	PUNCT
cana-5753	92	4	combining	combine	VERB
cana-5753	92	5	cnn	cnn	PROPN
cana-5753	92	6	and	and	CCONJ
cana-5753	92	7	lstm	lstm	NOUN
cana-5753	92	8	models	model	NOUN
cana-5753	92	9	has	have	AUX
cana-5753	92	10	been	be	AUX
cana-5753	92	11	shown	show	VERB
cana-5753	92	12	to	to	PART
cana-5753	92	13	improve	improve	VERB
cana-5753	92	14	prediction	prediction	NOUN
cana-5753	92	15	accuracy	accuracy	NOUN
cana-5753	92	16	by	by	ADP
cana-5753	92	17	effectively	effectively	ADV
cana-5753	92	18	capturing	capture	VERB
cana-5753	92	19	spatial	spatial	ADJ
cana-5753	92	20	and	and	CCONJ
cana-5753	92	21	temporal	temporal	ADJ
cana-5753	92	22	dependencies	dependency	NOUN
cana-5753	92	23	in	in	ADP
cana-5753	92	24	financial	financial	ADJ
cana-5753	92	25	data	datum	NOUN
cana-5753	92	26	.moreover	.moreover	NOUN
cana-5753	92	27	,	,	PUNCT
cana-5753	92	28	the	the	DET
cana-5753	92	29	incorporation	incorporation	NOUN
cana-5753	92	30	of	of	ADP
cana-5753	92	31	natural	natural	ADJ
cana-5753	92	32	language	language	NOUN
cana-5753	92	33	processing	processing	NOUN
cana-5753	92	34	(	(	PUNCT
cana-5753	92	35	nlp	nlp	NOUN
cana-5753	92	36	)	)	PUNCT
cana-5753	92	37	techniques	technique	NOUN
cana-5753	92	38	enables	enable	VERB
cana-5753	92	39	the	the	DET
cana-5753	92	40	analysis	analysis	NOUN
cana-5753	92	41	of	of	ADP
cana-5753	92	42	market	market	NOUN
cana-5753	92	43	sentiment	sentiment	NOUN
cana-5753	92	44	and	and	CCONJ
cana-5753	92	45	investor	investor	NOUN
cana-5753	92	46	psychology	psychology	NOUN
cana-5753	92	47	,	,	PUNCT
cana-5753	92	48	further	far	ADV
cana-5753	92	49	enriching	enrich	VERB
cana-5753	92	50	the	the	DET
cana-5753	92	51	predictive	predictive	ADJ
cana-5753	92	52	capabilities	capability	NOUN
cana-5753	92	53	of	of	ADP
cana-5753	92	54	ai	ai	NOUN
cana-5753	92	55	models	model	NOUN
cana-5753	92	56	.	.	PUNCT
cana-5753	93	1	by	by	ADP
cana-5753	93	2	processing	process	VERB
cana-5753	93	3	textual	textual	ADJ
cana-5753	93	4	data	datum	NOUN
cana-5753	93	5	from	from	ADP
cana-5753	93	6	news	news	NOUN
cana-5753	93	7	articles	article	NOUN
cana-5753	93	8	,	,	PUNCT
cana-5753	93	9	social	social	ADJ
cana-5753	93	10	media	medium	NOUN
cana-5753	93	11	,	,	PUNCT
cana-5753	93	12	and	and	CCONJ
cana-5753	93	13	financial	financial	ADJ
cana-5753	93	14	reports	report	NOUN
cana-5753	93	15	,	,	PUNCT
cana-5753	93	16	nlp	nlp	NOUN
cana-5753	93	17	models	model	NOUN
cana-5753	93	18	can	can	AUX
cana-5753	93	19	provide	provide	VERB
cana-5753	93	20	insights	insight	NOUN
cana-5753	93	21	into	into	ADP
cana-5753	93	22	market	market	NOUN
cana-5753	93	23	sentiment	sentiment	NOUN
cana-5753	93	24	,	,	PUNCT
cana-5753	93	25	which	which	PRON
cana-5753	93	26	,	,	PUNCT
cana-5753	93	27	when	when	SCONJ
cana-5753	93	28	combined	combine	VERB
cana-5753	93	29	with	with	ADP
cana-5753	93	30	traditional	traditional	ADJ
cana-5753	93	31	financial	financial	ADJ
cana-5753	93	32	indicators	indicator	NOUN
cana-5753	93	33	,	,	PUNCT
cana-5753	93	34	enhance	enhance	VERB
cana-5753	93	35	forecasting	forecasting	NOUN
cana-5753	93	36	accuracy	accuracy	NOUN
cana-5753	93	37	.the	.the	PRON
cana-5753	93	38	application	application	NOUN
cana-5753	93	39	of	of	ADP
cana-5753	93	40	these	these	DET
cana-5753	93	41	advanced	advanced	ADJ
cana-5753	93	42	methodologies	methodology	NOUN
cana-5753	93	43	is	be	AUX
cana-5753	93	44	particularly	particularly	ADV
cana-5753	93	45	crucial	crucial	ADJ
cana-5753	93	46	during	during	ADP
cana-5753	93	47	periods	period	NOUN
cana-5753	93	48	of	of	ADP
cana-5753	93	49	market	market	NOUN
cana-5753	93	50	disruption	disruption	NOUN
cana-5753	93	51	,	,	PUNCT
cana-5753	93	52	such	such	ADJ
cana-5753	93	53	as	as	ADP
cana-5753	93	54	the	the	DET
cana-5753	93	55	economic	economic	ADJ
cana-5753	93	56	crisis	crisis	NOUN
cana-5753	93	57	of	of	ADP
cana-5753	93	58	2020	2020	NUM
cana-5753	93	59	,	,	PUNCT
cana-5753	93	60	where	where	SCONJ
cana-5753	93	61	traditional	traditional	ADJ
cana-5753	93	62	models	model	NOUN
cana-5753	93	63	may	may	AUX
cana-5753	93	64	falter	falter	VERB
cana-5753	93	65	.	.	PUNCT
cana-5753	94	1	adaptive	adaptive	ADJ
cana-5753	94	2	deep	deep	ADJ
cana-5753	94	3	learning	learning	NOUN
cana-5753	94	4	algorithms	algorithm	NOUN
cana-5753	94	5	and	and	CCONJ
cana-5753	94	6	reinforcement	reinforcement	NOUN
cana-5753	94	7	learning	learning	NOUN
cana-5753	94	8	techniques	technique	NOUN
cana-5753	94	9	can	can	AUX
cana-5753	94	10	optimize	optimize	VERB
cana-5753	94	11	decision	decision	NOUN
cana-5753	94	12	-	-	PUNCT
cana-5753	94	13	making	make	VERB
cana-5753	94	14	processes	process	NOUN
cana-5753	94	15	by	by	ADP
cana-5753	94	16	learning	learn	VERB
cana-5753	94	17	from	from	ADP
cana-5753	94	18	market	market	NOUN
cana-5753	94	19	dynamics	dynamic	NOUN
cana-5753	94	20	and	and	CCONJ
cana-5753	94	21	adjusting	adjust	VERB
cana-5753	94	22	strategies	strategy	NOUN
cana-5753	94	23	accordingly	accordingly	ADV
cana-5753	94	24	.	.	PUNCT
cana-5753	95	1	for	for	ADP
cana-5753	95	2	example	example	NOUN
cana-5753	95	3	,	,	PUNCT
cana-5753	95	4	reinforcement	reinforcement	NOUN
cana-5753	95	5	learning	learning	NOUN
cana-5753	95	6	models	model	NOUN
cana-5753	95	7	have	have	AUX
cana-5753	95	8	demonstrated	demonstrate	VERB
cana-5753	95	9	the	the	DET
cana-5753	95	10	ability	ability	NOUN
cana-5753	95	11	to	to	PART
cana-5753	95	12	generate	generate	VERB
cana-5753	95	13	higher	high	ADJ
cana-5753	95	14	sharpe	sharpe	NOUN
cana-5753	95	15	ratios	ratio	NOUN
cana-5753	95	16	compared	compare	VERB
cana-5753	95	17	to	to	ADP
cana-5753	95	18	traditional	traditional	ADJ
cana-5753	95	19	moving	move	VERB
cana-5753	95	20	-	-	PUNCT
cana-5753	95	21	average	average	NOUN
cana-5753	95	22	crossover	crossover	NOUN
cana-5753	95	23	strategies	strategy	NOUN
cana-5753	95	24	,	,	PUNCT
cana-5753	95	25	indicating	indicate	VERB
cana-5753	95	26	their	their	PRON
cana-5753	95	27	effectiveness	effectiveness	NOUN
cana-5753	95	28	in	in	ADP
cana-5753	95	29	adaptive	adaptive	ADJ
cana-5753	95	30	trading	trading	NOUN
cana-5753	95	31	.	.	PUNCT
cana-5753	96	1	references	reference	NOUN
cana-5753	96	2	1	1	NUM
cana-5753	96	3	.	.	PUNCT
cana-5753	96	4	sari	sari	ADJ
cana-5753	96	5	r	r	NOUN
cana-5753	96	6	,	,	PUNCT
cana-5753	96	7	hammoudeh	hammoudeh	VERB
cana-5753	96	8	s	s	PART
cana-5753	96	9	,	,	PUNCT
cana-5753	96	10	soytas	soyta	NOUN
cana-5753	96	11	u.	u.	NOUN
cana-5753	96	12	dynamics	dynamic	NOUN
cana-5753	96	13	of	of	ADP
cana-5753	96	14	oil	oil	NOUN
cana-5753	96	15	price	price	NOUN
cana-5753	96	16	,	,	PUNCT
cana-5753	96	17	precious	precious	ADJ
cana-5753	96	18	metal	metal	NOUN
cana-5753	96	19	prices	price	NOUN
cana-5753	96	20	,	,	PUNCT
cana-5753	96	21	and	and	CCONJ
cana-5753	96	22	exchange	exchange	NOUN
cana-5753	96	23	rate	rate	NOUN
cana-5753	96	24	.	.	PUNCT
cana-5753	97	1	energy	energy	NOUN
cana-5753	97	2	econ	econ	NOUN
cana-5753	97	3	.	.	PUNCT
cana-5753	98	1	2010;32(2):351–62	2010;32(2):351–62	X
cana-5753	98	2	.	.	PUNCT
cana-5753	98	3	communications	communication	NOUN
cana-5753	98	4	on	on	ADP
cana-5753	98	5	applied	apply	VERB
cana-5753	98	6	nonlinear	nonlinear	ADJ
cana-5753	98	7	analysis	analysis	NOUN
cana-5753	98	8	issn	issn	NOUN
cana-5753	98	9	:	:	PUNCT
cana-5753	98	10	1074	1074	NUM
cana-5753	98	11	-	-	PUNCT
cana-5753	98	12	133x	133x	NUM
cana-5753	98	13	vol	vol	NOUN
cana-5753	98	14	32	32	NUM
cana-5753	98	15	no	no	NOUN
cana-5753	98	16	.	.	PUNCT
cana-5753	99	1	3s	3s	NUM
cana-5753	99	2	(	(	PUNCT
cana-5753	99	3	2025	2025	NUM
cana-5753	99	4	)	)	PUNCT
cana-5753	99	5	779	779	NUM
cana-5753	99	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5753	99	7	2	2	X
cana-5753	99	8	.	.	NUM
cana-5753	99	9	aye	aye	NOUN
cana-5753	99	10	g	g	NOUN
cana-5753	99	11	,	,	PUNCT
cana-5753	99	12	gupta	gupta	PROPN
cana-5753	99	13	r	r	NOUN
cana-5753	99	14	,	,	PUNCT
cana-5753	99	15	hammoudeh	hammoudeh	VERB
cana-5753	99	16	s	s	PROPN
cana-5753	99	17	,	,	PUNCT
cana-5753	99	18	kim	kim	PROPN
cana-5753	99	19	wj	wj	PROPN
cana-5753	99	20	.	.	PUNCT
cana-5753	100	1	forecasting	forecast	VERB
cana-5753	100	2	the	the	DET
cana-5753	100	3	price	price	NOUN
cana-5753	100	4	of	of	ADP
cana-5753	100	5	gold	gold	NOUN
cana-5753	100	6	using	use	VERB
cana-5753	100	7	dynamic	dynamic	ADJ
cana-5753	100	8	model	model	NOUN
cana-5753	100	9	averaging	averaging	NOUN
cana-5753	100	10	.	.	PUNCT
cana-5753	101	1	int	int	PROPN
cana-5753	101	2	rev	rev	PROPN
cana-5753	101	3	financ	financ	PROPN
cana-5753	101	4	anal	anal	PROPN
cana-5753	101	5	.	.	PUNCT
cana-5753	102	1	2015;41:257–66	2015;41:257–66	NUM
cana-5753	102	2	.	.	NOUN
cana-5753	102	3	3	3	NUM
cana-5753	102	4	.	.	X
cana-5753	102	5	ciner	ciner	PROPN
cana-5753	102	6	c	c	PROPN
cana-5753	102	7	,	,	PUNCT
cana-5753	102	8	gurdgiev	gurdgiev	PROPN
cana-5753	102	9	c	c	X
cana-5753	102	10	,	,	PUNCT
cana-5753	102	11	lucey	lucey	PROPN
cana-5753	102	12	bm	bm	PROPN
cana-5753	102	13	.	.	PROPN
cana-5753	102	14	hedges	hedge	NOUN
cana-5753	102	15	and	and	CCONJ
cana-5753	102	16	safe	safe	ADJ
cana-5753	102	17	havens	haven	NOUN
cana-5753	102	18	:	:	PUNCT
cana-5753	102	19	an	an	DET
cana-5753	102	20	examination	examination	NOUN
cana-5753	102	21	of	of	ADP
cana-5753	102	22	stocks	stock	NOUN
cana-5753	102	23	,	,	PUNCT
cana-5753	102	24	bonds	bond	NOUN
cana-5753	102	25	,	,	PUNCT
cana-5753	102	26	gold	gold	NOUN
cana-5753	102	27	,	,	PUNCT
cana-5753	102	28	oil	oil	NOUN
cana-5753	102	29	and	and	CCONJ
cana-5753	102	30	exchange	exchange	NOUN
cana-5753	102	31	rates	rate	NOUN
cana-5753	102	32	.	.	PUNCT
cana-5753	103	1	int	int	PROPN
cana-5753	103	2	rev	rev	PROPN
cana-5753	103	3	financ	financ	PROPN
cana-5753	103	4	anal	anal	PROPN
cana-5753	103	5	.	.	PUNCT
cana-5753	104	1	2013;29:202–11	2013;29:202–11	X
cana-5753	104	2	.	.	NOUN
cana-5753	104	3	4	4	NUM
cana-5753	104	4	.	.	PUNCT
cana-5753	104	5	ghazali	ghazali	PROPN
cana-5753	104	6	m.f	m.f	PROPN
cana-5753	104	7	,	,	PUNCT
cana-5753	104	8	lean	lean	ADJ
cana-5753	104	9	h.h	h.h	PROPN
cana-5753	104	10	bz	bz	PROPN
cana-5753	104	11	.	.	PUNCT
cana-5753	104	12	is	be	AUX
cana-5753	104	13	gold	gold	NOUN
cana-5753	104	14	a	a	DET
cana-5753	104	15	hedge	hedge	NOUN
cana-5753	104	16	or	or	CCONJ
cana-5753	104	17	a	a	DET
cana-5753	104	18	safe	safe	ADJ
cana-5753	104	19	haven	haven	NOUN
cana-5753	104	20	?	?	PUNCT
cana-5753	105	1	an	an	DET
cana-5753	105	2	empirical	empirical	ADJ
cana-5753	105	3	evidence	evidence	NOUN
cana-5753	105	4	of	of	ADP
cana-5753	105	5	gold	gold	NOUN
cana-5753	105	6	and	and	CCONJ
cana-5753	105	7	stocks	stock	NOUN
cana-5753	105	8	in	in	ADP
cana-5753	105	9	malaysia	malaysia	PROPN
cana-5753	105	10	.	.	PUNCT
cana-5753	106	1	int	int	PROPN
cana-5753	106	2	j	j	PROPN
cana-5753	106	3	bus	bus	NOUN
cana-5753	106	4	,	,	PUNCT
cana-5753	106	5	soc	soc	NOUN
cana-5753	106	6	.	.	PUNCT
cana-5753	107	1	2013;14(3):428–43	2013;14(3):428–43	NUM
cana-5753	107	2	.	.	NOUN
cana-5753	107	3	5	5	NUM
cana-5753	107	4	.	.	PUNCT
cana-5753	107	5	ghazali	ghazali	PROPN
cana-5753	107	6	mf	mf	PROPN
cana-5753	107	7	,	,	PUNCT
cana-5753	107	8	lean	lean	ADJ
cana-5753	107	9	hh	hh	NOUN
cana-5753	107	10	,	,	PUNCT
cana-5753	107	11	bahari	bahari	PROPN
cana-5753	107	12	z.	z.	PROPN
cana-5753	107	13	does	do	AUX
cana-5753	107	14	gold	gold	NOUN
cana-5753	107	15	investment	investment	NOUN
cana-5753	107	16	offer	offer	VERB
cana-5753	107	17	protection	protection	NOUN
cana-5753	107	18	against	against	ADP
cana-5753	107	19	stock	stock	NOUN
cana-5753	107	20	market	market	NOUN
cana-5753	107	21	losses	loss	NOUN
cana-5753	107	22	?	?	PUNCT
cana-5753	108	1	evidence	evidence	NOUN
cana-5753	108	2	from	from	ADP
cana-5753	108	3	five	five	NUM
cana-5753	108	4	countries	country	NOUN
cana-5753	108	5	.	.	PUNCT
cana-5753	109	1	singapore	singapore	PROPN
cana-5753	109	2	econ	econ	PROPN
cana-5753	109	3	rev	rev	PROPN
cana-5753	109	4	.	.	PROPN
cana-5753	109	5	2020;65(2):275	2020;65(2):275	NUM
cana-5753	109	6	–	–	PUNCT
cana-5753	109	7	301	301	NUM
cana-5753	109	8	.	.	NOUN
cana-5753	109	9	6	6	NUM
cana-5753	109	10	.	.	X
cana-5753	110	1	zhang	zhang	PROPN
cana-5753	110	2	yj	yj	PROPN
cana-5753	110	3	,	,	PUNCT
cana-5753	110	4	wei	wei	PROPN
cana-5753	110	5	ym	ym	PROPN
cana-5753	110	6	.	.	PUNCT
cana-5753	111	1	the	the	DET
cana-5753	111	2	crude	crude	ADJ
cana-5753	111	3	oil	oil	NOUN
cana-5753	111	4	market	market	NOUN
cana-5753	111	5	and	and	CCONJ
cana-5753	111	6	the	the	DET
cana-5753	111	7	gold	gold	NOUN
cana-5753	111	8	market	market	NOUN
cana-5753	111	9	:	:	PUNCT
cana-5753	111	10	evidence	evidence	NOUN
cana-5753	111	11	for	for	ADP
cana-5753	111	12	cointegration	cointegration	NOUN
cana-5753	111	13	,	,	PUNCT
cana-5753	111	14	causality	causality	NOUN
cana-5753	111	15	and	and	CCONJ
cana-5753	111	16	price	price	NOUN
cana-5753	111	17	discovery	discovery	NOUN
cana-5753	111	18	.	.	PUNCT
cana-5753	112	1	resour	resour	NOUN
cana-5753	112	2	policy	policy	NOUN
cana-5753	112	3	.	.	PUNCT
cana-5753	113	1	2010;35(3):168–77	2010;35(3):168–77	NUM
cana-5753	113	2	.	.	NOUN
cana-5753	113	3	7	7	X
cana-5753	113	4	.	.	X
cana-5753	113	5	le	le	X
cana-5753	113	6	th	th	PROPN
cana-5753	113	7	,	,	PUNCT
cana-5753	113	8	chang	chang	PROPN
cana-5753	113	9	y.	y.	PROPN
cana-5753	113	10	oil	oil	NOUN
cana-5753	113	11	price	price	NOUN
cana-5753	113	12	shocks	shock	NOUN
cana-5753	113	13	and	and	CCONJ
cana-5753	113	14	gold	gold	NOUN
cana-5753	113	15	return	return	NOUN
cana-5753	113	16	charugulla	charugulla	NOUN
cana-5753	113	17	and	and	CCONJ
cana-5753	113	18	saheb	saheb	PROPN
cana-5753	113	19	,	,	PUNCT
cana-5753	113	20	econ	econ	PROPN
cana-5753	113	21	int	int	NOUN
cana-5753	113	22	.	.	PUNCT
cana-5753	114	1	2012;131(3):71–103	2012;131(3):71–103	NUM
cana-5753	114	2	.	.	X
cana-5753	114	3	8	8	NUM
cana-5753	114	4	.	.	X
cana-5753	114	5	singh	singh	PROPN
cana-5753	114	6	a	a	PROPN
cana-5753	114	7	,	,	PUNCT
cana-5753	114	8	kaur	kaur	PROPN
cana-5753	114	9	n.	n.	PROPN
cana-5753	114	10	an	an	DET
cana-5753	114	11	empirical	empirical	ADJ
cana-5753	114	12	analysis	analysis	NOUN
cana-5753	114	13	of	of	ADP
cana-5753	114	14	motivating	motivate	VERB
cana-5753	114	15	factors	factor	NOUN
cana-5753	114	16	behind	behind	ADP
cana-5753	114	17	purchase	purchase	NOUN
cana-5753	114	18	of	of	ADP
cana-5753	114	19	gold	gold	NOUN
cana-5753	114	20	investment	investment	NOUN
cana-5753	114	21	.	.	PUNCT
cana-5753	115	1	imib	imib	PROPN
cana-5753	115	2	j	j	PROPN
cana-5753	115	3	innov	innov	PROPN
cana-5753	115	4	manag	manag	PROPN
cana-5753	115	5	.	.	PUNCT
cana-5753	116	1	2024	2024	NUM
cana-5753	116	2	oct	oct	PROPN
cana-5753	116	3	30;1:1–17	30;1:1–17	PROPN
cana-5753	116	4	.	.	PUNCT
cana-5753	117	1	9	9	NUM
cana-5753	117	2	.	.	PUNCT
cana-5753	118	1	chaturvedi	chaturvedi	PROPN
cana-5753	118	2	sharma	sharma	PROPN
cana-5753	118	3	p.	p.	PROPN
cana-5753	118	4	unveiling	unveil	VERB
cana-5753	118	5	investment	investment	NOUN
cana-5753	118	6	behavior	behavior	NOUN
cana-5753	118	7	:	:	PUNCT
cana-5753	118	8	through	through	ADP
cana-5753	118	9	emotional	emotional	ADJ
cana-5753	118	10	intelligence	intelligence	NOUN
cana-5753	118	11	,	,	PUNCT
cana-5753	118	12	social	social	ADJ
cana-5753	118	13	stigma	stigma	NOUN
cana-5753	118	14	,	,	PUNCT
cana-5753	118	15	financial	financial	ADJ
cana-5753	118	16	literacy	literacy	NOUN
cana-5753	118	17	and	and	CCONJ
cana-5753	118	18	risk	risk	NOUN
cana-5753	118	19	tolerance	tolerance	NOUN
cana-5753	118	20	.	.	PUNCT
cana-5753	119	1	int	int	NOUN
cana-5753	119	2	j	j	PROPN
cana-5753	119	3	soc	soc	PROPN
cana-5753	119	4	econ	econ	PROPN
cana-5753	119	5	.	.	PUNCT
cana-5753	120	1	2024;52(1):16–32	2024;52(1):16–32	X
cana-5753	120	2	.	.	PROPN
cana-5753	121	1	10	10	NUM
cana-5753	121	2	.	.	PUNCT
cana-5753	121	3	markowitz	markowitz	PROPN
cana-5753	121	4	h.	h.	PROPN
cana-5753	121	5	portfolio	portfolio	PROPN
cana-5753	121	6	selection	selection	NOUN
cana-5753	121	7	.	.	PUNCT
cana-5753	122	1	j	j	PROPN
cana-5753	122	2	finance	finance	NOUN
cana-5753	122	3	.	.	PUNCT
cana-5753	123	1	2008;7(1):77–91	2008;7(1):77–91	NUM
cana-5753	123	2	.	.	PUNCT
cana-5753	124	1	11	11	NUM
cana-5753	124	2	.	.	PUNCT
cana-5753	125	1	shyng	shyng	PROPN
cana-5753	125	2	jy	jy	PROPN
cana-5753	125	3	,	,	PUNCT
cana-5753	125	4	shieh	shieh	ADJ
cana-5753	125	5	hm	hm	INTJ
cana-5753	125	6	,	,	PUNCT
cana-5753	125	7	tzeng	tzeng	PROPN
cana-5753	125	8	gh	gh	PROPN
cana-5753	125	9	.	.	PUNCT
cana-5753	126	1	an	an	DET
cana-5753	126	2	integration	integration	NOUN
cana-5753	126	3	method	method	NOUN
cana-5753	126	4	combining	combine	VERB
cana-5753	126	5	rough	rough	ADJ
cana-5753	126	6	set	set	NOUN
cana-5753	126	7	theory	theory	NOUN
cana-5753	126	8	with	with	ADP
cana-5753	126	9	formal	formal	ADJ
cana-5753	126	10	concept	concept	NOUN
cana-5753	126	11	analysis	analysis	NOUN
cana-5753	126	12	for	for	ADP
cana-5753	126	13	personal	personal	ADJ
cana-5753	126	14	investment	investment	NOUN
cana-5753	126	15	portfolios	portfolio	NOUN
cana-5753	126	16	.	.	PUNCT
cana-5753	127	1	knowledgebased	knowledgebased	PROPN
cana-5753	127	2	syst	syst	PROPN
cana-5753	127	3	.	.	PUNCT
cana-5753	128	1	2010;23(6):586–97	2010;23(6):586–97	NUM
cana-5753	128	2	.	.	PUNCT
cana-5753	129	1	12	12	NUM
cana-5753	129	2	.	.	PUNCT
cana-5753	130	1	shobha	shobha	PROPN
cana-5753	130	2	b	b	PROPN
cana-5753	130	3	k	k	PROPN
cana-5753	130	4	rv	rv	PROPN
cana-5753	130	5	.	.	PUNCT
cana-5753	131	1	the	the	DET
cana-5753	131	2	psychological	psychological	ADJ
cana-5753	131	3	dynamics	dynamic	NOUN
cana-5753	131	4	of	of	ADP
cana-5753	131	5	gold	gold	ADJ
cana-5753	131	6	investment	investment	NOUN
cana-5753	131	7	:	:	PUNCT
cana-5753	131	8	an	an	DET
cana-5753	131	9	examination	examination	NOUN
cana-5753	131	10	of	of	ADP
cana-5753	131	11	investor	investor	NOUN
cana-5753	131	12	behavior	behavior	NOUN
cana-5753	131	13	within	within	ADP
cana-5753	131	14	the	the	DET
cana-5753	131	15	gold	gold	NOUN
cana-5753	131	16	market	market	NOUN
cana-5753	131	17	of	of	ADP
cana-5753	131	18	bengaluru	bengaluru	PROPN
cana-5753	131	19	.	.	PUNCT
cana-5753	132	1	libr	libr	PROPN
cana-5753	132	2	prog	prog	PROPN
cana-5753	132	3	int	int	PROPN
cana-5753	132	4	.	.	PUNCT
cana-5753	133	1	2023;43(2):1351–61	2023;43(2):1351–61	PROPN
cana-5753	133	2	.	.	PUNCT
cana-5753	134	1	13	13	NUM
cana-5753	134	2	.	.	X
cana-5753	134	3	aggarwal	aggarwal	NOUN
cana-5753	134	4	r	r	PROPN
cana-5753	134	5	,	,	PUNCT
cana-5753	134	6	lucey	lucey	PROPN
cana-5753	134	7	bm	bm	PROPN
cana-5753	134	8	.	.	PUNCT
cana-5753	135	1	psychological	psychological	ADJ
cana-5753	135	2	barriers	barrier	NOUN
cana-5753	135	3	in	in	ADP
cana-5753	135	4	gold	gold	NOUN
cana-5753	135	5	prices	price	NOUN
cana-5753	135	6	?	?	PUNCT
cana-5753	136	1	rev	rev	PROPN
cana-5753	136	2	financ	financ	PROPN
cana-5753	136	3	econ	econ	PROPN
cana-5753	136	4	.	.	PUNCT
cana-5753	137	1	2007;16(2):217–30	2007;16(2):217–30	X
cana-5753	137	2	.	.	PUNCT
cana-5753	138	1	14	14	NUM
cana-5753	138	2	.	.	PUNCT
cana-5753	139	1	baur	baur	PROPN
cana-5753	139	2	dg	dg	PROPN
cana-5753	139	3	,	,	PUNCT
cana-5753	139	4	lucey	lucey	PROPN
cana-5753	139	5	bm	bm	PROPN
cana-5753	139	6	.	.	PROPN
cana-5753	139	7	is	be	AUX
cana-5753	139	8	gold	gold	NOUN
cana-5753	139	9	a	a	DET
cana-5753	139	10	hedge	hedge	NOUN
cana-5753	139	11	or	or	CCONJ
cana-5753	139	12	a	a	DET
cana-5753	139	13	safe	safe	ADJ
cana-5753	139	14	haven	haven	NOUN
cana-5753	139	15	?	?	PUNCT
cana-5753	140	1	an	an	DET
cana-5753	140	2	analysis	analysis	NOUN
cana-5753	140	3	of	of	ADP
cana-5753	140	4	stocks	stock	NOUN
cana-5753	140	5	,	,	PUNCT
cana-5753	140	6	bonds	bond	NOUN
cana-5753	140	7	and	and	CCONJ
cana-5753	140	8	gold	gold	NOUN
cana-5753	140	9	.	.	PUNCT
cana-5753	141	1	financ	financ	PROPN
cana-5753	141	2	rev	rev	VERB
cana-5753	141	3	.	.	PROPN
cana-5753	142	1	2010;45(2):217–29	2010;45(2):217–29	NUM
cana-5753	142	2	.	.	PUNCT