id	sid	eid	entity	type
faba-265	1	1	82	CARDINAL
faba-265	1	2	7	CARDINAL
faba-265	1	3	1	CARDINAL
faba-265	1	4	2025	DATE
faba-265	1	5	issn 2603-5324	PERSON
faba-265	1	6	mpt-lstm neural networks	ORG
faba-265	1	7	habib zouaoui1*	PERSON
faba-265	1	8	naas2	ORG
faba-265	1	9	university of relizane	ORG
faba-265	1	10	algeria1 department of management	ORG
faba-265	1	11	university of relizane	ORG
faba-265	1	12	19	CARDINAL
faba-265	1	13	february 2025	DATE
faba-265	1	14	19	CARDINAL
faba-265	1	15	22	CARDINAL
faba-265	2	1	25	CARDINAL
faba-265	2	2	https://finance.yahoo.com/crypto/	CARDINAL
faba-265	2	3	2021-2024	CARDINAL
faba-265	3	1	mse	ORG
faba-265	3	2	0.0218%	PERCENT
faba-265	3	3	5 days	DATE
faba-265	3	4	80%	PERCENT
faba-265	3	5	20%	PERCENT
faba-265	4	1	second	ORDINAL
faba-265	4	2	1.7239%	PERCENT
faba-265	4	3	1.1219%	PERCENT
faba-265	4	4	1.5365%	PERCENT
faba-265	4	5	31.15%	PERCENT
faba-265	4	6	39.05%	PERCENT
faba-265	5	1	0.7978%	PERCENT
faba-265	7	1	non-linear	ORG
faba-265	12	1	jel	ORG
faba-265	12	2	c45	ORG
faba-265	12	3	c5	ORG
faba-265	12	4	g1	ORG
faba-265	13	1	habib zouaoui	PERSON
faba-265	13	2	naas	PERSON
faba-265	13	3	7	CARDINAL
faba-265	13	4	1	CARDINAL
faba-265	13	5	83	CARDINAL
faba-265	14	1	linear	ORG
faba-265	19	1	zhang et al	PERSON
faba-265	19	2	2025	DATE
faba-265	21	1	fourth	ORDINAL
faba-265	21	2	more than 80%	PERCENT
faba-265	21	3	daily	DATE
faba-265	23	1	daily	DATE
faba-265	26	1	one	CARDINAL
faba-265	27	1	seconds	TIME
faba-265	29	1	dl	ORG
faba-265	30	1	dl	ORG
faba-265	31	1	2020–2025	CARDINAL
faba-265	31	2	harry markowitz's	PERSON
faba-265	33	1	mpt	ORG
faba-265	35	1	habib zouaoui	PERSON
faba-265	35	2	naas	PERSON
faba-265	35	3	7	CARDINAL
faba-265	35	4	1	CARDINAL
faba-265	35	5	84	CARDINAL
faba-265	35	6	1	CARDINAL
faba-265	35	7	year	DATE
faba-265	36	1	2024	CARDINAL
faba-265	36	2	ema	ORG
faba-265	36	3	sma algorithms	ORG
faba-265	36	4	rnn	ORG
faba-265	37	1	mpt	ORG
faba-265	38	1	2023	CARDINAL
faba-265	38	2	xu et al.(2022	PERSON
faba-265	38	3	lstm-mpt	ORG
faba-265	38	4	monte carlo	ORG
faba-265	38	5	four	CARDINAL
faba-265	39	1	2023	CARDINAL
faba-265	39	2	xu et al	PERSON
faba-265	40	1	2025	CARDINAL
faba-265	40	2	2025(et	CARDINAL
faba-265	40	3	rnn	ORG
faba-265	40	4	2022	CARDINAL
faba-265	40	5	sebastian et al	PERSON
faba-265	41	1	2024	CARDINAL
faba-265	42	1	2025	CARDINAL
faba-265	43	1	habib zouaoui	PERSON
faba-265	43	2	naas	PERSON
faba-265	43	3	7	CARDINAL
faba-265	43	4	1	CARDINAL
faba-265	49	1	2024	CARDINAL
faba-265	52	1	naas 2021	PERSON
faba-265	53	1	1	CARDINAL
faba-265	54	1	𝑅1	GPE
faba-265	54	2	𝑅𝑛	PERSON
faba-265	56	1	1	CARDINAL
faba-265	56	2	1	CARDINAL
faba-265	56	3	1	CARDINAL
faba-265	58	1	1≤𝑖,𝑗≤𝑛	CARDINAL
faba-265	58	2	the (n × n	ORG
faba-265	60	1	w	ORG
faba-265	60	2	w.	PERSON
faba-265	62	1	2007	DATE
faba-265	62	2	r̅′ =	ORG
faba-265	63	1	1	CARDINAL
faba-265	63	2	1	CARDINAL
faba-265	63	3	first	ORDINAL
faba-265	64	1	second	ORDINAL
faba-265	64	2	w	ORG
faba-265	66	1	w. r̅′	PERSON
faba-265	66	2	2	CARDINAL
faba-265	67	1	∑ 𝑤𝑖𝑤𝑗𝜎𝑖𝑗 𝑛 𝑗=1	PERSON
faba-265	67	2	𝑖=1	GPE
faba-265	67	3	2𝜎𝑖 2 𝑛 𝑖=1	QUANTITY
faba-265	67	4	3	CARDINAL
faba-265	67	5	two	CARDINAL
faba-265	70	1	habib zouaoui	PERSON
faba-265	70	2	naas	PERSON
faba-265	70	3	7	CARDINAL
faba-265	70	4	1	CARDINAL
faba-265	70	5	2025 86	DATE
faba-265	70	6	wi	ORG
faba-265	70	7	∂σ2(𝑅𝑃	DATE
faba-265	71	1	4	CARDINAL
faba-265	72	1	∑ 𝑤𝑗𝜎𝑖𝑗	PERSON
faba-265	72	2	𝐶𝑜𝑣(𝑅𝑖	GPE
faba-265	72	3	𝑅𝑗	PERSON
faba-265	73	1	𝑅𝑗	PERSON
faba-265	73	2	5	CARDINAL
faba-265	73	3	∂σ2(𝑅𝑃	DATE
faba-265	74	1	2𝜎𝑖𝑃.	CARDINAL
faba-265	74	2	6	CARDINAL
faba-265	74	3	four	CARDINAL
faba-265	74	4	rnn	ORG
faba-265	74	5	zouaoui	PERSON
faba-265	74	6	naas 2023	PERSON
faba-265	75	1	rnn	ORG
faba-265	77	1	slimane 2022): a.	ORG
faba-265	80	1	xt+n	TIME
faba-265	81	1	rnn	ORG
faba-265	84	1	mse	ORG
faba-265	84	2	mae	PERSON
faba-265	85	1	adam	GPE
faba-265	85	2	sgd	ORG
faba-265	86	1	d.	NORP
faba-265	86	2	rmse,	ORG
faba-265	86	3	mae	GPE
faba-265	86	4	mape	ORG
faba-265	90	1	longshort	GPE
faba-265	90	2	rnn	ORG
faba-265	91	1	hochreiter & schmidhuber	ORG
faba-265	91	2	1997	DATE
faba-265	92	1	2023	CARDINAL
faba-265	93	1	2020	DATE
faba-265	94	1	1	CARDINAL
faba-265	94	2	figure1	GPE
faba-265	94	3	rnn	ORG
faba-265	95	1	four	CARDINAL
faba-265	96	1	habib zouaoui	PERSON
faba-265	96	2	naas	PERSON
faba-265	96	3	7	CARDINAL
faba-265	96	4	1	CARDINAL
faba-265	96	5	2025 87	DATE
faba-265	96	6	1	CARDINAL
faba-265	96	7	rt) &candidate	ORG
faba-265	98	1	7	CARDINAL
faba-265	104	1	9	CARDINAL
faba-265	104	2	1	CARDINAL
faba-265	104	3	1	CARDINAL
faba-265	108	1	10	CARDINAL
faba-265	109	1	o	DATE
faba-265	112	1	12	CARDINAL
faba-265	115	1	habib zouaoui	PERSON
faba-265	115	2	naas	PERSON
faba-265	115	3	7	CARDINAL
faba-265	115	4	1	CARDINAL
faba-265	115	5	2025 88	DATE
faba-265	115	6	2	CARDINAL
faba-265	115	7	− 𝑅𝑓	PERSON
faba-265	116	1	− 𝑅𝑓 𝜎𝑑𝑜𝑤𝑛	PERSON
faba-265	119	1	𝐶𝑜𝑣(𝑅𝑖	GPE
faba-265	121	1	1 1	CARDINAL
faba-265	123	1	2007	DATE
faba-265	127	1	daily	DATE
faba-265	127	2	twenty-five	CARDINAL
faba-265	127	3	25	CARDINAL
faba-265	127	4	1093	CARDINAL
faba-265	127	5	https://finance.yahoo.com/crypto/	CARDINAL
faba-265	129	1	yahoo	ORG
faba-265	129	2	2	CARDINAL
faba-265	130	1	covid-19	PERSON
faba-265	130	2	2022	CARDINAL
faba-265	130	3	habib zouaoui	PERSON
faba-265	130	4	naas	PERSON
faba-265	130	5	7	CARDINAL
faba-265	130	6	1	CARDINAL
faba-265	130	7	more than one	CARDINAL
faba-265	132	1	2022	CARDINAL
faba-265	132	2	us	GPE
faba-265	133	1	us	GPE
faba-265	133	2	congress	ORG
faba-265	134	1	2022	CARDINAL
faba-265	134	2	614 percent	PERCENT
faba-265	134	3	about $1,340 billion	MONEY
faba-265	134	4	$2,182.5 billion	MONEY
faba-265	134	5	the beginning of the year	DATE
faba-265	134	6	about $842.5 billion	MONEY
faba-265	135	1	2023	CARDINAL
faba-265	135	2	about $800 billion	MONEY
faba-265	135	3	the beginning of the year	DATE
faba-265	135	4	nearly $1.1 trillion	MONEY
faba-265	135	5	2023	CARDINAL
faba-265	135	6	37.5%	PERCENT
faba-265	136	1	btc	ORG
faba-265	136	2	$450 billion	MONEY
faba-265	136	3	the end of the year	DATE
faba-265	136	4	second	ORDINAL
faba-265	136	5	$300 billion	MONEY
faba-265	137	1	the year	DATE
faba-265	137	2	about $250 billion	MONEY
faba-265	137	3	2023	DATE
faba-265	137	4	$150 billion	MONEY
faba-265	137	5	the end of the year	DATE
faba-265	139	1	2023	CARDINAL
faba-265	141	1	more than one	CARDINAL
faba-265	142	1	ftx	ORG
faba-265	144	1	the united states of america	GPE
faba-265	144	2	the year 2022	DATE
faba-265	145	1	100 percent	PERCENT
faba-265	145	2	russian-ukrainian	NORP
faba-265	145	3	gaza	GPE
faba-265	145	4	forty thousand dollars	MONEY
faba-265	146	1	2024	DATE
faba-265	146	2	today	DATE
faba-265	147	1	0.83%	PERCENT
faba-265	147	2	$64.8 thousand	MONEY
faba-265	147	3	70,000	MONEY
faba-265	147	4	the past weeks	DATE
faba-265	148	1	0.80%	PERCENT
faba-265	148	2	3,514	MONEY
faba-265	148	3	bnb	ORG
faba-265	148	4	solana	PERSON
faba-265	148	5	0.04%	PERCENT
faba-265	148	6	0.49%	PERCENT
faba-265	148	7	0.68%	PERCENT
faba-265	148	8	august	DATE
faba-265	149	1	2021	CARDINAL
faba-265	149	2	2024	DATE
faba-265	152	1	o	DATE
faba-265	152	2	yahoo	ORG
faba-265	154	1	habib zouaoui	PERSON
faba-265	154	2	naas	PERSON
faba-265	154	3	7	CARDINAL
faba-265	154	4	1	CARDINAL
faba-265	154	5	2025	CARDINAL
faba-265	154	6	90 #	MONEY
faba-265	154	7	np	NORP
faba-265	154	8	sns	ORG
faba-265	154	9	yf importdatetime	ORG
faba-265	155	1	25	CARDINAL
faba-265	155	2	25	CARDINAL
faba-265	155	3	experiment.ipynb o	DATE
faba-265	155	4	appendix 1	LAW
faba-265	157	1	6	CARDINAL
faba-265	160	1	3	CARDINAL
faba-265	161	1	0	CARDINAL
faba-265	161	2	dai	ORG
faba-265	161	3	0	CARDINAL
faba-265	161	4	0	CARDINAL
faba-265	162	1	40.03	CARDINAL
faba-265	162	2	habib zouaoui	PERSON
faba-265	162	3	naas	PERSON
faba-265	162	4	7	CARDINAL
faba-265	162	5	1	CARDINAL
faba-265	162	6	91	CARDINAL
faba-265	162	7	sharpe	PERSON
faba-265	162	8	0	CARDINAL
faba-265	162	9	0	CARDINAL
faba-265	162	10	0.2	CARDINAL
faba-265	162	11	16.39	CARDINAL
faba-265	163	1	4.78	CARDINAL
faba-265	163	2	25.42 7.01	CARDINAL
faba-265	163	3	0	CARDINAL
faba-265	163	4	0	CARDINAL
faba-265	163	5	0.39 1.26 0.27	MONEY
faba-265	163	6	0.47	CARDINAL
faba-265	163	7	39.05	MONEY
faba-265	163	8	-16.88 -29.22	WORK_OF_ART
faba-265	164	1	65.63	CARDINAL
faba-265	164	2	2905.05	CARDINAL
faba-265	164	3	20780.99 678.6	QUANTITY
faba-265	164	4	1093.00	CARDINAL
faba-265	164	5	1093	CARDINAL
faba-265	164	6	1.16 2.29	CARDINAL
faba-265	164	7	100.42	CARDINAL
faba-265	164	8	122.77	CARDINAL
faba-265	164	9	0.00	CARDINAL
faba-265	164	10	0.01 15.25	CARDINAL
faba-265	166	1	zaki 2021	PERSON
faba-265	168	1	yifu et al	PERSON
faba-265	168	2	2024	CARDINAL
faba-265	170	1	5, 10,	DATE
faba-265	170	2	15	DATE
faba-265	170	3	30 days	DATE
faba-265	172	1	li	PERSON
faba-265	172	2	liu 2023	PERSON
faba-265	173	1	https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://www.researchgate.net/figure/descriptive-statistics-for-cryptocurrencies-portfolios_tbl3_343861353&ved=2ahukewi93iejtcglaxxf2wihhzfuhouqfnoecbwqaq&usg=aovvaw20zz_uzngmqfukcawmj1zw	GPE
faba-265	173	2	habib zouaoui	PERSON
faba-265	173	3	naas	PERSON
faba-265	173	4	7	CARDINAL
faba-265	173	5	1	CARDINAL
faba-265	173	6	2025	CARDINAL
faba-265	173	7	92	CARDINAL
faba-265	173	8	3	CARDINAL
faba-265	173	9	2025	DATE
faba-265	176	1	three	CARDINAL
faba-265	177	1	2021	DATE
faba-265	177	2	#	CARDINAL
faba-265	178	1	874	CARDINAL
faba-265	178	2	25	DATE
faba-265	178	3	0	CARDINAL
faba-265	178	4	25	DATE
faba-265	178	5	875	CARDINAL
faba-265	178	6	25	DATE
faba-265	180	1	rnn	ORG
faba-265	182	1	50	CARDINAL
faba-265	183	1	20%	PERCENT
faba-265	184	1	adam	PERSON
faba-265	184	2	mse	ORG
faba-265	185	1	100	CARDINAL
faba-265	185	2	32	CARDINAL
faba-265	185	3	0.001	CARDINAL
faba-265	185	4	200	CARDINAL
faba-265	185	5	al.2023	ORG
faba-265	185	6	#model 1	MONEY
faba-265	185	7	5-day	DATE
faba-265	185	8	model1	PERSON
faba-265	186	1	stocks_df.shape[1	WORK_OF_ART
faba-265	186	2	stocks_df.shape[1	WORK_OF_ART
faba-265	186	3	{ perf_v['5 days'	ORG
faba-265	187	1	days	DATE
faba-265	188	1	habib zouaoui	PERSON
faba-265	188	2	naas	PERSON
faba-265	188	3	7	CARDINAL
faba-265	188	4	1	CARDINAL
faba-265	188	5	2025	CARDINAL
faba-265	188	6	93	CARDINAL
faba-265	188	7	mae	ORG
faba-265	188	8	mae	GPE
faba-265	188	9	5 days	DATE
faba-265	188	10	10 days	DATE
faba-265	189	1	13/13	CARDINAL
faba-265	189	2	42ms	CARDINAL
faba-265	189	3	15 days	DATE
faba-265	189	4	110ms	ORG
faba-265	189	5	30 days	DATE
faba-265	189	6	junhuan et al	PERSON
faba-265	189	7	2024	DATE
faba-265	189	8	5 days	DATE
faba-265	189	9	the last day	DATE
faba-265	189	10	0.0218	CARDINAL
faba-265	189	11	0.0230	CARDINAL
faba-265	190	1	das et al	PERSON
faba-265	190	2	2024	CARDINAL
faba-265	192	1	#	CARDINAL
faba-265	193	1	mode='markers',marker	NORP
faba-265	195	1	4	CARDINAL
faba-265	197	1	habib zouaoui	PERSON
faba-265	197	2	naas	PERSON
faba-265	197	3	7	CARDINAL
faba-265	197	4	1	CARDINAL
faba-265	197	5	5	CARDINAL
faba-265	198	1	mpt-lstm models	ORG
faba-265	198	2	0.014606 bnb-usd 0 -0.05918 btc-usd	QUANTITY
faba-265	198	3	dai	ORG
faba-265	198	4	4.70012e-05	CARDINAL
faba-265	198	5	2.26891	CARDINAL
faba-265	198	6	0.0518116 usdt-usd	PERSON
faba-265	198	7	0.0210249 xlm-usd 40.03	MONEY
faba-265	198	8	1.41132	MONEY
faba-265	198	9	4.78	DATE
faba-265	198	10	-0.315186	ORG
faba-265	198	11	7.01	CARDINAL
faba-265	198	12	0.443353	CARDINAL
faba-265	198	13	0.00904898	CARDINAL
faba-265	198	14	0.0679007	MONEY
faba-265	198	15	31.15	CARDINAL
faba-265	198	16	0.017239	MONEY
faba-265	198	17	39.05	CARDINAL
faba-265	198	18	0.011219	MONEY
faba-265	198	19	1093	CARDINAL
faba-265	198	20	1093	CARDINAL
faba-265	198	21	0.7978 1.5365	MONEY
faba-265	198	22	5	CARDINAL
faba-265	199	1	crypto10	ORG
faba-265	199	2	lstm https://github.com/dimasthoriq/dl-portfolio-optimization/blob/main/experiment.ipynb	ORG
faba-265	202	1	habib zouaoui	PERSON
faba-265	202	2	naas	PERSON
faba-265	202	3	7	CARDINAL
faba-265	202	4	1	CARDINAL
faba-265	202	5	the year 2024	DATE
faba-265	202	6	the next 5 days	DATE
faba-265	202	7	2024	CARDINAL
faba-265	202	8	1.7239%	PERCENT
faba-265	202	9	1.1219%	PERCENT
faba-265	202	10	31.15%	PERCENT
faba-265	202	11	39.05%	PERCENT
faba-265	203	1	second	ORDINAL
faba-265	204	1	only seven	CARDINAL
faba-265	204	2	7	CARDINAL
faba-265	204	3	leo-usd	PERSON
faba-265	204	4	steth-usd	CARDINAL
faba-265	204	5	0.7978%	PERCENT
faba-265	205	1	1.5365%	PERCENT
faba-265	208	1	us	GPE
faba-265	208	2	the ukraine war	EVENT
faba-265	208	3	gaza	GPE
faba-265	209	1	xu et al	PERSON
faba-265	209	2	2025	DATE
faba-265	211	1	non-linear	ORG
faba-265	215	1	das et al	GPE
faba-265	215	2	2024	DATE
faba-265	219	1	mpt	ORG
faba-265	225	1	habib zouaoui	PERSON
faba-265	225	2	naas	PERSON
faba-265	225	3	7	CARDINAL
faba-265	225	4	1	CARDINAL
faba-265	225	5	96	CARDINAL
faba-265	226	1	237(part	CARDINAL
faba-265	226	2	121404	DATE
faba-265	226	3	https://doi.org/10.1016/j.eswa.2023.121404	LOC
faba-265	226	4	cui	PERSON
faba-265	226	5	t., s. ding, h. jin	PERSON
faba-265	226	6	y. zhang	PERSON
faba-265	227	1	2023	CARDINAL
faba-265	228	1	119	CARDINAL
faba-265	228	2	106078	DATE
faba-265	229	1	das	ORG
faba-265	229	2	j. d.	PERSON
faba-265	229	3	s. bowala	PERSON
faba-265	229	4	r.	NORP
faba-265	229	5	a. thavaneswaran	PERSON
faba-265	230	1	2024	CARDINAL
faba-265	232	1	14(3	CARDINAL
faba-265	232	2	271	CARDINAL
faba-265	234	1	durall	PERSON
faba-265	234	2	r. 2022	PERSON
faba-265	235	1	june 28	DATE
faba-265	235	2	2022	CARDINAL
faba-265	236	1	ssrn	PERSON
faba-265	237	1	espiga-fernández	PERSON
faba-265	237	2	a. garcía-sánchez	PERSON
faba-265	237	3	j. ordieres-meré	PERSON
faba-265	237	4	2025	DATE
faba-265	239	1	softwarex journal	ORG
faba-265	239	2	30(2):1	CARDINAL
faba-265	240	1	heydarpour	PERSON
faba-265	240	2	m., h. ghanbari	PERSON
faba-265	240	3	e. mohammadi	PERSON
faba-265	240	4	s. shavvalpour	PERSON
faba-265	241	1	2024	CARDINAL
faba-265	242	1	iranian	NORP
faba-265	242	2	01 december 2024	DATE
faba-265	243	1	ibri	PERSON
faba-265	243	2	s.	PERSON
faba-265	243	3	m. slimane	PERSON
faba-265	244	1	2022	CARDINAL
faba-265	246	1	algeria	GPE
faba-265	248	1	junhuan, z.	PERSON
faba-265	248	2	c. kewei	PERSON
faba-265	248	3	w. jiaqi	PERSON
faba-265	249	1	2024	DATE
faba-265	251	1	27(1):1-40	CARDINAL
faba-265	251	2	19 january, 108509	DATE
faba-265	252	1	ketkar	ORG
faba-265	252	2	n.	PERSON
faba-265	252	3	j. moolayil	PERSON
faba-265	252	4	2021	CARDINAL
faba-265	253	1	bangalore	GPE
faba-265	253	2	karnataka	GPE
faba-265	253	3	india	GPE
faba-265	254	1	li	PERSON
faba-265	254	2	h.	PERSON
faba-265	254	3	t. liu	PERSON
faba-265	255	1	2023	CARDINAL
faba-265	257	1	2nd	ORDINAL
faba-265	257	2	48(1	CARDINAL
faba-265	257	3	97	CARDINAL
faba-265	258	1	https://doi.org/10.54254/2754-1169/48/20230431	ORG
faba-265	259	1	nafia	GPE
faba-265	259	2	a., a. yousfi	PERSON
faba-265	259	3	a. echaoui	PERSON
faba-265	260	1	2023	CARDINAL
faba-265	261	1	international journal of financial studies	ORG
faba-265	261	2	11(2	CARDINAL
faba-265	261	3	57	DATE
faba-265	264	1	2007	DATE
faba-265	266	1	chapman & hall/crc	ORG
faba-265	266	2	taylor & francis group	ORG
faba-265	266	3	u.s	GPE
faba-265	266	4	70	CARDINAL
faba-265	267	1	sebastian, a.	PERSON
faba-265	268	1	2024	CARDINAL
faba-265	270	1	15(9):926-941	CARDINAL
faba-265	271	1	a., g. bhutan	PERSON
faba-265	272	1	2024	CARDINAL
faba-265	274	1	5th	ORDINAL
faba-265	274	2	chandigarh	GPE
faba-265	274	3	india	GPE
faba-265	274	4	1-6	CARDINAL
faba-265	274	5	10.1109	CARDINAL
faba-265	274	6	xiong	ORG
faba-265	274	7	z.	PERSON
faba-265	274	8	m. li	PERSON
faba-265	274	9	y. xu	PERSON
faba-265	274	10	2022	CARDINAL
faba-265	274	11	lstm-mpt	ORG
faba-265	274	12	china	GPE
faba-265	274	13	https://doi.org/10.1109/isoirs57349.2022.00035	GPE
faba-265	275	1	xu	PERSON
faba-265	275	2	z.	PERSON
faba-265	275	3	x. zhang	PERSON
faba-265	275	4	z. zhou	PERSON
faba-265	276	1	2025	DATE
faba-265	278	1	134(1):144	CARDINAL
faba-265	279	1	yahoo	ORG
faba-265	280	1	15.05.2025	CARDINAL
faba-265	281	1	yifu	PERSON
faba-265	281	2	j.	PERSON
faba-265	281	3	j. olmo	PERSON
faba-265	281	4	m. atwi	PERSON
faba-265	282	1	2024	CARDINAL
faba-265	284	1	62(4	CARDINAL
faba-265	284	2	01-15	DATE
faba-265	284	3	https://doi.org/10.1016/j.gfj.2024.101016	GPE
faba-265	284	4	yu	PERSON
faba-265	284	5	m. 2023	PERSON
faba-265	286	1	61(1):102-109	CARDINAL
faba-265	287	1	https://doi.org/10.54254/2754-1169/61/20231061	ORG
faba-265	288	1	zaki	PERSON
faba-265	288	2	s. 2021	PERSON
faba-265	290	1	school of science & engineering	ORG
faba-265	290	2	al akhawayn university	ORG
faba-265	290	3	morocco	GPE
faba-265	291	1	zeroual, a.	ORG
faba-265	291	2	f. harrou	PERSON
faba-265	291	3	a. dair	PERSON
faba-265	292	1	2020	DATE
faba-265	293	1	covid-19 time-series	PERSON
faba-265	294	1	140	CARDINAL
faba-265	294	2	110121	DATE
faba-265	295	1	10.1016	CARDINAL
faba-265	296	1	zhang	PERSON
faba-265	296	2	s. yongbin	PERSON
faba-265	296	3	l. weilong	PERSON
faba-265	297	1	2025	DATE
faba-265	299	1	ssrn	PERSON
faba-265	300	1	s. zohren	PERSON
faba-265	300	2	s. roberts	PERSON
faba-265	300	3	2020	DATE
faba-265	302	1	the journal of financial data science	ORG
faba-265	302	2	2(4	CARDINAL
faba-265	302	3	8-20	CARDINAL
faba-265	304	1	https://doi.org/10.1016/j.eswa.2023.121404 https://www.sciencedirect.com/journal/economic-modelling	FAC
faba-265	304	2	https://www.sciencedirect.com/journal/iscience/vol/27/issue/1 https://doi.org/10.1016/j.isci.2023.108509	DATE
faba-265	304	3	https://doi.org/10.54254/2754-1169/48/20230431 https://doi.org/10.3390/ijfs11020057	PERSON
faba-265	304	4	https://doi.org/10.1016/j.gfj.2024.101016	GPE
faba-265	304	5	habib zouaoui	PERSON
faba-265	304	6	naas	PERSON
faba-265	304	7	7	CARDINAL
faba-265	304	8	1	CARDINAL
faba-265	304	9	2025	CARDINAL
faba-265	304	10	97 zouaoui	QUANTITY
faba-265	304	11	m. n. naas	PERSON
faba-265	305	1	2021	CARDINAL
faba-265	306	1	saudi arabia	GPE
faba-265	307	1	international journal of banking	ORG
faba-265	307	2	9(1	CARDINAL
faba-265	307	3	2027	CARDINAL
faba-265	308	1	zouaoui	PERSON
faba-265	308	2	m. n. naas	PERSON
faba-265	309	1	2023	CARDINAL
faba-265	310	1	london stock exchange	ORG
faba-265	311	1	3(3	CARDINAL
faba-265	311	2	267	CARDINAL
faba-265	311	3	284	CARDINAL
faba-265	313	1	https://search.proquest.com/openview/1c0d91780d64bbd1b1c86f26c705155a/1?pq-origsite=gscholar&cbl=2043515 https://search.proquest.com/openview/1c0d91780d64bbd1b1c86f26c705155a/1?pq-origsite=gscholar&cbl=2043515	PERSON
faba-265	313	2	98	CARDINAL
faba-265	313	3	1	CARDINAL
faba-265	313	4	6.heatmap	CARDINAL