id	sid	eid	entity	type
esrj-104741	1	1	issn 1794-6190	PERSON
esrj-104741	1	2	2339-3459	CARDINAL
esrj-104741	1	3	https://doi.org/10.15446/esrj.v27n1.105689 earth sciences research journal	ORG
esrj-104741	1	4	sci.	ORG
esrj-104741	3	1	j. vol.	PERSON
esrj-104741	4	1	27	CARDINAL
esrj-104741	4	2	1	CARDINAL
esrj-104741	4	3	2023	CARDINAL
esrj-104741	4	4	69 75	CARDINAL
esrj-104741	4	5	información de registro de pozo	PERSON
esrj-104741	5	1	método bosques	ORG
esrj-104741	5	2	de las capas de petróleo	ORG
esrj-104741	5	3	y de agua	PERSON
esrj-104741	6	1	shi1	ORG
esrj-104741	6	2	chao song1 1	PERSON
esrj-104741	7	1	163318	DATE
esrj-104741	7	2	china 2	ORG
esrj-104741	7	3	163318	DATE
esrj-104741	7	4	china	GPE
esrj-104741	7	5	dcl@nepu.edu.cn aplicación del método de bosques	PERSON
esrj-104741	7	6	en la identificación	ORG
esrj-104741	7	7	de las capas de petróleo	ORG
esrj-104741	7	8	y de agua durante el registro de pozo: caso de estudio en la depresión liaohe	PERSON
esrj-104741	7	9	dai	ORG
esrj-104741	7	10	s., & song	ORG
esrj-104741	7	11	2023	CARDINAL
esrj-104741	9	1	earth sciences research journal	ORG
esrj-104741	9	2	27(1	CARDINAL
esrj-104741	9	3	69	CARDINAL
esrj-104741	10	1	06/03/2023	CARDINAL
esrj-104741	14	1	more than 89.9%	PERCENT
esrj-104741	15	1	precisa de las capas de agua	ORG
esrj-104741	15	2	de la evaluación cualitativa de las propiedades de fluido del yacimiento	ORG
esrj-104741	15	3	y de la selección de las capas de ensayo del pozo	ORG
esrj-104741	16	1	tradicional de las capas de petróleo	ORG
esrj-104741	16	2	y agua se	PERSON
esrj-104741	16	3	basa principalmente en el uso extensivo de la información	ORG
esrj-104741	16	4	por la adquisición de registros del pozo	ORG
esrj-104741	16	5	y fácil de perder información	PERSON
esrj-104741	16	6	de incurrir en malinterpretación en aquellos yacimientos con	ORG
esrj-104741	16	7	condiciones geológicas complejas	ORG
esrj-104741	17	1	en este artículo	PERSON
esrj-104741	17	2	utilizó el método de "bosques	ORG
esrj-104741	17	3	del inglés	GPE
esrj-104741	17	4	para seleccionar la litología	PERSON
esrj-104741	17	5	fluidos móviles	ORG
esrj-104741	17	6	saturación de petróleo	PERSON
esrj-104741	17	7	y las características de la rocas s0	ORG
esrj-104741	18	1	el sobremuestreo	FAC
esrj-104741	18	2	el método smote se usó para ampliar la muestra	ORG
esrj-104741	18	3	y el paquete de estimación se uilizó para	ORG
esrj-104741	18	4	el modelo de identificación de las capas de agua	ORG
esrj-104741	18	5	este método es	PERSON
esrj-104741	18	6	y fácil de usar	PERSON
esrj-104741	18	7	además de no ser	ORG
esrj-104741	18	8	un	ORG
esrj-104741	18	9	severo	ORG
esrj-104741	18	10	las normas	GPE
esrj-104741	18	11	que lo rigen	PERSON
esrj-104741	19	1	la clasificación del desempeño es excelente	PERSON
esrj-104741	19	2	y el índice de exactitud puede alcanzar más del 89.9 %	ORG
esrj-104741	19	3	lo que	PERSON
esrj-104741	19	4	resuelve el problema de la baja	GPE
esrj-104741	19	5	que se presenta en la identificación de las capas de petróleo	ORG
esrj-104741	19	6	y de agua	PERSON
esrj-104741	20	1	mailto:dcl@nepu.edu.cn https://doi.org/10.15446/esrj.v27n1.105689	ORG
esrj-104741	20	2	70	CARDINAL
esrj-104741	20	3	dai	ORG
esrj-104741	20	4	chao song 1	PERSON
esrj-104741	21	1	2006	DATE
esrj-104741	25	1	two	CARDINAL
esrj-104741	26	1	two	CARDINAL
esrj-104741	29	1	two	CARDINAL
esrj-104741	31	1	wu et al.	PERSON
esrj-104741	31	2	2021	CARDINAL
esrj-104741	31	3	liu	PERSON
esrj-104741	31	4	liu	PERSON
esrj-104741	31	5	s., & ma	ORG
esrj-104741	31	6	2019	DATE
esrj-104741	31	7	liang	PERSON
esrj-104741	31	8	chen, & zhang	PERSON
esrj-104741	31	9	2019	DATE
esrj-104741	31	10	bengio	GPE
esrj-104741	31	11	courville, & vincent	ORG
esrj-104741	31	12	2012	DATE
esrj-104741	31	13	džeroski, & ženko	ORG
esrj-104741	31	14	xing	PERSON
esrj-104741	31	15	zhou	PERSON
esrj-104741	31	16	2022	CARDINAL
esrj-104741	33	1	one	CARDINAL
esrj-104741	36	1	2012	DATE
esrj-104741	37	1	two	CARDINAL
esrj-104741	39	1	one	CARDINAL
esrj-104741	42	1	zhou	PERSON
esrj-104741	42	2	2016	DATE
esrj-104741	42	3	wang et al.	PERSON
esrj-104741	42	4	2021	CARDINAL
esrj-104741	42	5	zhao et al.	PERSON
esrj-104741	42	6	2021	CARDINAL
esrj-104741	42	7	wang et al.	PERSON
esrj-104741	42	8	2021	CARDINAL
esrj-104741	43	1	one	CARDINAL
esrj-104741	44	1	1	CARDINAL
esrj-104741	44	2	2	DATE
esrj-104741	44	3	1	CARDINAL
esrj-104741	45	1	2	CARDINAL
esrj-104741	45	2	3	CARDINAL
esrj-104741	45	3	3?type 1	DATE
esrj-104741	45	4	2	CARDINAL
esrj-104741	45	5	3	CARDINAL
esrj-104741	45	6	4	CARDINAL
esrj-104741	45	7	1	CARDINAL
esrj-104741	46	1	1	CARDINAL
esrj-104741	46	2	1	CARDINAL
esrj-104741	51	1	2	CARDINAL
esrj-104741	54	1	gini	PERSON
esrj-104741	54	2	1	CARDINAL
esrj-104741	54	3	gini	PERSON
esrj-104741	55	1	y k kk y k	PERSON
esrj-104741	55	2	3	CARDINAL
esrj-104741	55	3	two	CARDINAL
esrj-104741	56	1	gini	PERSON
esrj-104741	57	1	2	CARDINAL
esrj-104741	57	2	gini	PERSON
esrj-104741	60	1	4	CARDINAL
esrj-104741	60	2	a⁎= argaϵamaxgini_index(d	PERSON
esrj-104741	62	1	71application	CARDINAL
esrj-104741	64	1	1 1	CARDINAL
esrj-104741	65	1	lim	PERSON
esrj-104741	66	1	368	CARDINAL
esrj-104741	66	2	5	CARDINAL
esrj-104741	66	3	about 36.8%	PERCENT
esrj-104741	69	1	about a third	CARDINAL
esrj-104741	70	1	2001	DATE
esrj-104741	70	2	zhou et al.	PERSON
esrj-104741	70	3	2017	CARDINAL
esrj-104741	70	4	lai et al.	PERSON
esrj-104741	70	5	2021	CARDINAL
esrj-104741	70	6	zhong et al.	PERSON
esrj-104741	70	7	2022	CARDINAL
esrj-104741	70	8	kang, & lu	ORG
esrj-104741	70	9	2020	DATE
esrj-104741	72	1	gini	PERSON
esrj-104741	75	1	k	PERSON
esrj-104741	76	1	k=1	PERSON
esrj-104741	77	1	2001	DATE
esrj-104741	82	1	2	CARDINAL
esrj-104741	82	2	eastern	ORG
esrj-104741	82	3	western liaoning	LOC
esrj-104741	83	1	79	CARDINAL
esrj-104741	83	2	99	CARDINAL
esrj-104741	84	1	9	CARDINAL
esrj-104741	85	1	2.1	CARDINAL
esrj-104741	86	1	89 years	DATE
esrj-104741	86	2	97.5	CARDINAL
esrj-104741	86	3	85	CARDINAL
esrj-104741	86	4	57.5	CARDINAL
esrj-104741	86	5	22.5	CARDINAL
esrj-104741	86	6	3	CARDINAL
esrj-104741	86	7	1	CARDINAL
esrj-104741	87	1	igneous	DATE
esrj-104741	91	1	2.2	CARDINAL
esrj-104741	91	2	igneous	DATE
esrj-104741	92	1	three	CARDINAL
esrj-104741	92	2	cheng	GPE
esrj-104741	92	3	2007	DATE
esrj-104741	93	1	first	ORDINAL
esrj-104741	96	1	second	ORDINAL
esrj-104741	98	1	third	ORDINAL
esrj-104741	100	1	2004	DATE
esrj-104741	101	1	first	ORDINAL
esrj-104741	106	1	2.3	CARDINAL
esrj-104741	106	2	1	CARDINAL
esrj-104741	106	3	4	CARDINAL
esrj-104741	106	4	11	CARDINAL
esrj-104741	106	5	12	CARDINAL
esrj-104741	106	6	21	CARDINAL
esrj-104741	106	7	31	CARDINAL
esrj-104741	107	1	1	CARDINAL
esrj-104741	107	2	3	CARDINAL
esrj-104741	107	3	7	CARDINAL
esrj-104741	107	4	7	CARDINAL
esrj-104741	107	5	16	CARDINAL
esrj-104741	107	6	17	CARDINAL
esrj-104741	107	7	48	CARDINAL
esrj-104741	108	1	1	CARDINAL
esrj-104741	108	2	4 1	DATE
esrj-104741	108	3	21 3	CARDINAL
esrj-104741	108	4	11 7	DATE
esrj-104741	108	5	7	CARDINAL
esrj-104741	108	6	16	CARDINAL
esrj-104741	108	7	17	CARDINAL
esrj-104741	108	8	12	CARDINAL
esrj-104741	108	9	31	CARDINAL
esrj-104741	108	10	79 99	CARDINAL
esrj-104741	108	11	about 36.8%	PERCENT
esrj-104741	108	12	only 4	CARDINAL
esrj-104741	108	13	31	CARDINAL
esrj-104741	108	14	only 1 and 3	CARDINAL
esrj-104741	108	15	48	CARDINAL
esrj-104741	110	1	two	CARDINAL
esrj-104741	111	1	72	CARDINAL
esrj-104741	111	2	dai	ORG
esrj-104741	111	3	chao song forest	PERSON
esrj-104741	112	1	first	ORDINAL
esrj-104741	113	1	two	CARDINAL
esrj-104741	114	1	one	CARDINAL
esrj-104741	125	1	47	CARDINAL
esrj-104741	125	2	48	CARDINAL
esrj-104741	128	1	chawla et al	PERSON
esrj-104741	128	2	2004	DATE
esrj-104741	129	1	two	CARDINAL
esrj-104741	129	2	two	CARDINAL
esrj-104741	131	1	western liaoning	ORG
esrj-104741	132	1	two	CARDINAL
esrj-104741	133	1	first	ORDINAL
esrj-104741	134	1	only one	CARDINAL
esrj-104741	135	1	47	DATE
esrj-104741	137	1	155	CARDINAL
esrj-104741	137	2	288	CARDINAL
esrj-104741	140	1	only one	CARDINAL
esrj-104741	140	2	48	CARDINAL
esrj-104741	140	3	47	DATE
esrj-104741	142	1	3	CARDINAL
esrj-104741	147	1	3.1	CARDINAL
esrj-104741	147	2	2	CARDINAL
esrj-104741	147	3	3	CARDINAL
esrj-104741	147	4	15	CARDINAL
esrj-104741	147	5	90 %	PERCENT
esrj-104741	151	1	2	CARDINAL
esrj-104741	151	2	max	PERSON
esrj-104741	151	3	50	CARDINAL
esrj-104741	151	4	150	CARDINAL
esrj-104741	153	1	50	CARDINAL
esrj-104741	153	2	150	CARDINAL
esrj-104741	155	1	3	CARDINAL
esrj-104741	155	2	max	PERSON
esrj-104741	156	1	2001	DATE
esrj-104741	158	1	three	CARDINAL
esrj-104741	158	2	three	CARDINAL
esrj-104741	158	3	2	CARDINAL
esrj-104741	158	4	3	CARDINAL
esrj-104741	159	1	three	CARDINAL
esrj-104741	160	1	9	CARDINAL
esrj-104741	160	2	√9(|x|for	PRODUCT
esrj-104741	160	3	3	CARDINAL
esrj-104741	161	1	two	CARDINAL
esrj-104741	161	2	3.2	CARDINAL
esrj-104741	162	1	gini	PERSON
esrj-104741	163	1	4	CARDINAL
esrj-104741	164	1	5	CARDINAL
esrj-104741	166	1	4.	CARDINAL
esrj-104741	167	1	2012	DATE
esrj-104741	168	1	gini	PERSON
esrj-104741	168	2	gini	PERSON
esrj-104741	168	3	two	CARDINAL
esrj-104741	170	1	gini	PERSON
esrj-104741	173	1	100	CARDINAL
esrj-104741	173	2	10	CARDINAL
esrj-104741	173	3	10	CARDINAL
esrj-104741	173	4	2~	ORG
esrj-104741	173	5	3	CARDINAL
esrj-104741	174	1	two	CARDINAL
esrj-104741	174	2	4	CARDINAL
esrj-104741	179	1	0.95	CARDINAL
esrj-104741	179	2	eastern	ORG
esrj-104741	179	3	89.9%~ 91.5%	PERCENT
esrj-104741	179	4	94.4%~ 95.4%	PERCENT
esrj-104741	180	1	4	CARDINAL
esrj-104741	181	1	50	CARDINAL
esrj-104741	181	2	150	CARDINAL
esrj-104741	181	3	es tim	PERSON
esrj-104741	181	4	io	LOC
esrj-104741	181	5	0.1 0.2 0.3 0.4 0.5 0.6	QUANTITY
esrj-104741	181	6	50	CARDINAL
esrj-104741	181	7	150	CARDINAL
esrj-104741	182	1	ge e st	ORG
esrj-104741	182	2	io n er ro r	FAC
esrj-104741	182	3	gini	PERSON
esrj-104741	182	4	5	CARDINAL
esrj-104741	183	1	74	CARDINAL
esrj-104741	183	2	dai	ORG
esrj-104741	183	3	chao song	PERSON
esrj-104741	183	4	2	CARDINAL
esrj-104741	183	5	1 0.16 0.08	QUANTITY
esrj-104741	183	6	3 0.14 0.08 0.09 0.08 0.05 0.11 0.20 0.09 0.15 0.91	QUANTITY
esrj-104741	183	7	0.14 0.07 0.11 0.05 0.05 0.11	QUANTITY
esrj-104741	183	8	0.06 0.13 0.07 0.05	QUANTITY
esrj-104741	183	9	0.06 0.12 0.21 0.09 0.13	QUANTITY
esrj-104741	183	10	0.13 0.90	CARDINAL
esrj-104741	183	11	0.14 0.07	MONEY
esrj-104741	183	12	0.14 0.91	CARDINAL
esrj-104741	183	13	3	CARDINAL
esrj-104741	183	14	1 0.13 0.09 0.11	QUANTITY
esrj-104741	184	1	0.07 0.14 0.08 0.16	QUANTITY
esrj-104741	184	2	0.07 0.08 0.15 0.08 0.16 0.95	QUANTITY
esrj-104741	184	3	0.13 0.09 0.11 0.12 0.08 0.08 0.15 0.08 0.16 0.95	QUANTITY
esrj-104741	184	4	4	CARDINAL
esrj-104741	184	5	the liao river gini	ORG
esrj-104741	184	6	0.21	CARDINAL
esrj-104741	184	7	0.16	CARDINAL
esrj-104741	184	8	0.14	CARDINAL
esrj-104741	184	9	0.15	CARDINAL
esrj-104741	184	10	0.14	CARDINAL
esrj-104741	184	11	0.13 s1 0.12	QUANTITY
esrj-104741	184	12	0.12 movable	QUANTITY
esrj-104741	184	13	0.10 movable	QUANTITY
esrj-104741	184	14	0.11	CARDINAL
esrj-104741	184	15	0.09	CARDINAL
esrj-104741	184	16	0.09	CARDINAL
esrj-104741	184	17	0.07	CARDINAL
esrj-104741	184	18	0.08	CARDINAL
esrj-104741	184	19	0.07 s1 0.08	QUANTITY
esrj-104741	184	20	0.06	CARDINAL
esrj-104741	184	21	0.08 5	CARDINAL
esrj-104741	186	1	1	CARDINAL
esrj-104741	188	1	2	CARDINAL
esrj-104741	189	1	log2	WORK_OF_ART
esrj-104741	192	1	3	DATE
esrj-104741	193	1	0.95	CARDINAL
esrj-104741	193	2	89.9%-91.5%	PERCENT
esrj-104741	193	3	94.4%95.4%	PERCENT
esrj-104741	196	1	bengio	PERSON
esrj-104741	196	2	a., & vincent	ORG
esrj-104741	196	3	2012	DATE
esrj-104741	198	1	arxiv	ORG
esrj-104741	200	1	arxiv.1206.5538 breiman	PERSON
esrj-104741	200	2	l. (2001	ORG
esrj-104741	202	1	45	CARDINAL
esrj-104741	202	2	5	CARDINAL
esrj-104741	202	3	n. v.,	PERSON
esrj-104741	202	4	bowyer	ORG
esrj-104741	202	5	k. w.	PERSON
esrj-104741	202	6	2011	DATE
esrj-104741	204	1	16(1	CARDINAL
esrj-104741	204	2	321	CARDINAL
esrj-104741	205	1	cheng	PERSON
esrj-104741	205	2	k.	PERSON
esrj-104741	205	3	2007	DATE
esrj-104741	207	1	22(6	CARDINAL
esrj-104741	207	2	98	CARDINAL
esrj-104741	207	3	d. r.	NORP
esrj-104741	207	4	j. r.	PERSON
esrj-104741	207	5	2004	DATE
esrj-104741	209	1	157	CARDINAL
esrj-104741	210	1	džeroski	PERSON
esrj-104741	210	2	s., & ženko	ORG
esrj-104741	210	3	b.	PERSON
esrj-104741	210	4	2004	DATE
esrj-104741	211	1	54	DATE
esrj-104741	211	2	255–273	CARDINAL
esrj-104741	212	1	2012	DATE
esrj-104741	214	1	beijing	GPE
esrj-104741	215	1	tsinghua university	ORG
esrj-104741	216	1	kang	PERSON
esrj-104741	216	2	q., & lu	ORG
esrj-104741	216	3	2020	DATE
esrj-104741	218	1	39(2	CARDINAL
esrj-104741	218	2	398	CARDINAL
esrj-104741	219	1	lai	ORG
esrj-104741	219	2	q.	PERSON
esrj-104741	219	3	wei	PERSON
esrj-104741	219	4	2021	CARDINAL
esrj-104741	221	1	28(6	CARDINAL
esrj-104741	221	2	62	CARDINAL
esrj-104741	222	1	liang	PERSON
esrj-104741	222	2	j., chen	PERSON
esrj-104741	222	3	j., & zhang	ORG
esrj-104741	222	4	x.	PERSON
esrj-104741	222	5	2019	DATE
esrj-104741	224	1	tsinghua university	ORG
esrj-104741	224	2	59(7	DATE
esrj-104741	224	3	523-529	CARDINAL
esrj-104741	225	1	liu	PERSON
esrj-104741	225	2	liu	PERSON
esrj-104741	225	3	s., & ma	ORG
esrj-104741	225	4	q.	PERSON
esrj-104741	225	5	2019	DATE
esrj-104741	227	1	31(4	CARDINAL
esrj-104741	227	2	101	CARDINAL
esrj-104741	228	1	pedregosa	PERSON
esrj-104741	228	2	f.	PERSON
esrj-104741	228	3	a.	PERSON
esrj-104741	228	4	2012	DATE
esrj-104741	230	1	28252830	DATE
esrj-104741	231	1	su	PERSON
esrj-104741	231	2	2006	DATE
esrj-104741	233	1	551	CARDINAL
esrj-104741	234	1	wu	PERSON
esrj-104741	234	2	z.	PERSON
esrj-104741	234	3	x.	GPE
esrj-104741	234	4	2021	CARDINAL
esrj-104741	236	1	33(3),120	CARDINAL
esrj-104741	237	1	xing	PERSON
esrj-104741	237	2	zhou	PERSON
esrj-104741	237	3	2022	CARDINAL
esrj-104741	239	1	1	CARDINAL
esrj-104741	240	1	wang	PERSON
esrj-104741	240	2	wang	PERSON
esrj-104741	240	3	m., & tian	ORG
esrj-104741	240	4	s.	PERSON
esrj-104741	240	5	2021	CARDINAL
esrj-104741	241	1	coal rock	ORG
esrj-104741	241	2	kalman	PERSON
esrj-104741	242	1	40(12	CARDINAL
esrj-104741	242	2	208	CARDINAL
esrj-104741	243	1	wang	PERSON
esrj-104741	243	2	wang	PERSON
esrj-104741	243	3	r., & wie	ORG
esrj-104741	243	4	k.	PERSON
esrj-104741	243	5	2021	CARDINAL
esrj-104741	244	1	eastern	ORG
esrj-104741	244	2	8	CARDINAL
esrj-104741	245	1	xi’an shiyou university	ORG
esrj-104741	245	2	36(6	CARDINAL
esrj-104741	245	3	1-8	DATE
esrj-104741	246	1	zhao	PERSON
esrj-104741	246	2	m., jin	PERSON
esrj-104741	246	3	2021	CARDINAL
esrj-104741	248	1	56	CARDINAL
esrj-104741	249	1	zhong	PERSON
esrj-104741	249	2	t., & li	ORG
esrj-104741	249	3	2022	CARDINAL
esrj-104741	251	1	44(1	CARDINAL
esrj-104741	251	2	165	CARDINAL
esrj-104741	252	1	zhou	PERSON
esrj-104741	252	2	z.	PERSON
esrj-104741	252	3	2016	DATE
esrj-104741	254	1	beijing	GPE
esrj-104741	255	1	tsinghua university press	ORG
esrj-104741	256	1	zhou	PERSON
esrj-104741	256	2	x.	GPE
esrj-104741	256	3	zhang, z., & zhang	ORG
esrj-104741	258	1	36(6	CARDINAL
esrj-104741	258	2	127	CARDINAL