id	sid	tid	token	lemma	pos
ajst-5471	1	1	academic	academic	ADJ
ajst-5471	1	2	journal	journal	NOUN
ajst-5471	1	3	of	of	ADP
ajst-5471	1	4	science	science	NOUN
ajst-5471	1	5	and	and	CCONJ
ajst-5471	1	6	technology	technology	NOUN
ajst-5471	1	7	issn	issn	NOUN
ajst-5471	1	8	:	:	PUNCT
ajst-5471	1	9	2771	2771	NUM
ajst-5471	1	10	-	-	SYM
ajst-5471	1	11	3032	3032	NUM
ajst-5471	1	12	|	|	NOUN
ajst-5471	1	13	vol	vol	NOUN
ajst-5471	1	14	.	.	PROPN
ajst-5471	2	1	5	5	NUM
ajst-5471	2	2	,	,	PUNCT
ajst-5471	2	3	no	no	INTJ
ajst-5471	2	4	.	.	NOUN
ajst-5471	2	5	1	1	NUM
ajst-5471	2	6	,	,	PUNCT
ajst-5471	2	7	2023	2023	NUM
ajst-5471	2	8	128	128	NUM
ajst-5471	2	9	application	application	NOUN
ajst-5471	2	10	research	research	NOUN
ajst-5471	2	11	of	of	ADP
ajst-5471	2	12	data	datum	NOUN
ajst-5471	2	13	mining	mining	NOUN
ajst-5471	2	14	in	in	ADP
ajst-5471	2	15	mes	me	NOUN
ajst-5471	2	16	quality	quality	PROPN
ajst-5471	2	17	management	management	PROPN
ajst-5471	2	18	jiahai	jiahai	PROPN
ajst-5471	2	19	wang1	wang1	PROPN
ajst-5471	2	20	,	,	PUNCT
ajst-5471	2	21	guozhao	guozhao	NOUN
ajst-5471	2	22	xu1	xu1	PROPN
ajst-5471	2	23	,	,	PUNCT
ajst-5471	2	24	*	*	PUNCT
ajst-5471	2	25	1tongji	1tongji	NUM
ajst-5471	2	26	university	university	NOUN
ajst-5471	2	27	,	,	PUNCT
ajst-5471	2	28	shanghai	shanghai	PROPN
ajst-5471	2	29	201804	201804	NUM
ajst-5471	2	30	,	,	PUNCT
ajst-5471	2	31	china	china	PROPN
ajst-5471	2	32	*	*	PUNCT
ajst-5471	2	33	corresponding	correspond	VERB
ajst-5471	2	34	author	author	NOUN
ajst-5471	2	35	:	:	PUNCT
ajst-5471	3	1	guozhao	guozhao	PROPN
ajst-5471	3	2	xu	xu	PROPN
ajst-5471	3	3	abstract	abstract	PROPN
ajst-5471	3	4	:	:	PUNCT
ajst-5471	3	5	with	with	ADP
ajst-5471	3	6	the	the	DET
ajst-5471	3	7	increasing	increase	VERB
ajst-5471	3	8	market	market	NOUN
ajst-5471	3	9	competition	competition	NOUN
ajst-5471	3	10	,	,	PUNCT
ajst-5471	3	11	enterprises	enterprise	NOUN
ajst-5471	3	12	have	have	AUX
ajst-5471	3	13	continuously	continuously	ADV
ajst-5471	3	14	raised	raise	VERB
ajst-5471	3	15	the	the	DET
ajst-5471	3	16	requirements	requirement	NOUN
ajst-5471	3	17	for	for	ADP
ajst-5471	3	18	product	product	NOUN
ajst-5471	3	19	quality	quality	NOUN
ajst-5471	3	20	in	in	ADP
ajst-5471	3	21	order	order	NOUN
ajst-5471	3	22	to	to	PART
ajst-5471	3	23	gain	gain	VERB
ajst-5471	3	24	a	a	DET
ajst-5471	3	25	favorable	favorable	ADJ
ajst-5471	3	26	position	position	NOUN
ajst-5471	3	27	in	in	ADP
ajst-5471	3	28	the	the	DET
ajst-5471	3	29	market	market	NOUN
ajst-5471	3	30	competition	competition	NOUN
ajst-5471	3	31	.	.	PUNCT
ajst-5471	4	1	in	in	ADP
ajst-5471	4	2	industrial	industrial	ADJ
ajst-5471	4	3	production	production	NOUN
ajst-5471	4	4	,	,	PUNCT
ajst-5471	4	5	mes	me	NOUN
ajst-5471	4	6	quality	quality	PROPN
ajst-5471	4	7	information	information	NOUN
ajst-5471	4	8	management	management	NOUN
ajst-5471	4	9	mainly	mainly	ADV
ajst-5471	4	10	involves	involve	VERB
ajst-5471	4	11	the	the	DET
ajst-5471	4	12	collection	collection	NOUN
ajst-5471	4	13	,	,	PUNCT
ajst-5471	4	14	statistical	statistical	ADJ
ajst-5471	4	15	analysis	analysis	NOUN
ajst-5471	4	16	,	,	PUNCT
ajst-5471	4	17	and	and	CCONJ
ajst-5471	4	18	utilization	utilization	NOUN
ajst-5471	4	19	of	of	ADP
ajst-5471	4	20	information	information	NOUN
ajst-5471	4	21	data	datum	NOUN
ajst-5471	4	22	that	that	PRON
ajst-5471	4	23	affect	affect	VERB
ajst-5471	4	24	quality	quality	NOUN
ajst-5471	4	25	in	in	ADP
ajst-5471	4	26	daily	daily	ADJ
ajst-5471	4	27	production	production	NOUN
ajst-5471	4	28	.	.	PUNCT
ajst-5471	5	1	in	in	ADP
ajst-5471	5	2	actual	actual	ADJ
ajst-5471	5	3	industrial	industrial	ADJ
ajst-5471	5	4	production	production	NOUN
ajst-5471	5	5	,	,	PUNCT
ajst-5471	5	6	the	the	DET
ajst-5471	5	7	formation	formation	NOUN
ajst-5471	5	8	of	of	ADP
ajst-5471	5	9	product	product	NOUN
ajst-5471	5	10	quality	quality	NOUN
ajst-5471	5	11	is	be	AUX
ajst-5471	5	12	the	the	DET
ajst-5471	5	13	result	result	NOUN
ajst-5471	5	14	of	of	ADP
ajst-5471	5	15	the	the	DET
ajst-5471	5	16	interaction	interaction	NOUN
ajst-5471	5	17	of	of	ADP
ajst-5471	5	18	numerous	numerous	ADJ
ajst-5471	5	19	factors	factor	NOUN
ajst-5471	5	20	.	.	PUNCT
ajst-5471	6	1	due	due	ADP
ajst-5471	6	2	to	to	ADP
ajst-5471	6	3	the	the	DET
ajst-5471	6	4	many	many	ADJ
ajst-5471	6	5	factors	factor	NOUN
ajst-5471	6	6	and	and	CCONJ
ajst-5471	6	7	scenarios	scenario	NOUN
ajst-5471	6	8	involved	involve	VERB
ajst-5471	6	9	,	,	PUNCT
ajst-5471	6	10	traditional	traditional	ADJ
ajst-5471	6	11	data	datum	NOUN
ajst-5471	6	12	statistical	statistical	ADJ
ajst-5471	6	13	analysis	analysis	NOUN
ajst-5471	6	14	methods	method	NOUN
ajst-5471	6	15	can	can	AUX
ajst-5471	6	16	not	not	PART
ajst-5471	6	17	accurately	accurately	ADV
ajst-5471	6	18	and	and	CCONJ
ajst-5471	6	19	effectively	effectively	ADV
ajst-5471	6	20	analyze	analyze	VERB
ajst-5471	6	21	the	the	DET
ajst-5471	6	22	collected	collect	VERB
ajst-5471	6	23	relevant	relevant	ADJ
ajst-5471	6	24	data	datum	NOUN
ajst-5471	6	25	,	,	PUNCT
ajst-5471	6	26	and	and	CCONJ
ajst-5471	6	27	fail	fail	VERB
ajst-5471	6	28	to	to	PART
ajst-5471	6	29	fully	fully	ADV
ajst-5471	6	30	mine	mine	VERB
ajst-5471	6	31	the	the	DET
ajst-5471	6	32	value	value	NOUN
ajst-5471	6	33	of	of	ADP
ajst-5471	6	34	data	datum	NOUN
ajst-5471	6	35	.	.	PUNCT
ajst-5471	7	1	this	this	DET
ajst-5471	7	2	paper	paper	NOUN
ajst-5471	7	3	proposes	propose	VERB
ajst-5471	7	4	the	the	DET
ajst-5471	7	5	application	application	NOUN
ajst-5471	7	6	of	of	ADP
ajst-5471	7	7	data	datum	NOUN
ajst-5471	7	8	mining	mining	NOUN
ajst-5471	7	9	technology	technology	NOUN
ajst-5471	7	10	to	to	ADP
ajst-5471	7	11	mes	mes	PROPN
ajst-5471	7	12	quality	quality	NOUN
ajst-5471	7	13	information	information	NOUN
ajst-5471	7	14	management	management	NOUN
ajst-5471	7	15	systems	system	NOUN
ajst-5471	7	16	and	and	CCONJ
ajst-5471	7	17	elaborates	elaborate	VERB
ajst-5471	7	18	on	on	ADP
ajst-5471	7	19	the	the	DET
ajst-5471	7	20	use	use	NOUN
ajst-5471	7	21	of	of	ADP
ajst-5471	7	22	the	the	DET
ajst-5471	7	23	k	k	NOUN
ajst-5471	7	24	-	-	PUNCT
ajst-5471	7	25	means	means	NOUN
ajst-5471	7	26	algorithm	algorithm	NOUN
ajst-5471	7	27	and	and	CCONJ
ajst-5471	7	28	apriori	apriori	PROPN
ajst-5471	7	29	association	association	NOUN
ajst-5471	7	30	rule	rule	NOUN
ajst-5471	7	31	algorithm	algorithm	NOUN
ajst-5471	7	32	to	to	PART
ajst-5471	7	33	analyze	analyze	VERB
ajst-5471	7	34	the	the	DET
ajst-5471	7	35	related	relate	VERB
ajst-5471	7	36	processing	processing	NOUN
ajst-5471	7	37	rules	rule	NOUN
ajst-5471	7	38	of	of	ADP
ajst-5471	7	39	parts	part	NOUN
ajst-5471	7	40	in	in	ADP
ajst-5471	7	41	the	the	DET
ajst-5471	7	42	production	production	NOUN
ajst-5471	7	43	and	and	CCONJ
ajst-5471	7	44	processing	processing	NOUN
ajst-5471	7	45	process	process	NOUN
ajst-5471	7	46	.	.	PUNCT
ajst-5471	8	1	the	the	DET
ajst-5471	8	2	algorithm	algorithm	NOUN
ajst-5471	8	3	model	model	NOUN
ajst-5471	8	4	is	be	AUX
ajst-5471	8	5	used	use	VERB
ajst-5471	8	6	to	to	PART
ajst-5471	8	7	analyze	analyze	VERB
ajst-5471	8	8	the	the	DET
ajst-5471	8	9	actual	actual	ADJ
ajst-5471	8	10	production	production	NOUN
ajst-5471	8	11	and	and	CCONJ
ajst-5471	8	12	processing	processing	NOUN
ajst-5471	8	13	data	datum	NOUN
ajst-5471	8	14	of	of	ADP
ajst-5471	8	15	a	a	DET
ajst-5471	8	16	certain	certain	ADJ
ajst-5471	8	17	enterprise	enterprise	NOUN
ajst-5471	8	18	,	,	PUNCT
ajst-5471	8	19	and	and	CCONJ
ajst-5471	8	20	finally	finally	ADV
ajst-5471	8	21	,	,	PUNCT
ajst-5471	8	22	the	the	DET
ajst-5471	8	23	value	value	NOUN
ajst-5471	8	24	and	and	CCONJ
ajst-5471	8	25	application	application	NOUN
ajst-5471	8	26	of	of	ADP
ajst-5471	8	27	parts	part	NOUN
ajst-5471	8	28	association	association	NOUN
ajst-5471	8	29	processing	processing	NOUN
ajst-5471	8	30	rules	rule	NOUN
ajst-5471	8	31	in	in	ADP
ajst-5471	8	32	actual	actual	ADJ
ajst-5471	8	33	enterprise	enterprise	NOUN
ajst-5471	8	34	production	production	NOUN
ajst-5471	8	35	management	management	NOUN
ajst-5471	8	36	are	be	AUX
ajst-5471	8	37	summarized	summarize	VERB
ajst-5471	8	38	.	.	PUNCT
ajst-5471	9	1	keywords	keyword	NOUN
ajst-5471	9	2	:	:	PUNCT
ajst-5471	9	3	mes	me	NOUN
ajst-5471	9	4	quality	quality	NOUN
ajst-5471	9	5	management	management	NOUN
ajst-5471	9	6	system	system	NOUN
ajst-5471	9	7	;	;	PUNCT
ajst-5471	9	8	data	datum	NOUN
ajst-5471	9	9	mining	mining	NOUN
ajst-5471	9	10	;	;	PUNCT
ajst-5471	9	11	association	association	NOUN
ajst-5471	9	12	rules	rule	NOUN
ajst-5471	9	13	.	.	PUNCT
ajst-5471	10	1	1	1	X
ajst-5471	10	2	.	.	X
ajst-5471	10	3	introduction	introduction	NOUN
ajst-5471	10	4	quality	quality	NOUN
ajst-5471	10	5	management	management	NOUN
ajst-5471	10	6	is	be	AUX
ajst-5471	10	7	a	a	DET
ajst-5471	10	8	control	control	NOUN
ajst-5471	10	9	activity	activity	NOUN
ajst-5471	10	10	for	for	ADP
ajst-5471	10	11	the	the	DET
ajst-5471	10	12	production	production	NOUN
ajst-5471	10	13	and	and	CCONJ
ajst-5471	10	14	processing	processing	NOUN
ajst-5471	10	15	of	of	ADP
ajst-5471	10	16	products	product	NOUN
ajst-5471	10	17	.	.	PUNCT
ajst-5471	11	1	therefore	therefore	ADV
ajst-5471	11	2	,	,	PUNCT
ajst-5471	11	3	for	for	ADP
ajst-5471	11	4	general	general	ADJ
ajst-5471	11	5	production	production	NOUN
ajst-5471	11	6	activities	activity	NOUN
ajst-5471	11	7	,	,	PUNCT
ajst-5471	11	8	quality	quality	NOUN
ajst-5471	11	9	management	management	NOUN
ajst-5471	11	10	functional	functional	ADJ
ajst-5471	11	11	modules	module	NOUN
ajst-5471	11	12	should	should	AUX
ajst-5471	11	13	be	be	AUX
ajst-5471	11	14	defined	define	VERB
ajst-5471	11	15	based	base	VERB
ajst-5471	11	16	on	on	ADP
ajst-5471	11	17	the	the	DET
ajst-5471	11	18	quality	quality	NOUN
ajst-5471	11	19	characteristics	characteristic	NOUN
ajst-5471	11	20	of	of	ADP
ajst-5471	11	21	the	the	DET
ajst-5471	11	22	product	product	NOUN
ajst-5471	11	23	,	,	PUNCT
ajst-5471	11	24	and	and	CCONJ
ajst-5471	11	25	reasonable	reasonable	ADJ
ajst-5471	11	26	quality	quality	NOUN
ajst-5471	11	27	control	control	NOUN
ajst-5471	11	28	plans	plan	NOUN
ajst-5471	11	29	and	and	CCONJ
ajst-5471	11	30	process	process	NOUN
ajst-5471	11	31	control	control	NOUN
ajst-5471	11	32	standards	standard	NOUN
ajst-5471	11	33	should	should	AUX
ajst-5471	11	34	be	be	AUX
ajst-5471	11	35	established	establish	VERB
ajst-5471	11	36	.	.	PUNCT
ajst-5471	12	1	traditional	traditional	ADJ
ajst-5471	12	2	quality	quality	NOUN
ajst-5471	12	3	management	management	NOUN
ajst-5471	12	4	systems	system	NOUN
ajst-5471	12	5	have	have	AUX
ajst-5471	12	6	not	not	PART
ajst-5471	12	7	considered	consider	VERB
ajst-5471	12	8	statistical	statistical	ADJ
ajst-5471	12	9	analysis	analysis	NOUN
ajst-5471	12	10	of	of	ADP
ajst-5471	12	11	the	the	DET
ajst-5471	12	12	manufacturing	manufacturing	NOUN
ajst-5471	12	13	process	process	NOUN
ajst-5471	12	14	,	,	PUNCT
ajst-5471	12	15	but	but	CCONJ
ajst-5471	12	16	have	have	AUX
ajst-5471	12	17	only	only	ADV
ajst-5471	12	18	recorded	record	VERB
ajst-5471	12	19	quality	quality	NOUN
ajst-5471	12	20	data	datum	NOUN
ajst-5471	12	21	of	of	ADP
ajst-5471	12	22	the	the	DET
ajst-5471	12	23	enterprise	enterprise	NOUN
ajst-5471	12	24	,	,	PUNCT
ajst-5471	12	25	paying	pay	VERB
ajst-5471	12	26	little	little	ADJ
ajst-5471	12	27	attention	attention	NOUN
ajst-5471	12	28	to	to	ADP
ajst-5471	12	29	the	the	DET
ajst-5471	12	30	production	production	NOUN
ajst-5471	12	31	process	process	NOUN
ajst-5471	12	32	,	,	PUNCT
ajst-5471	12	33	which	which	PRON
ajst-5471	12	34	can	can	AUX
ajst-5471	12	35	not	not	PART
ajst-5471	12	36	meet	meet	VERB
ajst-5471	12	37	the	the	DET
ajst-5471	12	38	current	current	ADJ
ajst-5471	12	39	requirements	requirement	NOUN
ajst-5471	12	40	for	for	ADP
ajst-5471	12	41	quality	quality	NOUN
ajst-5471	12	42	and	and	CCONJ
ajst-5471	12	43	production	production	NOUN
ajst-5471	12	44	efficiency	efficiency	NOUN
ajst-5471	12	45	in	in	ADP
ajst-5471	12	46	production	production	NOUN
ajst-5471	12	47	management	management	NOUN
ajst-5471	12	48	.	.	PUNCT
ajst-5471	13	1	mes	me	NOUN
ajst-5471	13	2	quality	quality	PROPN
ajst-5471	13	3	management	management	NOUN
ajst-5471	13	4	system	system	NOUN
ajst-5471	13	5	realizes	realize	VERB
ajst-5471	13	6	the	the	DET
ajst-5471	13	7	sharing	sharing	NOUN
ajst-5471	13	8	of	of	ADP
ajst-5471	13	9	production	production	NOUN
ajst-5471	13	10	process	process	NOUN
ajst-5471	13	11	data	datum	NOUN
ajst-5471	13	12	and	and	CCONJ
ajst-5471	13	13	quality	quality	NOUN
ajst-5471	13	14	management	management	NOUN
ajst-5471	13	15	process	process	NOUN
ajst-5471	13	16	data	datum	NOUN
ajst-5471	13	17	.	.	PUNCT
ajst-5471	14	1	by	by	ADP
ajst-5471	14	2	applying	apply	VERB
ajst-5471	14	3	data	datum	NOUN
ajst-5471	14	4	mining	mining	NOUN
ajst-5471	14	5	technology	technology	NOUN
ajst-5471	14	6	to	to	ADP
ajst-5471	14	7	the	the	DET
ajst-5471	14	8	mes	me	NOUN
ajst-5471	14	9	quality	quality	NOUN
ajst-5471	14	10	management	management	NOUN
ajst-5471	14	11	system	system	NOUN
ajst-5471	14	12	,	,	PUNCT
ajst-5471	14	13	hidden	hide	VERB
ajst-5471	14	14	association	association	NOUN
ajst-5471	14	15	rules	rule	NOUN
ajst-5471	14	16	in	in	ADP
ajst-5471	14	17	the	the	DET
ajst-5471	14	18	part	part	NOUN
ajst-5471	14	19	machining	machining	NOUN
ajst-5471	14	20	process	process	NOUN
ajst-5471	14	21	can	can	AUX
ajst-5471	14	22	be	be	AUX
ajst-5471	14	23	excavated	excavate	VERB
ajst-5471	14	24	from	from	ADP
ajst-5471	14	25	the	the	DET
ajst-5471	14	26	data	datum	NOUN
ajst-5471	14	27	,	,	PUNCT
ajst-5471	14	28	which	which	PRON
ajst-5471	14	29	can	can	AUX
ajst-5471	14	30	be	be	AUX
ajst-5471	14	31	beneficial	beneficial	ADJ
ajst-5471	14	32	to	to	ADP
ajst-5471	14	33	the	the	DET
ajst-5471	14	34	optimization	optimization	NOUN
ajst-5471	14	35	of	of	ADP
ajst-5471	14	36	quality	quality	NOUN
ajst-5471	14	37	management	management	NOUN
ajst-5471	14	38	in	in	ADP
ajst-5471	14	39	enterprise	enterprise	NOUN
ajst-5471	14	40	production	production	NOUN
ajst-5471	14	41	and	and	CCONJ
ajst-5471	14	42	form	form	VERB
ajst-5471	14	43	a	a	DET
ajst-5471	14	44	closed	closed	ADJ
ajst-5471	14	45	-	-	PUNCT
ajst-5471	14	46	loop	loop	NOUN
ajst-5471	14	47	quality	quality	NOUN
ajst-5471	14	48	control	control	NOUN
ajst-5471	14	49	.	.	PUNCT
ajst-5471	15	1	2	2	X
ajst-5471	15	2	.	.	X
ajst-5471	15	3	data	datum	NOUN
ajst-5471	15	4	mining	mining	NOUN
ajst-5471	15	5	applied	apply	VERB
ajst-5471	15	6	to	to	ADP
ajst-5471	15	7	mes	mes	PROPN
ajst-5471	15	8	quality	quality	PROPN
ajst-5471	15	9	management	management	NOUN
ajst-5471	15	10	2.1	2.1	NUM
ajst-5471	15	11	.	.	PUNCT
ajst-5471	16	1	introduction	introduction	NOUN
ajst-5471	16	2	to	to	ADP
ajst-5471	16	3	data	data	NOUN
ajst-5471	16	4	mining	mining	NOUN
ajst-5471	16	5	and	and	CCONJ
ajst-5471	16	6	main	main	ADJ
ajst-5471	16	7	step	step	NOUN
ajst-5471	16	8	as	as	ADP
ajst-5471	16	9	a	a	DET
ajst-5471	16	10	cutting	cutting	NOUN
ajst-5471	16	11	-	-	PUNCT
ajst-5471	16	12	edge	edge	NOUN
ajst-5471	16	13	discipline	discipline	NOUN
ajst-5471	16	14	in	in	ADP
ajst-5471	16	15	computer	computer	NOUN
ajst-5471	16	16	science	science	NOUN
ajst-5471	16	17	,	,	PUNCT
ajst-5471	16	18	data	datum	NOUN
ajst-5471	16	19	mining	mining	NOUN
ajst-5471	16	20	is	be	AUX
ajst-5471	16	21	a	a	DET
ajst-5471	16	22	fusion	fusion	NOUN
ajst-5471	16	23	of	of	ADP
ajst-5471	16	24	ideas	idea	NOUN
ajst-5471	16	25	from	from	ADP
ajst-5471	16	26	statistics	statistic	NOUN
ajst-5471	16	27	,	,	PUNCT
ajst-5471	16	28	artificial	artificial	ADJ
ajst-5471	16	29	intelligence	intelligence	NOUN
ajst-5471	16	30	,	,	PUNCT
ajst-5471	16	31	machine	machine	NOUN
ajst-5471	16	32	learning	learning	NOUN
ajst-5471	16	33	,	,	PUNCT
ajst-5471	16	34	signal	signal	ADJ
ajst-5471	16	35	processing	processing	NOUN
ajst-5471	16	36	,	,	PUNCT
ajst-5471	16	37	optimization	optimization	NOUN
ajst-5471	16	38	,	,	PUNCT
ajst-5471	16	39	information	information	NOUN
ajst-5471	16	40	retrieval	retrieval	NOUN
ajst-5471	16	41	,	,	PUNCT
ajst-5471	16	42	and	and	CCONJ
ajst-5471	16	43	pattern	pattern	NOUN
ajst-5471	16	44	recognition	recognition	NOUN
ajst-5471	16	45	,	,	PUNCT
ajst-5471	16	46	enabled	enable	VERB
ajst-5471	16	47	by	by	ADP
ajst-5471	16	48	database	database	NOUN
ajst-5471	16	49	technology	technology	NOUN
ajst-5471	16	50	,	,	PUNCT
ajst-5471	16	51	parallel	parallel	ADJ
ajst-5471	16	52	computing	computing	NOUN
ajst-5471	16	53	,	,	PUNCT
ajst-5471	16	54	and	and	CCONJ
ajst-5471	16	55	distributed	distributed	ADJ
ajst-5471	16	56	computing	computing	NOUN
ajst-5471	16	57	.	.	PUNCT
ajst-5471	17	1	data	datum	NOUN
ajst-5471	17	2	mining	mining	NOUN
ajst-5471	17	3	refers	refer	VERB
ajst-5471	17	4	to	to	ADP
ajst-5471	17	5	the	the	DET
ajst-5471	17	6	process	process	NOUN
ajst-5471	17	7	of	of	ADP
ajst-5471	17	8	discovering	discover	VERB
ajst-5471	17	9	previously	previously	ADV
ajst-5471	17	10	unknown	unknown	ADJ
ajst-5471	17	11	useful	useful	ADJ
ajst-5471	17	12	patterns	pattern	NOUN
ajst-5471	17	13	and	and	CCONJ
ajst-5471	17	14	valuable	valuable	ADJ
ajst-5471	17	15	information	information	NOUN
ajst-5471	17	16	in	in	ADP
ajst-5471	17	17	large	large	ADJ
ajst-5471	17	18	data	datum	NOUN
ajst-5471	17	19	repositories	repository	NOUN
ajst-5471	17	20	.	.	PUNCT
ajst-5471	18	1	with	with	ADP
ajst-5471	18	2	the	the	DET
ajst-5471	18	3	development	development	NOUN
ajst-5471	18	4	of	of	ADP
ajst-5471	18	5	information	information	NOUN
ajst-5471	18	6	technology	technology	NOUN
ajst-5471	18	7	such	such	ADJ
ajst-5471	18	8	as	as	ADP
ajst-5471	18	9	the	the	DET
ajst-5471	18	10	internet	internet	NOUN
ajst-5471	18	11	,	,	PUNCT
ajst-5471	18	12	contemporary	contemporary	ADJ
ajst-5471	18	13	society	society	NOUN
ajst-5471	18	14	has	have	AUX
ajst-5471	18	15	entered	enter	VERB
ajst-5471	18	16	the	the	DET
ajst-5471	18	17	era	era	NOUN
ajst-5471	18	18	of	of	ADP
ajst-5471	18	19	big	big	ADJ
ajst-5471	18	20	data	datum	NOUN
ajst-5471	18	21	,	,	PUNCT
ajst-5471	18	22	and	and	CCONJ
ajst-5471	18	23	data	datum	NOUN
ajst-5471	18	24	mining	mining	NOUN
ajst-5471	18	25	technology	technology	NOUN
ajst-5471	18	26	has	have	AUX
ajst-5471	18	27	been	be	AUX
ajst-5471	18	28	widely	widely	ADV
ajst-5471	18	29	applied	apply	VERB
ajst-5471	18	30	in	in	ADP
ajst-5471	18	31	industrial	industrial	ADJ
ajst-5471	18	32	production	production	NOUN
ajst-5471	18	33	with	with	ADP
ajst-5471	18	34	broad	broad	ADJ
ajst-5471	18	35	application	application	NOUN
ajst-5471	18	36	prospects	prospect	NOUN
ajst-5471	18	37	.	.	PUNCT
ajst-5471	19	1	data	datum	NOUN
ajst-5471	19	2	mining	mining	NOUN
ajst-5471	19	3	is	be	AUX
ajst-5471	19	4	a	a	DET
ajst-5471	19	5	cutting	cut	VERB
ajst-5471	19	6	-	-	PUNCT
ajst-5471	19	7	edge	edge	NOUN
ajst-5471	19	8	discipline	discipline	NOUN
ajst-5471	19	9	in	in	ADP
ajst-5471	19	10	computer	computer	NOUN
ajst-5471	19	11	science	science	NOUN
ajst-5471	19	12	that	that	PRON
ajst-5471	19	13	integrates	integrate	VERB
ajst-5471	19	14	statistical	statistical	ADJ
ajst-5471	19	15	analysis	analysis	NOUN
ajst-5471	19	16	,	,	PUNCT
ajst-5471	19	17	artificial	artificial	ADJ
ajst-5471	19	18	intelligence	intelligence	NOUN
ajst-5471	19	19	,	,	PUNCT
ajst-5471	19	20	machine	machine	NOUN
ajst-5471	19	21	learning	learning	NOUN
ajst-5471	19	22	,	,	PUNCT
ajst-5471	19	23	signal	signal	ADJ
ajst-5471	19	24	processing	processing	NOUN
ajst-5471	19	25	,	,	PUNCT
ajst-5471	19	26	optimization	optimization	NOUN
ajst-5471	19	27	,	,	PUNCT
ajst-5471	19	28	information	information	NOUN
ajst-5471	19	29	retrieval	retrieval	NOUN
ajst-5471	19	30	,	,	PUNCT
ajst-5471	19	31	and	and	CCONJ
ajst-5471	19	32	pattern	pattern	NOUN
ajst-5471	19	33	recognition	recognition	NOUN
ajst-5471	19	34	.	.	PUNCT
ajst-5471	20	1	it	it	PRON
ajst-5471	20	2	relies	rely	VERB
ajst-5471	20	3	on	on	ADP
ajst-5471	20	4	the	the	DET
ajst-5471	20	5	technological	technological	ADJ
ajst-5471	20	6	support	support	NOUN
ajst-5471	20	7	of	of	ADP
ajst-5471	20	8	database	database	NOUN
ajst-5471	20	9	,	,	PUNCT
ajst-5471	20	10	parallel	parallel	ADJ
ajst-5471	20	11	computing	computing	NOUN
ajst-5471	20	12	,	,	PUNCT
ajst-5471	20	13	and	and	CCONJ
ajst-5471	20	14	distributed	distributed	ADJ
ajst-5471	20	15	computing	computing	NOUN
ajst-5471	20	16	.	.	PUNCT
ajst-5471	21	1	the	the	DET
ajst-5471	21	2	main	main	ADJ
ajst-5471	21	3	tasks	task	NOUN
ajst-5471	21	4	of	of	ADP
ajst-5471	21	5	data	datum	NOUN
ajst-5471	21	6	mining	mining	NOUN
ajst-5471	21	7	can	can	AUX
ajst-5471	21	8	be	be	AUX
ajst-5471	21	9	divided	divide	VERB
ajst-5471	21	10	into	into	ADP
ajst-5471	21	11	predictive	predictive	ADJ
ajst-5471	21	12	tasks	task	NOUN
ajst-5471	21	13	and	and	CCONJ
ajst-5471	21	14	descriptive	descriptive	ADJ
ajst-5471	21	15	tasks	task	NOUN
ajst-5471	21	16	.	.	PUNCT
ajst-5471	22	1	the	the	DET
ajst-5471	22	2	primary	primary	ADJ
ajst-5471	22	3	steps	step	NOUN
ajst-5471	22	4	in	in	ADP
ajst-5471	22	5	data	datum	NOUN
ajst-5471	22	6	mining	mining	NOUN
ajst-5471	22	7	are	be	AUX
ajst-5471	22	8	as	as	SCONJ
ajst-5471	22	9	follows	follow	VERB
ajst-5471	22	10	:	:	PUNCT
ajst-5471	22	11	(	(	PUNCT
ajst-5471	22	12	1	1	X
ajst-5471	22	13	)	)	PUNCT
ajst-5471	22	14	data	datum	NOUN
ajst-5471	22	15	preparation	preparation	NOUN
ajst-5471	22	16	:	:	PUNCT
ajst-5471	22	17	data	datum	NOUN
ajst-5471	22	18	preparation	preparation	NOUN
ajst-5471	22	19	involves	involve	VERB
ajst-5471	22	20	identifying	identify	VERB
ajst-5471	22	21	data	datum	NOUN
ajst-5471	22	22	objects	object	NOUN
ajst-5471	22	23	and	and	CCONJ
ajst-5471	22	24	data	datum	NOUN
ajst-5471	22	25	preprocessing	preprocessing	NOUN
ajst-5471	22	26	.	.	PUNCT
ajst-5471	23	1	firstly	firstly	ADV
ajst-5471	23	2	,	,	PUNCT
ajst-5471	23	3	the	the	DET
ajst-5471	23	4	data	data	NOUN
ajst-5471	23	5	mining	mining	NOUN
ajst-5471	23	6	object	object	NOUN
ajst-5471	23	7	needs	need	VERB
ajst-5471	23	8	to	to	PART
ajst-5471	23	9	be	be	AUX
ajst-5471	23	10	identified	identify	VERB
ajst-5471	23	11	.	.	PUNCT
ajst-5471	24	1	on	on	ADP
ajst-5471	24	2	the	the	DET
ajst-5471	24	3	basis	basis	NOUN
ajst-5471	24	4	of	of	ADP
ajst-5471	24	5	clarifying	clarify	VERB
ajst-5471	24	6	the	the	DET
ajst-5471	24	7	data	datum	NOUN
ajst-5471	24	8	mining	mining	NOUN
ajst-5471	24	9	object	object	NOUN
ajst-5471	24	10	and	and	CCONJ
ajst-5471	24	11	target	target	NOUN
ajst-5471	24	12	,	,	PUNCT
ajst-5471	24	13	useful	useful	ADJ
ajst-5471	24	14	information	information	NOUN
ajst-5471	24	15	can	can	AUX
ajst-5471	24	16	be	be	AUX
ajst-5471	24	17	obtained	obtain	VERB
ajst-5471	24	18	,	,	PUNCT
ajst-5471	24	19	and	and	CCONJ
ajst-5471	24	20	reasonable	reasonable	ADJ
ajst-5471	24	21	and	and	CCONJ
ajst-5471	24	22	feasible	feasible	ADJ
ajst-5471	24	23	decisions	decision	NOUN
ajst-5471	24	24	can	can	AUX
ajst-5471	24	25	be	be	AUX
ajst-5471	24	26	made	make	VERB
ajst-5471	24	27	.	.	PUNCT
ajst-5471	25	1	(	(	PUNCT
ajst-5471	25	2	2	2	X
ajst-5471	25	3	)	)	PUNCT
ajst-5471	25	4	data	datum	NOUN
ajst-5471	25	5	preprocessing	preprocessing	NOUN
ajst-5471	25	6	:	:	PUNCT
ajst-5471	25	7	due	due	ADP
ajst-5471	25	8	to	to	ADP
ajst-5471	25	9	the	the	DET
ajst-5471	25	10	fact	fact	NOUN
ajst-5471	25	11	that	that	SCONJ
ajst-5471	25	12	the	the	DET
ajst-5471	25	13	original	original	ADJ
ajst-5471	25	14	data	datum	NOUN
ajst-5471	25	15	may	may	AUX
ajst-5471	25	16	be	be	AUX
ajst-5471	25	17	incomplete	incomplete	ADJ
ajst-5471	25	18	,	,	PUNCT
ajst-5471	25	19	contain	contain	VERB
ajst-5471	25	20	anomalies	anomaly	NOUN
ajst-5471	25	21	,	,	PUNCT
ajst-5471	25	22	and	and	CCONJ
ajst-5471	25	23	duplicate	duplicate	ADJ
ajst-5471	25	24	data	datum	NOUN
ajst-5471	25	25	,	,	PUNCT
ajst-5471	25	26	it	it	PRON
ajst-5471	25	27	is	be	AUX
ajst-5471	25	28	necessary	necessary	ADJ
ajst-5471	25	29	to	to	PART
ajst-5471	25	30	preprocess	preprocess	VERB
ajst-5471	25	31	the	the	DET
ajst-5471	25	32	data	datum	NOUN
ajst-5471	25	33	before	before	ADP
ajst-5471	25	34	conducting	conduct	VERB
ajst-5471	25	35	data	datum	NOUN
ajst-5471	25	36	mining	mining	NOUN
ajst-5471	25	37	.	.	PUNCT
ajst-5471	26	1	the	the	DET
ajst-5471	26	2	main	main	ADJ
ajst-5471	26	3	methods	method	NOUN
ajst-5471	26	4	of	of	ADP
ajst-5471	26	5	data	datum	NOUN
ajst-5471	26	6	preprocessing	preprocessing	NOUN
ajst-5471	26	7	include	include	VERB
ajst-5471	26	8	data	datum	NOUN
ajst-5471	26	9	selection	selection	NOUN
ajst-5471	26	10	,	,	PUNCT
ajst-5471	26	11	data	datum	NOUN
ajst-5471	26	12	cleaning	cleaning	NOUN
ajst-5471	26	13	,	,	PUNCT
ajst-5471	26	14	data	datum	NOUN
ajst-5471	26	15	integration	integration	NOUN
ajst-5471	26	16	,	,	PUNCT
ajst-5471	26	17	data	data	NOUN
ajst-5471	26	18	transformation	transformation	NOUN
ajst-5471	26	19	,	,	PUNCT
ajst-5471	26	20	and	and	CCONJ
ajst-5471	26	21	data	datum	NOUN
ajst-5471	26	22	reduction	reduction	NOUN
ajst-5471	26	23	.	.	PUNCT
ajst-5471	27	1	the	the	DET
ajst-5471	27	2	main	main	ADJ
ajst-5471	27	3	purpose	purpose	NOUN
ajst-5471	27	4	of	of	ADP
ajst-5471	27	5	data	datum	NOUN
ajst-5471	27	6	preprocessing	preprocessing	NOUN
ajst-5471	27	7	is	be	AUX
ajst-5471	27	8	to	to	PART
ajst-5471	27	9	optimize	optimize	VERB
ajst-5471	27	10	the	the	DET
ajst-5471	27	11	data	data	NOUN
ajst-5471	27	12	analysis	analysis	NOUN
ajst-5471	27	13	of	of	ADP
ajst-5471	27	14	data	datum	NOUN
ajst-5471	27	15	mining	mining	NOUN
ajst-5471	27	16	,	,	PUNCT
ajst-5471	27	17	reduce	reduce	VERB
ajst-5471	27	18	analysis	analysis	NOUN
ajst-5471	27	19	costs	cost	NOUN
ajst-5471	27	20	,	,	PUNCT
ajst-5471	27	21	decrease	decrease	VERB
ajst-5471	27	22	time	time	NOUN
ajst-5471	27	23	,	,	PUNCT
ajst-5471	27	24	and	and	CCONJ
ajst-5471	27	25	improve	improve	VERB
ajst-5471	27	26	quality	quality	NOUN
ajst-5471	27	27	.	.	PUNCT
ajst-5471	28	1	after	after	ADP
ajst-5471	28	2	data	data	NOUN
ajst-5471	28	3	preprocessing	preprocessing	NOUN
ajst-5471	28	4	,	,	PUNCT
ajst-5471	28	5	data	datum	NOUN
ajst-5471	28	6	mining	mining	NOUN
ajst-5471	28	7	efficiency	efficiency	NOUN
ajst-5471	28	8	and	and	CCONJ
ajst-5471	28	9	quality	quality	NOUN
ajst-5471	28	10	can	can	AUX
ajst-5471	28	11	be	be	AUX
ajst-5471	28	12	effectively	effectively	ADV
ajst-5471	28	13	improved	improve	VERB
ajst-5471	28	14	.	.	PUNCT
ajst-5471	29	1	(	(	PUNCT
ajst-5471	29	2	3	3	X
ajst-5471	29	3	)	)	PUNCT
ajst-5471	29	4	data	datum	NOUN
ajst-5471	29	5	mining	mining	NOUN
ajst-5471	29	6	:	:	PUNCT
ajst-5471	29	7	after	after	ADP
ajst-5471	29	8	data	data	NOUN
ajst-5471	29	9	preprocessing	preprocessing	NOUN
ajst-5471	29	10	,	,	PUNCT
ajst-5471	29	11	the	the	DET
ajst-5471	29	12	data	datum	NOUN
ajst-5471	29	13	has	have	AUX
ajst-5471	29	14	met	meet	VERB
ajst-5471	29	15	the	the	DET
ajst-5471	29	16	basic	basic	ADJ
ajst-5471	29	17	requirements	requirement	NOUN
ajst-5471	29	18	of	of	ADP
ajst-5471	29	19	data	datum	NOUN
ajst-5471	29	20	mining	mining	NOUN
ajst-5471	29	21	.	.	PUNCT
ajst-5471	30	1	at	at	ADP
ajst-5471	30	2	this	this	DET
ajst-5471	30	3	stage	stage	NOUN
ajst-5471	30	4	,	,	PUNCT
ajst-5471	30	5	it	it	PRON
ajst-5471	30	6	is	be	AUX
ajst-5471	30	7	necessary	necessary	ADJ
ajst-5471	30	8	to	to	PART
ajst-5471	30	9	clarify	clarify	VERB
ajst-5471	30	10	the	the	DET
ajst-5471	30	11	task	task	NOUN
ajst-5471	30	12	type	type	NOUN
ajst-5471	30	13	based	base	VERB
ajst-5471	30	14	on	on	ADP
ajst-5471	30	15	the	the	DET
ajst-5471	30	16	requirements	requirement	NOUN
ajst-5471	30	17	and	and	CCONJ
ajst-5471	30	18	objectives	objective	NOUN
ajst-5471	30	19	of	of	ADP
ajst-5471	30	20	data	datum	NOUN
ajst-5471	30	21	mining	mining	NOUN
ajst-5471	30	22	and	and	CCONJ
ajst-5471	30	23	select	select	VERB
ajst-5471	30	24	appropriate	appropriate	ADJ
ajst-5471	30	25	data	datum	NOUN
ajst-5471	30	26	mining	mining	NOUN
ajst-5471	30	27	algorithms	algorithm	NOUN
ajst-5471	30	28	.	.	PUNCT
ajst-5471	31	1	by	by	ADP
ajst-5471	31	2	analyzing	analyze	VERB
ajst-5471	31	3	the	the	DET
ajst-5471	31	4	preprocessed	preprocesse	VERB
ajst-5471	31	5	data	datum	NOUN
ajst-5471	31	6	,	,	PUNCT
ajst-5471	31	7	valuable	valuable	ADJ
ajst-5471	31	8	information	information	NOUN
ajst-5471	31	9	for	for	ADP
ajst-5471	31	10	actual	actual	ADJ
ajst-5471	31	11	production	production	NOUN
ajst-5471	31	12	can	can	AUX
ajst-5471	31	13	be	be	AUX
ajst-5471	31	14	obtained	obtain	VERB
ajst-5471	31	15	,	,	PUNCT
ajst-5471	31	16	resulting	result	VERB
ajst-5471	31	17	in	in	ADP
ajst-5471	31	18	benefits	benefit	NOUN
ajst-5471	31	19	for	for	ADP
ajst-5471	31	20	the	the	DET
ajst-5471	31	21	enterprise	enterprise	NOUN
ajst-5471	31	22	.	.	PUNCT
ajst-5471	32	1	(	(	PUNCT
ajst-5471	32	2	4	4	X
ajst-5471	32	3	)	)	PUNCT
ajst-5471	32	4	validation	validation	NOUN
ajst-5471	32	5	and	and	CCONJ
ajst-5471	32	6	application	application	NOUN
ajst-5471	32	7	:	:	PUNCT
ajst-5471	32	8	after	after	SCONJ
ajst-5471	32	9	the	the	DET
ajst-5471	32	10	data	data	PROPN
ajst-5471	32	11	mining	mining	NOUN
ajst-5471	32	12	model	model	NOUN
ajst-5471	32	13	is	be	AUX
ajst-5471	32	14	established	establish	VERB
ajst-5471	32	15	,	,	PUNCT
ajst-5471	32	16	it	it	PRON
ajst-5471	32	17	is	be	AUX
ajst-5471	32	18	necessary	necessary	ADJ
ajst-5471	32	19	to	to	PART
ajst-5471	32	20	explain	explain	VERB
ajst-5471	32	21	and	and	CCONJ
ajst-5471	32	22	evaluate	evaluate	VERB
ajst-5471	32	23	the	the	DET
ajst-5471	32	24	model	model	NOUN
ajst-5471	32	25	.	.	PUNCT
ajst-5471	33	1	actual	actual	ADJ
ajst-5471	33	2	production	production	NOUN
ajst-5471	33	3	data	datum	NOUN
ajst-5471	33	4	can	can	AUX
ajst-5471	33	5	be	be	AUX
ajst-5471	33	6	used	use	VERB
ajst-5471	33	7	to	to	PART
ajst-5471	33	8	verify	verify	VERB
ajst-5471	33	9	the	the	DET
ajst-5471	33	10	accuracy	accuracy	NOUN
ajst-5471	33	11	of	of	ADP
ajst-5471	33	12	the	the	DET
ajst-5471	33	13	model	model	NOUN
ajst-5471	33	14	,	,	PUNCT
ajst-5471	33	15	and	and	CCONJ
ajst-5471	33	16	the	the	DET
ajst-5471	33	17	established	establish	VERB
ajst-5471	33	18	model	model	NOUN
ajst-5471	33	19	can	can	AUX
ajst-5471	33	20	be	be	AUX
ajst-5471	33	21	explained	explain	VERB
ajst-5471	33	22	to	to	PART
ajst-5471	33	23	help	help	VERB
ajst-5471	33	24	users	user	NOUN
ajst-5471	33	25	understand	understand	VERB
ajst-5471	33	26	the	the	DET
ajst-5471	33	27	model	model	NOUN
ajst-5471	33	28	.	.	PUNCT
ajst-5471	34	1	129	129	NUM
ajst-5471	34	2	2.2	2.2	NUM
ajst-5471	34	3	.	.	PUNCT
ajst-5471	35	1	functional	functional	ADJ
ajst-5471	35	2	module	module	NOUN
ajst-5471	35	3	design	design	NOUN
ajst-5471	35	4	of	of	ADP
ajst-5471	35	5	mes	me	NOUN
ajst-5471	35	6	quality	quality	NOUN
ajst-5471	35	7	management	management	NOUN
ajst-5471	35	8	system	system	NOUN
ajst-5471	35	9	integrated	integrate	VERB
ajst-5471	35	10	with	with	ADP
ajst-5471	35	11	data	datum	NOUN
ajst-5471	35	12	mining	mining	NOUN
ajst-5471	35	13	technology	technology	NOUN
ajst-5471	35	14	the	the	DET
ajst-5471	35	15	application	application	NOUN
ajst-5471	35	16	of	of	ADP
ajst-5471	35	17	data	datum	NOUN
ajst-5471	35	18	mining	mining	NOUN
ajst-5471	35	19	techniques	technique	NOUN
ajst-5471	35	20	to	to	ADP
ajst-5471	35	21	mes	mes	X
ajst-5471	35	22	(	(	PUNCT
ajst-5471	35	23	manufacturing	manufacturing	NOUN
ajst-5471	35	24	execution	execution	NOUN
ajst-5471	35	25	system	system	NOUN
ajst-5471	35	26	)	)	PUNCT
ajst-5471	35	27	quality	quality	NOUN
ajst-5471	35	28	management	management	NOUN
ajst-5471	35	29	systems	system	NOUN
ajst-5471	35	30	has	have	AUX
ajst-5471	35	31	become	become	VERB
ajst-5471	35	32	increasingly	increasingly	ADV
ajst-5471	35	33	popular	popular	ADJ
ajst-5471	35	34	in	in	ADP
ajst-5471	35	35	recent	recent	ADJ
ajst-5471	35	36	years	year	NOUN
ajst-5471	35	37	.	.	PUNCT
ajst-5471	36	1	in	in	ADP
ajst-5471	36	2	particular	particular	ADJ
ajst-5471	36	3	,	,	PUNCT
ajst-5471	36	4	the	the	DET
ajst-5471	36	5	use	use	NOUN
ajst-5471	36	6	of	of	ADP
ajst-5471	36	7	association	association	NOUN
ajst-5471	36	8	rule	rule	NOUN
ajst-5471	36	9	mining	mining	NOUN
ajst-5471	36	10	based	base	VERB
ajst-5471	36	11	on	on	ADP
ajst-5471	36	12	the	the	DET
ajst-5471	36	13	kmeans	kmeans	PROPN
ajst-5471	36	14	algorithm	algorithm	NOUN
ajst-5471	36	15	has	have	AUX
ajst-5471	36	16	been	be	AUX
ajst-5471	36	17	shown	show	VERB
ajst-5471	36	18	to	to	PART
ajst-5471	36	19	be	be	AUX
ajst-5471	36	20	an	an	DET
ajst-5471	36	21	effective	effective	ADJ
ajst-5471	36	22	method	method	NOUN
ajst-5471	36	23	for	for	ADP
ajst-5471	36	24	analyzing	analyze	VERB
ajst-5471	36	25	data	datum	NOUN
ajst-5471	36	26	and	and	CCONJ
ajst-5471	36	27	identifying	identify	VERB
ajst-5471	36	28	related	related	ADJ
ajst-5471	36	29	factors	factor	NOUN
ajst-5471	36	30	that	that	PRON
ajst-5471	36	31	influence	influence	VERB
ajst-5471	36	32	quality	quality	NOUN
ajst-5471	36	33	.	.	PUNCT
ajst-5471	37	1	by	by	ADP
ajst-5471	37	2	doing	do	VERB
ajst-5471	37	3	so	so	ADV
ajst-5471	37	4	,	,	PUNCT
ajst-5471	37	5	this	this	DET
ajst-5471	37	6	approach	approach	NOUN
ajst-5471	37	7	can	can	AUX
ajst-5471	37	8	significantly	significantly	ADV
ajst-5471	37	9	improve	improve	VERB
ajst-5471	37	10	the	the	DET
ajst-5471	37	11	intelligence	intelligence	NOUN
ajst-5471	37	12	level	level	NOUN
ajst-5471	37	13	of	of	ADP
ajst-5471	37	14	mes	me	NOUN
ajst-5471	37	15	quality	quality	NOUN
ajst-5471	37	16	management	management	NOUN
ajst-5471	37	17	systems	system	NOUN
ajst-5471	37	18	,	,	PUNCT
ajst-5471	37	19	more	more	ADV
ajst-5471	37	20	effectively	effectively	ADV
ajst-5471	37	21	mine	mine	VERB
ajst-5471	37	22	the	the	DET
ajst-5471	37	23	value	value	NOUN
ajst-5471	37	24	of	of	ADP
ajst-5471	37	25	quality	quality	NOUN
ajst-5471	37	26	data	datum	NOUN
ajst-5471	37	27	,	,	PUNCT
ajst-5471	37	28	and	and	CCONJ
ajst-5471	37	29	overcome	overcome	VERB
ajst-5471	37	30	the	the	DET
ajst-5471	37	31	limitations	limitation	NOUN
ajst-5471	37	32	of	of	ADP
ajst-5471	37	33	manual	manual	ADJ
ajst-5471	37	34	statistical	statistical	ADJ
ajst-5471	37	35	data	datum	NOUN
ajst-5471	37	36	analysis	analysis	NOUN
ajst-5471	37	37	.	.	PUNCT
ajst-5471	38	1	moreover	moreover	ADV
ajst-5471	38	2	,	,	PUNCT
ajst-5471	38	3	integrating	integrate	VERB
ajst-5471	38	4	data	datum	NOUN
ajst-5471	38	5	mining	mining	NOUN
ajst-5471	38	6	technologies	technology	NOUN
ajst-5471	38	7	into	into	ADP
ajst-5471	38	8	the	the	DET
ajst-5471	38	9	mes	me	NOUN
ajst-5471	38	10	quality	quality	NOUN
ajst-5471	38	11	management	management	NOUN
ajst-5471	38	12	system	system	NOUN
ajst-5471	38	13	can	can	AUX
ajst-5471	38	14	lead	lead	VERB
ajst-5471	38	15	to	to	ADP
ajst-5471	38	16	a	a	DET
ajst-5471	38	17	reduction	reduction	NOUN
ajst-5471	38	18	in	in	ADP
ajst-5471	38	19	labor	labor	NOUN
ajst-5471	38	20	costs	cost	NOUN
ajst-5471	38	21	and	and	CCONJ
ajst-5471	38	22	help	help	VERB
ajst-5471	38	23	enterprises	enterprise	NOUN
ajst-5471	38	24	to	to	PART
ajst-5471	38	25	better	well	ADV
ajst-5471	38	26	manage	manage	VERB
ajst-5471	38	27	production	production	NOUN
ajst-5471	38	28	.	.	PUNCT
ajst-5471	39	1	the	the	DET
ajst-5471	39	2	functional	functional	ADJ
ajst-5471	39	3	model	model	NOUN
ajst-5471	39	4	of	of	ADP
ajst-5471	39	5	the	the	DET
ajst-5471	39	6	mes	me	NOUN
ajst-5471	39	7	quality	quality	NOUN
ajst-5471	39	8	management	management	NOUN
ajst-5471	39	9	system	system	NOUN
ajst-5471	39	10	with	with	ADP
ajst-5471	39	11	integrated	integrated	ADJ
ajst-5471	39	12	data	data	NOUN
ajst-5471	39	13	mining	mining	NOUN
ajst-5471	39	14	technology	technology	NOUN
ajst-5471	39	15	is	be	AUX
ajst-5471	39	16	illustrated	illustrate	VERB
ajst-5471	39	17	in	in	ADP
ajst-5471	39	18	the	the	DET
ajst-5471	39	19	accompanying	accompanying	ADJ
ajst-5471	39	20	figure	figure	NOUN
ajst-5471	39	21	.	.	PUNCT
ajst-5471	40	1	data	datum	NOUN
ajst-5471	40	2	mining	mining	NOUN
ajst-5471	40	3	-	-	PUNCT
ajst-5471	40	4	based	base	VERB
ajst-5471	40	5	mes	me	NOUN
ajst-5471	40	6	quality	quality	NOUN
ajst-5471	40	7	management	management	NOUN
ajst-5471	40	8	system	system	NOUN
ajst-5471	40	9	system	system	NOUN
ajst-5471	40	10	data	datum	NOUN
ajst-5471	40	11	management	management	NOUN
ajst-5471	40	12	quality	quality	NOUN
ajst-5471	40	13	planning	planning	NOUN
ajst-5471	40	14	management	management	NOUN
ajst-5471	40	15	quality	quality	NOUN
ajst-5471	40	16	process	process	NOUN
ajst-5471	40	17	management	management	NOUN
ajst-5471	40	18	quality	quality	NOUN
ajst-5471	40	19	statistical	statistical	ADJ
ajst-5471	40	20	analysis	analysis	NOUN
ajst-5471	40	21	management	management	NOUN
ajst-5471	40	22	and	and	CCONJ
ajst-5471	40	23	improvement	improvement	NOUN
ajst-5471	40	24	of	of	ADP
ajst-5471	40	25	quality	quality	NOUN
ajst-5471	40	26	issues	issue	NOUN
ajst-5471	40	27	authori	authori	ADJ
ajst-5471	40	28	zation	zation	NOUN
ajst-5471	40	29	manage	manage	VERB
ajst-5471	40	30	ment	ment	ADJ
ajst-5471	40	31	basic	basic	ADJ
ajst-5471	40	32	informa	informa	NOUN
ajst-5471	40	33	tion	tion	NOUN
ajst-5471	40	34	manage	manage	NOUN
ajst-5471	40	35	ment	ment	PROPN
ajst-5471	40	36	datab	datab	PROPN
ajst-5471	40	37	ase	ase	PROPN
ajst-5471	41	1	maint	maint	PROPN
ajst-5471	41	2	enanc	enanc	PROPN
ajst-5471	41	3	e	e	NOUN
ajst-5471	41	4	quality	quality	NOUN
ajst-5471	41	5	system	system	NOUN
ajst-5471	41	6	plannin	plannin	NOUN
ajst-5471	41	7	g	g	PROPN
ajst-5471	41	8	develop	develop	VERB
ajst-5471	41	9	ment	ment	NOUN
ajst-5471	41	10	of	of	ADP
ajst-5471	41	11	quality	quality	NOUN
ajst-5471	41	12	policy	policy	NOUN
ajst-5471	41	13	qualit	qualit	VERB
ajst-5471	41	14	y	y	PROPN
ajst-5471	41	15	inspec	inspec	PROPN
ajst-5471	41	16	tion	tion	PROPN
ajst-5471	41	17	plan	plan	NOUN
ajst-5471	41	18	quality	quality	NOUN
ajst-5471	41	19	data	datum	NOUN
ajst-5471	41	20	collectio	collectio	NOUN
ajst-5471	41	21	n	n	PRON
ajst-5471	41	22	process	process	NOUN
ajst-5471	41	23	quality	quality	NOUN
ajst-5471	41	24	control	control	NOUN
ajst-5471	41	25	quality	quality	NOUN
ajst-5471	41	26	data	datum	NOUN
ajst-5471	41	27	mainten	mainten	VERB
ajst-5471	41	28	ance	ance	NOUN
ajst-5471	41	29	process	process	NOUN
ajst-5471	41	30	capabilit	capabilit	VERB
ajst-5471	41	31	y	y	PROPN
ajst-5471	41	32	analysis	analysis	NOUN
ajst-5471	41	33	statistic	statistic	NOUN
ajst-5471	41	34	al	al	PROPN
ajst-5471	41	35	analysis	analysis	NOUN
ajst-5471	41	36	of	of	ADP
ajst-5471	41	37	quality	quality	NOUN
ajst-5471	41	38	indicato	indicato	ADJ
ajst-5471	41	39	rs	rs	NOUN
ajst-5471	41	40	spc	spc	PROPN
ajst-5471	41	41	process	process	NOUN
ajst-5471	41	42	control	control	NOUN
ajst-5471	41	43	quality	quality	NOUN
ajst-5471	41	44	trend	trend	NOUN
ajst-5471	41	45	analysis	analysis	NOUN
ajst-5471	41	46	quality	quality	NOUN
ajst-5471	41	47	improve	improve	VERB
ajst-5471	41	48	ment	ment	NOUN
ajst-5471	41	49	measure	measure	NOUN
ajst-5471	41	50	s	s	PART
ajst-5471	41	51	association	association	NOUN
ajst-5471	41	52	rule	rule	NOUN
ajst-5471	41	53	mining	mining	NOUN
ajst-5471	41	54	and	and	CCONJ
ajst-5471	41	55	quality	quality	NOUN
ajst-5471	41	56	prediction	prediction	NOUN
ajst-5471	41	57	in	in	ADP
ajst-5471	41	58	manufacturing	manufacturing	NOUN
ajst-5471	41	59	product	product	NOUN
ajst-5471	41	60	ion	ion	NOUN
ajst-5471	41	61	process	process	NOUN
ajst-5471	41	62	data	datum	NOUN
ajst-5471	41	63	product	product	NOUN
ajst-5471	41	64	informati	informati	NOUN
ajst-5471	41	65	on	on	ADP
ajst-5471	41	66	and	and	CCONJ
ajst-5471	41	67	technical	technical	ADJ
ajst-5471	41	68	document	document	NOUN
ajst-5471	41	69	managem	managem	PROPN
ajst-5471	41	70	ent	ent	PROPN
ajst-5471	41	71	quality	quality	PROPN
ajst-5471	41	72	inspecti	inspecti	NOUN
ajst-5471	41	73	on	on	ADP
ajst-5471	41	74	plan	plan	NOUN
ajst-5471	41	75	design	design	NOUN
ajst-5471	41	76	of	of	ADP
ajst-5471	41	77	quality	quality	NOUN
ajst-5471	41	78	data	datum	NOUN
ajst-5471	41	79	wareho	wareho	NOUN
ajst-5471	41	80	use	use	VERB
ajst-5471	41	81	associatio	associatio	NOUN
ajst-5471	41	82	n	n	PRON
ajst-5471	41	83	rule	rule	NOUN
ajst-5471	41	84	mining	mining	NOUN
ajst-5471	41	85	in	in	ADP
ajst-5471	41	86	manufact	manufact	ADJ
ajst-5471	41	87	uring	uring	NOUN
ajst-5471	41	88	processes	process	VERB
ajst-5471	41	89	quality	quality	NOUN
ajst-5471	41	90	predicti	predicti	NOUN
ajst-5471	41	91	on	on	ADP
ajst-5471	41	92	nonconfor	nonconfor	ADP
ajst-5471	41	93	ming	ming	PROPN
ajst-5471	41	94	produ	produ	PROPN
ajst-5471	42	1	ct	ct	PROPN
ajst-5471	42	2	mana	mana	PROPN
ajst-5471	42	3	gemen	gemen	PROPN
ajst-5471	42	4	t	t	PROPN
ajst-5471	42	5	managem	managem	PROPN
ajst-5471	42	6	ent	ent	PROPN
ajst-5471	42	7	of	of	ADP
ajst-5471	42	8	productio	productio	PROPN
ajst-5471	42	9	n	n	PROPN
ajst-5471	42	10	equipmen	equipmen	PROPN
ajst-5471	42	11	t	t	PROPN
ajst-5471	42	12	maintena	maintena	NOUN
ajst-5471	42	13	nce	nce	NOUN
ajst-5471	42	14	figure	figure	NOUN
ajst-5471	42	15	1	1	NUM
ajst-5471	42	16	.	.	PUNCT
ajst-5471	42	17	functional	functional	ADJ
ajst-5471	42	18	model	model	NOUN
ajst-5471	42	19	of	of	ADP
ajst-5471	42	20	mes	mes	PROPN
ajst-5471	42	21	quality	quality	NOUN
ajst-5471	42	22	management	management	NOUN
ajst-5471	42	23	module	module	NOUN
ajst-5471	42	24	the	the	DET
ajst-5471	42	25	functional	functional	ADJ
ajst-5471	42	26	model	model	NOUN
ajst-5471	42	27	of	of	ADP
ajst-5471	42	28	the	the	DET
ajst-5471	42	29	mes	me	NOUN
ajst-5471	42	30	quality	quality	NOUN
ajst-5471	42	31	management	management	NOUN
ajst-5471	42	32	system	system	NOUN
ajst-5471	42	33	designed	design	VERB
ajst-5471	42	34	includes	include	VERB
ajst-5471	42	35	new	new	ADJ
ajst-5471	42	36	modules	module	NOUN
ajst-5471	42	37	for	for	ADP
ajst-5471	42	38	quality	quality	NOUN
ajst-5471	42	39	process	process	NOUN
ajst-5471	42	40	rule	rule	NOUN
ajst-5471	42	41	mining	mining	NOUN
ajst-5471	42	42	and	and	CCONJ
ajst-5471	42	43	quality	quality	NOUN
ajst-5471	42	44	prediction	prediction	NOUN
ajst-5471	42	45	.	.	PUNCT
ajst-5471	43	1	this	this	DET
ajst-5471	43	2	paper	paper	NOUN
ajst-5471	43	3	primarily	primarily	ADV
ajst-5471	43	4	focuses	focus	VERB
ajst-5471	43	5	on	on	ADP
ajst-5471	43	6	the	the	DET
ajst-5471	43	7	analysis	analysis	NOUN
ajst-5471	43	8	of	of	ADP
ajst-5471	43	9	the	the	DET
ajst-5471	43	10	quality	quality	NOUN
ajst-5471	43	11	process	process	NOUN
ajst-5471	43	12	rule	rule	NOUN
ajst-5471	43	13	mining	mining	NOUN
ajst-5471	43	14	module	module	NOUN
ajst-5471	43	15	,	,	PUNCT
ajst-5471	43	16	which	which	PRON
ajst-5471	43	17	aims	aim	VERB
ajst-5471	43	18	to	to	PART
ajst-5471	43	19	discover	discover	VERB
ajst-5471	43	20	the	the	DET
ajst-5471	43	21	association	association	NOUN
ajst-5471	43	22	rules	rule	NOUN
ajst-5471	43	23	in	in	ADP
ajst-5471	43	24	the	the	DET
ajst-5471	43	25	part	part	NOUN
ajst-5471	43	26	machining	machining	NOUN
ajst-5471	43	27	process	process	NOUN
ajst-5471	43	28	and	and	CCONJ
ajst-5471	43	29	proposes	propose	VERB
ajst-5471	43	30	a	a	DET
ajst-5471	43	31	novel	novel	ADJ
ajst-5471	43	32	association	association	NOUN
ajst-5471	43	33	rule	rule	NOUN
ajst-5471	43	34	mining	mining	NOUN
ajst-5471	43	35	algorithm	algorithm	NOUN
ajst-5471	43	36	model	model	NOUN
ajst-5471	43	37	based	base	VERB
ajst-5471	43	38	on	on	ADP
ajst-5471	43	39	the	the	DET
ajst-5471	43	40	k	k	NOUN
ajst-5471	43	41	-	-	PUNCT
ajst-5471	43	42	means	means	NOUN
ajst-5471	43	43	algorithm	algorithm	NOUN
ajst-5471	43	44	.	.	PUNCT
ajst-5471	44	1	3	3	X
ajst-5471	44	2	.	.	X
ajst-5471	44	3	application	application	NOUN
ajst-5471	44	4	of	of	ADP
ajst-5471	44	5	association	association	NOUN
ajst-5471	44	6	rules	rule	NOUN
ajst-5471	44	7	based	base	VERB
ajst-5471	44	8	on	on	ADP
ajst-5471	44	9	k	k	PROPN
ajst-5471	44	10	-	-	PUNCT
ajst-5471	44	11	means	means	NOUN
ajst-5471	44	12	algorithm	algorithm	NOUN
ajst-5471	44	13	in	in	ADP
ajst-5471	44	14	obtaining	obtain	VERB
ajst-5471	44	15	parts	part	NOUN
ajst-5471	44	16	processing	processing	NOUN
ajst-5471	44	17	rules	rule	NOUN
ajst-5471	44	18	this	this	DET
ajst-5471	44	19	paper	paper	NOUN
ajst-5471	44	20	proposes	propose	VERB
ajst-5471	44	21	a	a	DET
ajst-5471	44	22	rule	rule	NOUN
ajst-5471	44	23	mining	mining	NOUN
ajst-5471	44	24	model	model	NOUN
ajst-5471	44	25	for	for	ADP
ajst-5471	44	26	the	the	DET
ajst-5471	44	27	machining	machining	NOUN
ajst-5471	44	28	process	process	NOUN
ajst-5471	44	29	of	of	ADP
ajst-5471	44	30	parts	part	NOUN
ajst-5471	44	31	,	,	PUNCT
ajst-5471	44	32	which	which	PRON
ajst-5471	44	33	is	be	AUX
ajst-5471	44	34	composed	compose	VERB
ajst-5471	44	35	of	of	ADP
ajst-5471	44	36	clustering	clustering	NOUN
ajst-5471	44	37	and	and	CCONJ
ajst-5471	44	38	association	association	NOUN
ajst-5471	44	39	rule	rule	NOUN
ajst-5471	44	40	algorithms	algorithm	NOUN
ajst-5471	44	41	.	.	PUNCT
ajst-5471	45	1	the	the	DET
ajst-5471	45	2	clustering	clustering	ADJ
ajst-5471	45	3	algorithm	algorithm	NOUN
ajst-5471	45	4	is	be	AUX
ajst-5471	45	5	employed	employ	VERB
ajst-5471	45	6	to	to	PART
ajst-5471	45	7	analyze	analyze	VERB
ajst-5471	45	8	the	the	DET
ajst-5471	45	9	historical	historical	ADJ
ajst-5471	45	10	quality	quality	NOUN
ajst-5471	45	11	-	-	PUNCT
ajst-5471	45	12	related	relate	VERB
ajst-5471	45	13	data	datum	NOUN
ajst-5471	45	14	and	and	CCONJ
ajst-5471	45	15	calculate	calculate	VERB
ajst-5471	45	16	the	the	DET
ajst-5471	45	17	clustering	cluster	VERB
ajst-5471	45	18	centers	center	NOUN
ajst-5471	45	19	of	of	ADP
ajst-5471	45	20	qualified	qualified	ADJ
ajst-5471	45	21	,	,	PUNCT
ajst-5471	45	22	defective	defective	ADJ
ajst-5471	45	23	,	,	PUNCT
ajst-5471	45	24	and	and	CCONJ
ajst-5471	45	25	scrapped	scrapped	ADJ
ajst-5471	45	26	products	product	NOUN
ajst-5471	45	27	.	.	PUNCT
ajst-5471	46	1	by	by	ADP
ajst-5471	46	2	comparing	compare	VERB
ajst-5471	46	3	the	the	DET
ajst-5471	46	4	production	production	NOUN
ajst-5471	46	5	status	status	NOUN
ajst-5471	46	6	of	of	ADP
ajst-5471	46	7	the	the	DET
ajst-5471	46	8	current	current	ADJ
ajst-5471	46	9	product	product	NOUN
ajst-5471	46	10	with	with	ADP
ajst-5471	46	11	each	each	DET
ajst-5471	46	12	clustering	clustering	ADJ
ajst-5471	46	13	center	center	NOUN
ajst-5471	46	14	,	,	PUNCT
ajst-5471	46	15	the	the	DET
ajst-5471	46	16	production	production	NOUN
ajst-5471	46	17	status	status	NOUN
ajst-5471	46	18	of	of	ADP
ajst-5471	46	19	the	the	DET
ajst-5471	46	20	current	current	ADJ
ajst-5471	46	21	product	product	NOUN
ajst-5471	46	22	is	be	AUX
ajst-5471	46	23	classified	classify	VERB
ajst-5471	46	24	into	into	ADP
ajst-5471	46	25	its	its	PRON
ajst-5471	46	26	corresponding	correspond	VERB
ajst-5471	46	27	cluster	cluster	NOUN
ajst-5471	46	28	.	.	PUNCT
ajst-5471	47	1	sampling	sample	VERB
ajst-5471	47	2	in	in	ADP
ajst-5471	47	3	each	each	DET
ajst-5471	47	4	cluster	cluster	NOUN
ajst-5471	47	5	individually	individually	ADV
ajst-5471	47	6	can	can	AUX
ajst-5471	47	7	ensure	ensure	VERB
ajst-5471	47	8	the	the	DET
ajst-5471	47	9	consistency	consistency	NOUN
ajst-5471	47	10	of	of	ADP
ajst-5471	47	11	the	the	DET
ajst-5471	47	12	sample	sample	NOUN
ajst-5471	47	13	with	with	ADP
ajst-5471	47	14	the	the	DET
ajst-5471	47	15	overall	overall	ADJ
ajst-5471	47	16	distribution	distribution	NOUN
ajst-5471	47	17	.	.	PUNCT
ajst-5471	48	1	the	the	DET
ajst-5471	48	2	association	association	NOUN
ajst-5471	48	3	rule	rule	NOUN
ajst-5471	48	4	algorithm	algorithm	NOUN
ajst-5471	48	5	is	be	AUX
ajst-5471	48	6	used	use	VERB
ajst-5471	48	7	to	to	PART
ajst-5471	48	8	learn	learn	VERB
ajst-5471	48	9	and	and	CCONJ
ajst-5471	48	10	analyze	analyze	VERB
ajst-5471	48	11	the	the	DET
ajst-5471	48	12	historical	historical	ADJ
ajst-5471	48	13	data	datum	NOUN
ajst-5471	48	14	to	to	PART
ajst-5471	48	15	mine	mine	VERB
ajst-5471	48	16	the	the	DET
ajst-5471	48	17	hidden	hide	VERB
ajst-5471	48	18	relationships	relationship	NOUN
ajst-5471	48	19	among	among	ADP
ajst-5471	48	20	various	various	ADJ
ajst-5471	48	21	quality	quality	NOUN
ajst-5471	48	22	influencing	influence	VERB
ajst-5471	48	23	factors	factor	NOUN
ajst-5471	48	24	.	.	PUNCT
ajst-5471	49	1	the	the	DET
ajst-5471	49	2	discovered	discover	VERB
ajst-5471	49	3	rules	rule	NOUN
ajst-5471	49	4	will	will	AUX
ajst-5471	49	5	serve	serve	VERB
ajst-5471	49	6	as	as	ADP
ajst-5471	49	7	new	new	ADJ
ajst-5471	49	8	knowledge	knowledge	NOUN
ajst-5471	49	9	and	and	CCONJ
ajst-5471	49	10	rules	rule	NOUN
ajst-5471	49	11	to	to	PART
ajst-5471	49	12	guide	guide	VERB
ajst-5471	49	13	the	the	DET
ajst-5471	49	14	manufacturing	manufacturing	NOUN
ajst-5471	49	15	of	of	ADP
ajst-5471	49	16	new	new	ADJ
ajst-5471	49	17	products	product	NOUN
ajst-5471	49	18	and	and	CCONJ
ajst-5471	49	19	conduct	conduct	VERB
ajst-5471	49	20	quality	quality	NOUN
ajst-5471	49	21	prediction	prediction	NOUN
ajst-5471	49	22	,	,	PUNCT
ajst-5471	49	23	creating	create	VERB
ajst-5471	49	24	value	value	NOUN
ajst-5471	49	25	for	for	ADP
ajst-5471	49	26	enterprises	enterprise	NOUN
ajst-5471	49	27	.	.	PUNCT
ajst-5471	50	1	the	the	DET
ajst-5471	50	2	prediction	prediction	NOUN
ajst-5471	50	3	results	result	NOUN
ajst-5471	50	4	are	be	AUX
ajst-5471	50	5	obtained	obtain	VERB
ajst-5471	50	6	by	by	ADP
ajst-5471	50	7	combining	combine	VERB
ajst-5471	50	8	the	the	DET
ajst-5471	50	9	prediction	prediction	NOUN
ajst-5471	50	10	results	result	NOUN
ajst-5471	50	11	of	of	ADP
ajst-5471	50	12	clustering	clustering	NOUN
ajst-5471	50	13	and	and	CCONJ
ajst-5471	50	14	association	association	NOUN
ajst-5471	50	15	rule	rule	NOUN
ajst-5471	50	16	algorithms	algorithm	NOUN
ajst-5471	50	17	based	base	VERB
ajst-5471	50	18	on	on	ADP
ajst-5471	50	19	their	their	PRON
ajst-5471	50	20	historical	historical	ADJ
ajst-5471	50	21	prediction	prediction	NOUN
ajst-5471	50	22	accuracy	accuracy	NOUN
ajst-5471	50	23	.	.	PUNCT
ajst-5471	51	1	3.1	3.1	NUM
ajst-5471	51	2	.	.	PUNCT
ajst-5471	51	3	research	research	NOUN
ajst-5471	51	4	on	on	ADP
ajst-5471	51	5	association	association	NOUN
ajst-5471	51	6	rules	rule	NOUN
ajst-5471	51	7	algorithm	algorithm	NOUN
ajst-5471	51	8	based	base	VERB
ajst-5471	51	9	on	on	ADP
ajst-5471	51	10	k	k	PROPN
ajst-5471	51	11	-	-	PUNCT
ajst-5471	51	12	means	means	NOUN
ajst-5471	51	13	algorithm	algorithm	NOUN
ajst-5471	51	14	3.1.1	3.1.1	NUM
ajst-5471	51	15	.	.	PUNCT
ajst-5471	52	1	introduction	introduction	NOUN
ajst-5471	52	2	to	to	ADP
ajst-5471	52	3	k	k	ADJ
ajst-5471	52	4	-	-	PUNCT
ajst-5471	52	5	means	means	NOUN
ajst-5471	52	6	algorithm	algorithm	NOUN
ajst-5471	52	7	as	as	ADP
ajst-5471	52	8	a	a	DET
ajst-5471	52	9	commonly	commonly	ADV
ajst-5471	52	10	used	use	VERB
ajst-5471	52	11	algorithm	algorithm	NOUN
ajst-5471	52	12	in	in	ADP
ajst-5471	52	13	data	datum	NOUN
ajst-5471	52	14	mining	mining	NOUN
ajst-5471	52	15	,	,	PUNCT
ajst-5471	52	16	the	the	DET
ajst-5471	52	17	kmeans	kmeans	PROPN
ajst-5471	52	18	algorithm	algorithm	NOUN
ajst-5471	52	19	in	in	ADP
ajst-5471	52	20	clustering	clustering	ADJ
ajst-5471	52	21	methods	method	NOUN
ajst-5471	52	22	has	have	VERB
ajst-5471	52	23	the	the	DET
ajst-5471	52	24	characteristics	characteristic	NOUN
ajst-5471	52	25	of	of	ADP
ajst-5471	52	26	simplicity	simplicity	NOUN
ajst-5471	52	27	,	,	PUNCT
ajst-5471	52	28	easy	easy	ADJ
ajst-5471	52	29	understanding	understanding	NOUN
ajst-5471	52	30	,	,	PUNCT
ajst-5471	52	31	and	and	CCONJ
ajst-5471	52	32	efficient	efficient	ADJ
ajst-5471	52	33	data	datum	NOUN
ajst-5471	52	34	processing	processing	NOUN
ajst-5471	52	35	.	.	PUNCT
ajst-5471	53	1	clustering	clustering	NOUN
ajst-5471	53	2	can	can	AUX
ajst-5471	53	3	divide	divide	VERB
ajst-5471	53	4	data	datum	NOUN
ajst-5471	53	5	into	into	ADP
ajst-5471	53	6	meaningful	meaningful	ADJ
ajst-5471	53	7	clusters	cluster	NOUN
ajst-5471	53	8	,	,	PUNCT
ajst-5471	53	9	which	which	PRON
ajst-5471	53	10	is	be	AUX
ajst-5471	53	11	the	the	DET
ajst-5471	53	12	starting	starting	NOUN
ajst-5471	53	13	point	point	NOUN
ajst-5471	53	14	for	for	ADP
ajst-5471	53	15	solving	solve	VERB
ajst-5471	53	16	other	other	ADJ
ajst-5471	53	17	problems	problem	NOUN
ajst-5471	53	18	,	,	PUNCT
ajst-5471	53	19	and	and	CCONJ
ajst-5471	53	20	is	be	AUX
ajst-5471	53	21	widely	widely	ADV
ajst-5471	53	22	used	use	VERB
ajst-5471	53	23	in	in	ADP
ajst-5471	53	24	data	datum	NOUN
ajst-5471	53	25	mining	mining	NOUN
ajst-5471	53	26	.	.	PUNCT
ajst-5471	54	1	due	due	ADP
ajst-5471	54	2	to	to	ADP
ajst-5471	54	3	the	the	DET
ajst-5471	54	4	large	large	ADJ
ajst-5471	54	5	amount	amount	NOUN
ajst-5471	54	6	of	of	ADP
ajst-5471	54	7	data	datum	NOUN
ajst-5471	54	8	in	in	ADP
ajst-5471	54	9	the	the	DET
ajst-5471	54	10	production	production	NOUN
ajst-5471	54	11	process	process	NOUN
ajst-5471	54	12	,	,	PUNCT
ajst-5471	54	13	data	data	NOUN
ajst-5471	54	14	integration	integration	NOUN
ajst-5471	54	15	and	and	CCONJ
ajst-5471	54	16	inconsistency	inconsistency	NOUN
ajst-5471	54	17	,	,	PUNCT
ajst-5471	54	18	and	and	CCONJ
ajst-5471	54	19	the	the	DET
ajst-5471	54	20	high	high	ADJ
ajst-5471	54	21	real	real	ADJ
ajst-5471	54	22	-	-	PUNCT
ajst-5471	54	23	time	time	NOUN
ajst-5471	54	24	requirements	requirement	NOUN
ajst-5471	54	25	for	for	ADP
ajst-5471	54	26	data	datum	NOUN
ajst-5471	54	27	mining	mining	NOUN
ajst-5471	54	28	,	,	PUNCT
ajst-5471	54	29	this	this	DET
ajst-5471	54	30	paper	paper	NOUN
ajst-5471	54	31	proposes	propose	VERB
ajst-5471	54	32	a	a	DET
ajst-5471	54	33	k	k	ADJ
ajst-5471	54	34	-	-	PUNCT
ajst-5471	54	35	means	means	NOUN
ajst-5471	54	36	algorithm	algorithm	NOUN
ajst-5471	54	37	-	-	PUNCT
ajst-5471	54	38	based	base	VERB
ajst-5471	54	39	association	association	NOUN
ajst-5471	54	40	rule	rule	NOUN
ajst-5471	54	41	algorithm	algorithm	NOUN
ajst-5471	54	42	model	model	NOUN
ajst-5471	54	43	.	.	PUNCT
ajst-5471	55	1	firstly	firstly	ADV
ajst-5471	55	2	,	,	PUNCT
ajst-5471	55	3	the	the	DET
ajst-5471	55	4	k	k	NOUN
ajst-5471	55	5	-	-	PUNCT
ajst-5471	55	6	means	means	NOUN
ajst-5471	55	7	algorithm	algorithm	NOUN
ajst-5471	55	8	is	be	AUX
ajst-5471	55	9	used	use	VERB
ajst-5471	55	10	to	to	PART
ajst-5471	55	11	calculate	calculate	VERB
ajst-5471	55	12	the	the	DET
ajst-5471	55	13	clustering	clustering	ADJ
ajst-5471	55	14	centers	center	NOUN
ajst-5471	55	15	of	of	ADP
ajst-5471	55	16	qualified	qualified	ADJ
ajst-5471	55	17	products	product	NOUN
ajst-5471	55	18	,	,	PUNCT
ajst-5471	55	19	defective	defective	ADJ
ajst-5471	55	20	products	product	NOUN
ajst-5471	55	21	,	,	PUNCT
ajst-5471	55	22	and	and	CCONJ
ajst-5471	55	23	substandard	substandard	ADJ
ajst-5471	55	24	products[1	products[1	NOUN
ajst-5471	55	25	]	]	PUNCT
ajst-5471	55	26	.	.	PUNCT
ajst-5471	56	1	then	then	ADV
ajst-5471	56	2	,	,	PUNCT
ajst-5471	56	3	the	the	DET
ajst-5471	56	4	association	association	NOUN
ajst-5471	56	5	rule	rule	NOUN
ajst-5471	56	6	algorithm	algorithm	NOUN
ajst-5471	56	7	is	be	AUX
ajst-5471	56	8	applied	apply	VERB
ajst-5471	56	9	to	to	PART
ajst-5471	56	10	analyze	analyze	VERB
ajst-5471	56	11	the	the	DET
ajst-5471	56	12	relevant	relevant	ADJ
ajst-5471	56	13	data	datum	NOUN
ajst-5471	56	14	in	in	ADP
ajst-5471	56	15	the	the	DET
ajst-5471	56	16	machining	machining	NOUN
ajst-5471	56	17	process	process	NOUN
ajst-5471	56	18	of	of	ADP
ajst-5471	56	19	the	the	DET
ajst-5471	56	20	parts	part	NOUN
ajst-5471	56	21	.	.	PUNCT
ajst-5471	57	1	the	the	DET
ajst-5471	57	2	k	k	NOUN
ajst-5471	57	3	-	-	PUNCT
ajst-5471	57	4	means	means	NOUN
ajst-5471	57	5	algorithm	algorithm	NOUN
ajst-5471	57	6	,	,	PUNCT
ajst-5471	57	7	as	as	ADP
ajst-5471	57	8	a	a	DET
ajst-5471	57	9	commonly	commonly	ADV
ajst-5471	57	10	used	use	VERB
ajst-5471	57	11	algorithm	algorithm	NOUN
ajst-5471	57	12	in	in	ADP
ajst-5471	57	13	data	datum	NOUN
ajst-5471	57	14	mining	mining	NOUN
ajst-5471	57	15	,	,	PUNCT
ajst-5471	57	16	is	be	AUX
ajst-5471	57	17	characterized	characterize	VERB
ajst-5471	57	18	by	by	ADP
ajst-5471	57	19	its	its	PRON
ajst-5471	57	20	simplicity	simplicity	NOUN
ajst-5471	57	21	,	,	PUNCT
ajst-5471	57	22	ease	ease	NOUN
ajst-5471	57	23	of	of	ADP
ajst-5471	57	24	understanding	understanding	NOUN
ajst-5471	57	25	,	,	PUNCT
ajst-5471	57	26	and	and	CCONJ
ajst-5471	57	27	efficiency	efficiency	NOUN
ajst-5471	57	28	in	in	ADP
ajst-5471	57	29	handling	handle	VERB
ajst-5471	57	30	data	datum	NOUN
ajst-5471	57	31	.	.	PUNCT
ajst-5471	58	1	clustering	cluster	VERB
ajst-5471	58	2	data	datum	NOUN
ajst-5471	58	3	into	into	ADP
ajst-5471	58	4	meaningful	meaningful	ADJ
ajst-5471	58	5	clusters	cluster	NOUN
ajst-5471	58	6	is	be	AUX
ajst-5471	58	7	the	the	DET
ajst-5471	58	8	starting	starting	NOUN
ajst-5471	58	9	point	point	NOUN
ajst-5471	58	10	for	for	ADP
ajst-5471	58	11	solving	solve	VERB
ajst-5471	58	12	other	other	ADJ
ajst-5471	58	13	problems	problem	NOUN
ajst-5471	58	14	,	,	PUNCT
ajst-5471	58	15	and	and	CCONJ
ajst-5471	58	16	k	k	X
ajst-5471	58	17	-	-	PUNCT
ajst-5471	58	18	means	means	NOUN
ajst-5471	58	19	has	have	AUX
ajst-5471	58	20	been	be	AUX
ajst-5471	58	21	widely	widely	ADV
ajst-5471	58	22	applied	apply	VERB
ajst-5471	58	23	in	in	ADP
ajst-5471	58	24	data	datum	NOUN
ajst-5471	58	25	130	130	NUM
ajst-5471	58	26	mining	mining	NOUN
ajst-5471	58	27	.	.	PUNCT
ajst-5471	59	1	given	give	VERB
ajst-5471	59	2	a	a	DET
ajst-5471	59	3	dataset	dataset	NOUN
ajst-5471	59	4	𝑄	𝑄	NOUN
ajst-5471	59	5	𝑥	𝑥	PROPN
ajst-5471	59	6	,	,	PUNCT
ajst-5471	59	7	𝑥	𝑥	X
ajst-5471	59	8	,	,	PUNCT
ajst-5471	59	9	.	.	PUNCT
ajst-5471	59	10	.	.	PUNCT
ajst-5471	59	11	.	.	PUNCT
ajst-5471	60	1	,	,	PUNCT
ajst-5471	60	2	𝑥	𝑥	INTJ
ajst-5471	60	3	,	,	PUNCT
ajst-5471	60	4	the	the	DET
ajst-5471	60	5	k	k	NOUN
ajst-5471	60	6	-	-	PUNCT
ajst-5471	60	7	means	means	NOUN
ajst-5471	60	8	algorithm	algorithm	NOUN
ajst-5471	60	9	minimizes	minimize	VERB
ajst-5471	60	10	the	the	DET
ajst-5471	60	11	sum	sum	NOUN
ajst-5471	60	12	of	of	ADP
ajst-5471	60	13	squared	square	VERB
ajst-5471	60	14	errors	error	NOUN
ajst-5471	60	15	by	by	ADP
ajst-5471	60	16	partitioning	partition	VERB
ajst-5471	60	17	the	the	DET
ajst-5471	60	18	clusters	cluster	NOUN
ajst-5471	60	19	𝐶	𝐶	PROPN
ajst-5471	60	20	𝐶	𝐶	PROPN
ajst-5471	60	21	,	,	PUNCT
ajst-5471	60	22	𝐶	𝐶	PROPN
ajst-5471	60	23	,	,	PUNCT
ajst-5471	60	24	.	.	PUNCT
ajst-5471	60	25	.	.	PUNCT
ajst-5471	61	1	.	.	PUNCT
ajst-5471	62	1	,	,	PUNCT
ajst-5471	62	2	𝐶	𝐶	PROPN
ajst-5471	62	3	.	.	PUNCT
ajst-5471	62	4	2	2	NUM
ajst-5471	62	5	2	2	NUM
ajst-5471	62	6	1	1	NUM
ajst-5471	62	7	||	||	NOUN
ajst-5471	62	8	||	||	PUNCT
ajst-5471	63	1	i	i	PRON
ajst-5471	63	2	k	k	INTJ
ajst-5471	64	1	i	i	PRON
ajst-5471	64	2	i	i	INTJ
ajst-5471	64	3	x	x	VERB
ajst-5471	64	4	c	c	NOUN
ajst-5471	64	5	e	e	NOUN
ajst-5471	64	6	x	x	PUNCT
ajst-5471	64	7			NOUN
ajst-5471	64	8			NUM
ajst-5471	64	9			NOUN
ajst-5471	64	10			PRON
ajst-5471	64	11			PROPN
ajst-5471	64	12	(	(	PUNCT
ajst-5471	64	13	1	1	NUM
ajst-5471	64	14	)	)	PUNCT
ajst-5471	64	15	here	here	ADV
ajst-5471	64	16	,	,	PUNCT
ajst-5471	64	17	μ	μ	PROPN
ajst-5471	64	18	is	be	AUX
ajst-5471	64	19	the	the	DET
ajst-5471	64	20	mean	mean	ADJ
ajst-5471	64	21	vector	vector	NOUN
ajst-5471	64	22	of	of	ADP
ajst-5471	64	23	a	a	DET
ajst-5471	64	24	cluster	cluster	NOUN
ajst-5471	64	25	,	,	PUNCT
ajst-5471	64	26	and	and	CCONJ
ajst-5471	64	27	the	the	DET
ajst-5471	64	28	formula	formula	NOUN
ajst-5471	64	29	represents	represent	VERB
ajst-5471	64	30	the	the	DET
ajst-5471	64	31	closeness	closeness	NOUN
ajst-5471	64	32	between	between	ADP
ajst-5471	64	33	the	the	DET
ajst-5471	64	34	samples	sample	NOUN
ajst-5471	64	35	in	in	ADP
ajst-5471	64	36	a	a	DET
ajst-5471	64	37	cluster	cluster	NOUN
ajst-5471	64	38	and	and	CCONJ
ajst-5471	64	39	the	the	DET
ajst-5471	64	40	mean	mean	ADJ
ajst-5471	64	41	vector	vector	NOUN
ajst-5471	64	42	.	.	PUNCT
ajst-5471	65	1	a	a	DET
ajst-5471	65	2	smaller	small	ADJ
ajst-5471	65	3	value	value	NOUN
ajst-5471	65	4	of	of	ADP
ajst-5471	65	5	e	e	NOUN
ajst-5471	65	6	indicates	indicate	VERB
ajst-5471	65	7	higher	high	ADJ
ajst-5471	65	8	similarity	similarity	NOUN
ajst-5471	65	9	between	between	ADP
ajst-5471	65	10	the	the	DET
ajst-5471	65	11	samples	sample	NOUN
ajst-5471	65	12	in	in	ADP
ajst-5471	65	13	a	a	DET
ajst-5471	65	14	cluster	cluster	NOUN
ajst-5471	65	15	.	.	PUNCT
ajst-5471	66	1	to	to	PART
ajst-5471	66	2	obtain	obtain	VERB
ajst-5471	66	3	the	the	DET
ajst-5471	66	4	optimal	optimal	ADJ
ajst-5471	66	5	solution	solution	NOUN
ajst-5471	66	6	of	of	ADP
ajst-5471	66	7	e	e	NOUN
ajst-5471	66	8	,	,	PUNCT
ajst-5471	66	9	all	all	DET
ajst-5471	66	10	possible	possible	ADJ
ajst-5471	66	11	clusters	cluster	NOUN
ajst-5471	66	12	in	in	ADP
ajst-5471	66	13	the	the	DET
ajst-5471	66	14	sample	sample	NOUN
ajst-5471	66	15	set	set	VERB
ajst-5471	66	16	d	d	AUX
ajst-5471	66	17	need	need	VERB
ajst-5471	66	18	to	to	PART
ajst-5471	66	19	be	be	AUX
ajst-5471	66	20	partitioned	partition	VERB
ajst-5471	66	21	.	.	PUNCT
ajst-5471	67	1	the	the	DET
ajst-5471	67	2	k	k	NOUN
ajst-5471	67	3	-	-	PUNCT
ajst-5471	67	4	means	means	NOUN
ajst-5471	67	5	algorithm	algorithm	NOUN
ajst-5471	67	6	approximates	approximate	VERB
ajst-5471	67	7	the	the	DET
ajst-5471	67	8	value	value	NOUN
ajst-5471	67	9	of	of	ADP
ajst-5471	67	10	e	e	NOUN
ajst-5471	67	11	through	through	ADP
ajst-5471	67	12	a	a	DET
ajst-5471	67	13	greedy	greedy	ADJ
ajst-5471	67	14	strategy	strategy	NOUN
ajst-5471	67	15	and	and	CCONJ
ajst-5471	67	16	iterative	iterative	NOUN
ajst-5471	67	17	optimization[2	optimization[2	NOUN
ajst-5471	67	18	]	]	X
ajst-5471	67	19	.	.	PUNCT
ajst-5471	68	1	the	the	DET
ajst-5471	68	2	k	k	NOUN
ajst-5471	68	3	-	-	PUNCT
ajst-5471	68	4	means	means	NOUN
ajst-5471	68	5	algorithm	algorithm	NOUN
ajst-5471	68	6	can	can	AUX
ajst-5471	68	7	be	be	AUX
ajst-5471	68	8	summarized	summarize	VERB
ajst-5471	68	9	as	as	SCONJ
ajst-5471	68	10	follows	follow	VERB
ajst-5471	68	11	:	:	PUNCT
ajst-5471	68	12	(	(	PUNCT
ajst-5471	68	13	1	1	X
ajst-5471	68	14	)	)	PUNCT
ajst-5471	68	15	randomly	randomly	ADV
ajst-5471	68	16	select	select	ADJ
ajst-5471	68	17	k	k	ADP
ajst-5471	68	18	suitable	suitable	ADJ
ajst-5471	68	19	samples	sample	NOUN
ajst-5471	68	20	from	from	ADP
ajst-5471	68	21	the	the	DET
ajst-5471	68	22	sample	sample	NOUN
ajst-5471	68	23	set	set	VERB
ajst-5471	68	24	q	q	PROPN
ajst-5471	68	25	as	as	ADP
ajst-5471	68	26	the	the	DET
ajst-5471	68	27	initial	initial	ADJ
ajst-5471	68	28	mean	mean	ADJ
ajst-5471	68	29	vectors	vector	NOUN
ajst-5471	68	30	,	,	PUNCT
ajst-5471	68	31	also	also	ADV
ajst-5471	68	32	known	know	VERB
ajst-5471	68	33	as	as	ADP
ajst-5471	68	34	the	the	DET
ajst-5471	68	35	initial	initial	ADJ
ajst-5471	68	36	cluster	cluster	NOUN
ajst-5471	68	37	centers	center	NOUN
ajst-5471	68	38	.	.	PUNCT
ajst-5471	69	1	(	(	PUNCT
ajst-5471	69	2	2	2	X
ajst-5471	69	3	)	)	PUNCT
ajst-5471	69	4	for	for	ADP
ajst-5471	69	5	each	each	DET
ajst-5471	69	6	data	datum	NOUN
ajst-5471	69	7	point	point	NOUN
ajst-5471	69	8	in	in	ADP
ajst-5471	69	9	the	the	DET
ajst-5471	69	10	sample	sample	NOUN
ajst-5471	69	11	set	set	VERB
ajst-5471	69	12	q	q	NOUN
ajst-5471	69	13	,	,	PUNCT
ajst-5471	69	14	a	a	DET
ajst-5471	69	15	sphere	sphere	NOUN
ajst-5471	69	16	neighborhood	neighborhood	NOUN
ajst-5471	69	17	is	be	AUX
ajst-5471	69	18	defined	define	VERB
ajst-5471	69	19	with	with	ADP
ajst-5471	69	20	a	a	DET
ajst-5471	69	21	positive	positive	ADJ
ajst-5471	69	22	number	number	NOUN
ajst-5471	69	23	as	as	ADP
ajst-5471	69	24	the	the	DET
ajst-5471	69	25	radius	radius	NOUN
ajst-5471	69	26	,	,	PUNCT
ajst-5471	69	27	and	and	CCONJ
ajst-5471	69	28	the	the	DET
ajst-5471	69	29	number	number	NOUN
ajst-5471	69	30	of	of	ADP
ajst-5471	69	31	samples	sample	NOUN
ajst-5471	69	32	falling	fall	VERB
ajst-5471	69	33	within	within	ADP
ajst-5471	69	34	the	the	DET
ajst-5471	69	35	spherical	spherical	ADJ
ajst-5471	69	36	region	region	NOUN
ajst-5471	69	37	is	be	AUX
ajst-5471	69	38	the	the	DET
ajst-5471	69	39	density	density	NOUN
ajst-5471	69	40	of	of	ADP
ajst-5471	69	41	that	that	DET
ajst-5471	69	42	point	point	NOUN
ajst-5471	69	43	.	.	PUNCT
ajst-5471	70	1	choose	choose	VERB
ajst-5471	70	2	the	the	DET
ajst-5471	70	3	point	point	NOUN
ajst-5471	70	4	with	with	ADP
ajst-5471	70	5	the	the	DET
ajst-5471	70	6	highest	high	ADJ
ajst-5471	70	7	density	density	NOUN
ajst-5471	70	8	as	as	ADP
ajst-5471	70	9	the	the	DET
ajst-5471	70	10	first	first	ADJ
ajst-5471	70	11	initial	initial	ADJ
ajst-5471	70	12	cluster	cluster	NOUN
ajst-5471	70	13	center	center	NOUN
ajst-5471	70	14	.	.	PUNCT
ajst-5471	71	1	(	(	PUNCT
ajst-5471	71	2	3	3	X
ajst-5471	71	3	)	)	PUNCT
ajst-5471	71	4	compute	compute	NOUN
ajst-5471	71	5	the	the	DET
ajst-5471	71	6	mean	mean	ADJ
ajst-5471	71	7	value	value	NOUN
ajst-5471	71	8	of	of	ADP
ajst-5471	71	9	each	each	DET
ajst-5471	71	10	set	set	NOUN
ajst-5471	71	11	of	of	ADP
ajst-5471	71	12	cluster	cluster	NOUN
ajst-5471	71	13	centers	center	NOUN
ajst-5471	71	14	,	,	PUNCT
ajst-5471	71	15	and	and	CCONJ
ajst-5471	71	16	shift	shift	VERB
ajst-5471	71	17	the	the	DET
ajst-5471	71	18	associated	associated	ADJ
ajst-5471	71	19	cluster	cluster	NOUN
ajst-5471	71	20	centers	center	NOUN
ajst-5471	71	21	to	to	ADP
ajst-5471	71	22	the	the	DET
ajst-5471	71	23	position	position	NOUN
ajst-5471	71	24	of	of	ADP
ajst-5471	71	25	the	the	DET
ajst-5471	71	26	mean	mean	ADJ
ajst-5471	71	27	value	value	NOUN
ajst-5471	71	28	until	until	SCONJ
ajst-5471	71	29	the	the	DET
ajst-5471	71	30	clusters	cluster	NOUN
ajst-5471	71	31	or	or	CCONJ
ajst-5471	71	32	centroids	centroid	NOUN
ajst-5471	71	33	no	no	PRON
ajst-5471	71	34	longer	long	ADV
ajst-5471	71	35	change	change	VERB
ajst-5471	71	36	.	.	PUNCT
ajst-5471	72	1	n	n	PRON
ajst-5471	72	2	samples	sample	NOUN
ajst-5471	72	3	initialize	initialize	VERB
ajst-5471	72	4	,	,	PUNCT
ajst-5471	72	5	randomly	randomly	ADV
ajst-5471	72	6	select	select	ADJ
ajst-5471	72	7	k	k	PROPN
ajst-5471	72	8	centroids	centroid	NOUN
ajst-5471	72	9	calculate	calculate	VERB
ajst-5471	72	10	the	the	DET
ajst-5471	72	11	distance	distance	NOUN
ajst-5471	72	12	between	between	ADP
ajst-5471	72	13	a	a	DET
ajst-5471	72	14	data	data	NOUN
ajst-5471	72	15	sample	sample	NOUN
ajst-5471	72	16	and	and	CCONJ
ajst-5471	72	17	the	the	DET
ajst-5471	72	18	centroid	centroid	NOUN
ajst-5471	72	19	select	select	NOUN
ajst-5471	72	20	the	the	DET
ajst-5471	72	21	centroid	centroid	NOUN
ajst-5471	72	22	with	with	ADP
ajst-5471	72	23	the	the	DET
ajst-5471	72	24	shortest	short	ADJ
ajst-5471	72	25	distance	distance	NOUN
ajst-5471	72	26	as	as	ADP
ajst-5471	72	27	a	a	DET
ajst-5471	72	28	class	class	NOUN
ajst-5471	72	29	compute	compute	NOUN
ajst-5471	72	30	the	the	DET
ajst-5471	72	31	centroids	centroid	NOUN
ajst-5471	72	32	in	in	ADP
ajst-5471	72	33	the	the	DET
ajst-5471	72	34	new	new	ADJ
ajst-5471	72	35	class	class	NOUN
ajst-5471	72	36	output	output	NOUN
ajst-5471	72	37	clustering	clustering	NOUN
ajst-5471	72	38	results	result	NOUN
ajst-5471	72	39	and	and	CCONJ
ajst-5471	72	40	draw	draw	VERB
ajst-5471	72	41	each	each	DET
ajst-5471	72	42	category	category	NOUN
ajst-5471	72	43	finish	finish	VERB
ajst-5471	72	44	change	change	NOUN
ajst-5471	72	45	compared	compare	VERB
ajst-5471	72	46	with	with	ADP
ajst-5471	72	47	the	the	DET
ajst-5471	72	48	last	last	ADJ
ajst-5471	72	49	clustering	clustering	NOUN
ajst-5471	72	50	,	,	PUNCT
ajst-5471	72	51	check	check	VERB
ajst-5471	72	52	whether	whether	SCONJ
ajst-5471	72	53	the	the	DET
ajst-5471	72	54	clustering	clustering	NOUN
ajst-5471	72	55	results	result	NOUN
ajst-5471	72	56	have	have	AUX
ajst-5471	72	57	changed	change	VERB
ajst-5471	72	58	figure	figure	NOUN
ajst-5471	72	59	2	2	NUM
ajst-5471	72	60	.	.	PUNCT
ajst-5471	73	1	k	k	X
ajst-5471	73	2	-	-	PUNCT
ajst-5471	73	3	means	mean	VERB
ajst-5471	73	4	algorithm	algorithm	NOUN
ajst-5471	73	5	flow	flow	NOUN
ajst-5471	73	6	chart	chart	NOUN
ajst-5471	73	7	after	after	ADP
ajst-5471	73	8	applying	apply	VERB
ajst-5471	73	9	the	the	DET
ajst-5471	73	10	k	k	NOUN
ajst-5471	73	11	-	-	PUNCT
ajst-5471	73	12	means	means	NOUN
ajst-5471	73	13	algorithm	algorithm	NOUN
ajst-5471	73	14	,	,	PUNCT
ajst-5471	73	15	we	we	PRON
ajst-5471	73	16	can	can	AUX
ajst-5471	73	17	obtain	obtain	VERB
ajst-5471	73	18	the	the	DET
ajst-5471	73	19	cluster	cluster	NOUN
ajst-5471	73	20	centers	center	NOUN
ajst-5471	73	21	of	of	ADP
ajst-5471	73	22	qualified	qualified	ADJ
ajst-5471	73	23	products	product	NOUN
ajst-5471	73	24	,	,	PUNCT
ajst-5471	73	25	defective	defective	ADJ
ajst-5471	73	26	products	product	NOUN
ajst-5471	73	27	,	,	PUNCT
ajst-5471	73	28	and	and	CCONJ
ajst-5471	73	29	inferior	inferior	ADJ
ajst-5471	73	30	products	product	NOUN
ajst-5471	73	31	.	.	PUNCT
ajst-5471	74	1	by	by	ADP
ajst-5471	74	2	using	use	VERB
ajst-5471	74	3	the	the	DET
ajst-5471	74	4	association	association	NOUN
ajst-5471	74	5	rule	rule	NOUN
ajst-5471	74	6	algorithm	algorithm	NOUN
ajst-5471	74	7	,	,	PUNCT
ajst-5471	74	8	the	the	DET
ajst-5471	74	9	interdependence	interdependence	NOUN
ajst-5471	74	10	and	and	CCONJ
ajst-5471	74	11	correlation	correlation	NOUN
ajst-5471	74	12	between	between	ADP
ajst-5471	74	13	the	the	DET
ajst-5471	74	14	data	datum	NOUN
ajst-5471	74	15	that	that	PRON
ajst-5471	74	16	affects	affect	VERB
ajst-5471	74	17	the	the	DET
ajst-5471	74	18	quality	quality	NOUN
ajst-5471	74	19	can	can	AUX
ajst-5471	74	20	be	be	AUX
ajst-5471	74	21	analyzed	analyze	VERB
ajst-5471	74	22	.	.	PUNCT
ajst-5471	75	1	it	it	PRON
ajst-5471	75	2	is	be	AUX
ajst-5471	75	3	possible	possible	ADJ
ajst-5471	75	4	to	to	PART
ajst-5471	75	5	mine	mine	VERB
ajst-5471	75	6	the	the	DET
ajst-5471	75	7	value	value	NOUN
ajst-5471	75	8	of	of	ADP
ajst-5471	75	9	each	each	DET
ajst-5471	75	10	data	datum	NOUN
ajst-5471	75	11	item	item	NOUN
ajst-5471	75	12	set	set	VERB
ajst-5471	75	13	by	by	ADP
ajst-5471	75	14	analyzing	analyze	VERB
ajst-5471	75	15	the	the	DET
ajst-5471	75	16	association	association	NOUN
ajst-5471	75	17	relationships	relationship	NOUN
ajst-5471	75	18	between	between	ADP
ajst-5471	75	19	data	datum	NOUN
ajst-5471	75	20	item	item	NOUN
ajst-5471	75	21	sets	set	NOUN
ajst-5471	75	22	.	.	PUNCT
ajst-5471	76	1	the	the	DET
ajst-5471	76	2	association	association	NOUN
ajst-5471	76	3	rule	rule	NOUN
ajst-5471	76	4	algorithm	algorithm	NOUN
ajst-5471	76	5	is	be	AUX
ajst-5471	76	6	utilized	utilize	VERB
ajst-5471	76	7	to	to	PART
ajst-5471	76	8	analyze	analyze	VERB
ajst-5471	76	9	historical	historical	ADJ
ajst-5471	76	10	production	production	NOUN
ajst-5471	76	11	and	and	CCONJ
ajst-5471	76	12	processing	processing	NOUN
ajst-5471	76	13	data	datum	NOUN
ajst-5471	76	14	of	of	ADP
ajst-5471	76	15	parts	part	NOUN
ajst-5471	76	16	and	and	CCONJ
ajst-5471	76	17	extract	extract	VERB
ajst-5471	76	18	the	the	DET
ajst-5471	76	19	correlation	correlation	NOUN
ajst-5471	76	20	processing	processing	NOUN
ajst-5471	76	21	rules	rule	NOUN
ajst-5471	76	22	of	of	ADP
ajst-5471	76	23	the	the	DET
ajst-5471	76	24	parts	part	NOUN
ajst-5471	76	25	.	.	PUNCT
ajst-5471	77	1	3.1.2	3.1.2	X
ajst-5471	77	2	.	.	PUNCT
ajst-5471	78	1	introduction	introduction	NOUN
ajst-5471	78	2	to	to	ADP
ajst-5471	78	3	association	association	NOUN
ajst-5471	78	4	rules	rule	NOUN
ajst-5471	78	5	algorithms	algorithm	NOUN
ajst-5471	78	6	for	for	ADP
ajst-5471	78	7	a	a	DET
ajst-5471	78	8	given	give	VERB
ajst-5471	78	9	dataset	dataset	NOUN
ajst-5471	78	10	,	,	PUNCT
ajst-5471	78	11	an	an	DET
ajst-5471	78	12	itemset	itemset	NOUN
ajst-5471	78	13	is	be	AUX
ajst-5471	78	14	composed	compose	VERB
ajst-5471	78	15	of	of	ADP
ajst-5471	78	16	all	all	DET
ajst-5471	78	17	items	item	NOUN
ajst-5471	78	18	in𝐷	in𝐷	PROPN
ajst-5471	78	19	𝑑	𝑑	PROPN
ajst-5471	78	20	,	,	PUNCT
ajst-5471	78	21	𝑑	𝑑	PROPN
ajst-5471	78	22	,	,	PUNCT
ajst-5471	78	23	𝑑	𝑑	X
ajst-5471	78	24	,	,	PUNCT
ajst-5471	78	25	.	.	PUNCT
ajst-5471	78	26	.	.	PUNCT
ajst-5471	78	27	.	.	PUNCT
ajst-5471	79	1	,	,	PUNCT
ajst-5471	79	2	𝑑	𝑑	PROPN
ajst-5471	79	3	.a	.a	ADJ
ajst-5471	79	4	single	single	ADJ
ajst-5471	79	5	association	association	NOUN
ajst-5471	79	6	rule	rule	NOUN
ajst-5471	79	7	can	can	AUX
ajst-5471	79	8	be	be	AUX
ajst-5471	79	9	represented	represent	VERB
ajst-5471	79	10	as	as	ADP
ajst-5471	79	11	a→b	a→b	NUM
ajst-5471	79	12	,	,	PUNCT
ajst-5471	79	13	where	where	SCONJ
ajst-5471	79	14	a	a	PRON
ajst-5471	79	15	and	and	CCONJ
ajst-5471	79	16	b	b	NOUN
ajst-5471	79	17	are	be	AUX
ajst-5471	79	18	both	both	PRON
ajst-5471	79	19	subsets	subset	NOUN
ajst-5471	79	20	of	of	ADP
ajst-5471	79	21	itemset	itemset	NOUN
ajst-5471	79	22	1	1	NUM
ajst-5471	79	23	2	2	NUM
ajst-5471	79	24	3	3	NUM
ajst-5471	79	25	{	{	PUNCT
ajst-5471	79	26	,	,	PUNCT
ajst-5471	79	27	,	,	PUNCT
ajst-5471	79	28	,	,	PUNCT
ajst-5471	79	29	...	...	PUNCT
ajst-5471	79	30	,	,	PUNCT
ajst-5471	79	31	}	}	PUNCT
ajst-5471	79	32	nm	nm	ADP
ajst-5471	79	33	t	t	NOUN
ajst-5471	79	34	t	t	PROPN
ajst-5471	79	35	t	t	PROPN
ajst-5471	79	36	t	t	PROPN
ajst-5471	79	37	,	,	PUNCT
ajst-5471	79	38	and	and	CCONJ
ajst-5471	79	39	a	a	PRON
ajst-5471	79	40	and	and	CCONJ
ajst-5471	79	41	b	b	NOUN
ajst-5471	79	42	are	be	AUX
ajst-5471	79	43	disjoint	disjoint	NOUN
ajst-5471	79	44	.	.	PUNCT
ajst-5471	80	1	association	association	NOUN
ajst-5471	80	2	rule	rule	NOUN
ajst-5471	80	3	analysis	analysis	NOUN
ajst-5471	80	4	algorithms	algorithm	NOUN
ajst-5471	80	5	rely	rely	VERB
ajst-5471	80	6	on	on	ADP
ajst-5471	80	7	two	two	NUM
ajst-5471	80	8	important	important	ADJ
ajst-5471	80	9	evaluation	evaluation	NOUN
ajst-5471	80	10	metrics	metric	NOUN
ajst-5471	80	11	,	,	PUNCT
ajst-5471	80	12	namely	namely	ADV
ajst-5471	80	13	support	support	NOUN
ajst-5471	80	14	and	and	CCONJ
ajst-5471	80	15	confidence[3	confidence[3	PRON
ajst-5471	80	16	]	]	PUNCT
ajst-5471	80	17	.	.	PUNCT
ajst-5471	81	1	support	support	NOUN
ajst-5471	81	2	is	be	AUX
ajst-5471	81	3	primarily	primarily	ADV
ajst-5471	81	4	used	use	VERB
ajst-5471	81	5	to	to	PART
ajst-5471	81	6	indicate	indicate	VERB
ajst-5471	81	7	the	the	DET
ajst-5471	81	8	proportion	proportion	NOUN
ajst-5471	81	9	of	of	ADP
ajst-5471	81	10	transactions	transaction	NOUN
ajst-5471	81	11	that	that	PRON
ajst-5471	81	12	contain	contain	VERB
ajst-5471	81	13	the	the	DET
ajst-5471	81	14	itemset	itemset	NOUN
ajst-5471	81	15	in	in	ADP
ajst-5471	81	16	the	the	DET
ajst-5471	81	17	entire	entire	ADJ
ajst-5471	81	18	transaction	transaction	NOUN
ajst-5471	81	19	set	set	VERB
ajst-5471	81	20	.	.	PUNCT
ajst-5471	82	1	it	it	PRON
ajst-5471	82	2	can	can	AUX
ajst-5471	82	3	be	be	AUX
ajst-5471	82	4	denoted	denote	VERB
ajst-5471	82	5	by	by	ADP
ajst-5471	82	6	the	the	DET
ajst-5471	82	7	following	follow	VERB
ajst-5471	82	8	equation	equation	NOUN
ajst-5471	82	9	:	:	PUNCT
ajst-5471	82	10	b	b	X
ajst-5471	82	11	(	(	PUNCT
ajst-5471	82	12	)	)	PUNCT
ajst-5471	83	1	d	d	NOUN
ajst-5471	83	2	a	a	DET
ajst-5471	83	3	sup	sup	NOUN
ajst-5471	83	4	a	a	DET
ajst-5471	83	5	b	b	PROPN
ajst-5471	83	6			NOUN
ajst-5471	83	7			PROPN
ajst-5471	83	8			VERB
ajst-5471	83	9			PROPN
ajst-5471	83	10	(	(	PUNCT
ajst-5471	83	11	2	2	X
ajst-5471	83	12	)	)	PUNCT
ajst-5471	83	13	confidence	confidence	NOUN
ajst-5471	83	14	is	be	AUX
ajst-5471	83	15	a	a	DET
ajst-5471	83	16	key	key	ADJ
ajst-5471	83	17	evaluation	evaluation	NOUN
ajst-5471	83	18	metric	metric	NOUN
ajst-5471	83	19	used	use	VERB
ajst-5471	83	20	in	in	ADP
ajst-5471	83	21	association	association	NOUN
ajst-5471	83	22	rule	rule	NOUN
ajst-5471	83	23	analysis	analysis	NOUN
ajst-5471	83	24	,	,	PUNCT
ajst-5471	83	25	which	which	PRON
ajst-5471	83	26	measures	measure	VERB
ajst-5471	83	27	the	the	DET
ajst-5471	83	28	proportion	proportion	NOUN
ajst-5471	83	29	of	of	ADP
ajst-5471	83	30	transactions	transaction	NOUN
ajst-5471	83	31	that	that	PRON
ajst-5471	83	32	contain	contain	VERB
ajst-5471	83	33	both	both	PRON
ajst-5471	83	34	a	a	PRON
ajst-5471	83	35	and	and	CCONJ
ajst-5471	83	36	b	b	NOUN
ajst-5471	83	37	,	,	PUNCT
ajst-5471	83	38	relative	relative	ADJ
ajst-5471	83	39	to	to	ADP
ajst-5471	83	40	the	the	DET
ajst-5471	83	41	proportion	proportion	NOUN
ajst-5471	83	42	of	of	ADP
ajst-5471	83	43	transactions	transaction	NOUN
ajst-5471	83	44	that	that	PRON
ajst-5471	83	45	contain	contain	VERB
ajst-5471	83	46	only	only	ADV
ajst-5471	83	47	a.	a.	NOUN
ajst-5471	84	1	it	it	PRON
ajst-5471	84	2	is	be	AUX
ajst-5471	84	3	represented	represent	VERB
ajst-5471	84	4	as	as	ADP
ajst-5471	84	5	:	:	PUNCT
ajst-5471	84	6	(	(	PUNCT
ajst-5471	84	7	)	)	PUNCT
ajst-5471	84	8	(	(	PUNCT
ajst-5471	84	9	)	)	PUNCT
ajst-5471	84	10	(	(	PUNCT
ajst-5471	84	11	)	)	PUNCT
ajst-5471	84	12	sup	sup	NOUN
ajst-5471	84	13	a	a	DET
ajst-5471	84	14	b	b	NOUN
ajst-5471	84	15	conf	conf	NOUN
ajst-5471	84	16	a	a	DET
ajst-5471	84	17	b	b	PROPN
ajst-5471	84	18	sup	sup	NOUN
ajst-5471	84	19	a	a	DET
ajst-5471	84	20			NOUN
ajst-5471	85	1			VERB
ajst-5471	85	2			PROPN
ajst-5471	85	3			PROPN
ajst-5471	85	4			PROPN
ajst-5471	85	5	(	(	PUNCT
ajst-5471	85	6	3	3	NUM
ajst-5471	85	7	)	)	PUNCT
ajst-5471	85	8	in	in	ADP
ajst-5471	85	9	order	order	NOUN
ajst-5471	85	10	to	to	PART
ajst-5471	85	11	ensure	ensure	VERB
ajst-5471	85	12	the	the	DET
ajst-5471	85	13	effectiveness	effectiveness	NOUN
ajst-5471	85	14	of	of	ADP
ajst-5471	85	15	rules	rule	NOUN
ajst-5471	85	16	,	,	PUNCT
ajst-5471	85	17	traditional	traditional	ADJ
ajst-5471	85	18	association	association	NOUN
ajst-5471	85	19	rules	rule	NOUN
ajst-5471	85	20	mined	mine	VERB
ajst-5471	85	21	from	from	ADP
ajst-5471	85	22	data	datum	NOUN
ajst-5471	85	23	must	must	AUX
ajst-5471	85	24	satisfy	satisfy	VERB
ajst-5471	85	25	threshold	threshold	NOUN
ajst-5471	85	26	requirements	requirement	NOUN
ajst-5471	85	27	of	of	ADP
ajst-5471	85	28	support	support	NOUN
ajst-5471	85	29	and	and	CCONJ
ajst-5471	85	30	confidence	confidence	NOUN
ajst-5471	85	31	.	.	PUNCT
ajst-5471	86	1	however	however	ADV
ajst-5471	86	2	,	,	PUNCT
ajst-5471	86	3	the	the	DET
ajst-5471	86	4	"	"	PUNCT
ajst-5471	86	5	support	support	NOUN
ajst-5471	86	6	-	-	PUNCT
ajst-5471	86	7	confidence	confidence	NOUN
ajst-5471	86	8	"	"	PUNCT
ajst-5471	86	9	framework	framework	NOUN
ajst-5471	86	10	may	may	AUX
ajst-5471	86	11	lead	lead	VERB
ajst-5471	86	12	to	to	ADP
ajst-5471	86	13	the	the	DET
ajst-5471	86	14	generation	generation	NOUN
ajst-5471	86	15	of	of	ADP
ajst-5471	86	16	some	some	DET
ajst-5471	86	17	meaningless	meaningless	ADJ
ajst-5471	86	18	and	and	CCONJ
ajst-5471	86	19	valueless	valueless	NOUN
ajst-5471	86	20	association	association	NOUN
ajst-5471	86	21	rules	rule	NOUN
ajst-5471	86	22	.	.	PUNCT
ajst-5471	87	1	therefore	therefore	ADV
ajst-5471	87	2	,	,	PUNCT
ajst-5471	87	3	some	some	DET
ajst-5471	87	4	new	new	ADJ
ajst-5471	87	5	evaluation	evaluation	NOUN
ajst-5471	87	6	metrics	metric	NOUN
ajst-5471	87	7	have	have	AUX
ajst-5471	87	8	been	be	AUX
ajst-5471	87	9	proposed	propose	VERB
ajst-5471	87	10	to	to	PART
ajst-5471	87	11	measure	measure	VERB
ajst-5471	87	12	the	the	DET
ajst-5471	87	13	quality	quality	NOUN
ajst-5471	87	14	of	of	ADP
ajst-5471	87	15	rules	rule	NOUN
ajst-5471	87	16	.	.	PUNCT
ajst-5471	88	1	lift	lift	NOUN
ajst-5471	88	2	is	be	AUX
ajst-5471	88	3	a	a	DET
ajst-5471	88	4	measure	measure	NOUN
ajst-5471	88	5	of	of	ADP
ajst-5471	88	6	the	the	DET
ajst-5471	88	7	increase	increase	NOUN
ajst-5471	88	8	in	in	ADP
ajst-5471	88	9	probability	probability	NOUN
ajst-5471	88	10	of	of	ADP
ajst-5471	88	11	occurrence	occurrence	NOUN
ajst-5471	88	12	of	of	ADP
ajst-5471	88	13	the	the	DET
ajst-5471	88	14	consequent	consequent	ADJ
ajst-5471	88	15	itemset	itemset	NOUN
ajst-5471	88	16	b	b	NOUN
ajst-5471	88	17	,	,	PUNCT
ajst-5471	88	18	given	give	VERB
ajst-5471	88	19	that	that	SCONJ
ajst-5471	88	20	the	the	DET
ajst-5471	88	21	antecedent	antecedent	NOUN
ajst-5471	88	22	itemset	itemset	VERB
ajst-5471	88	23	a	a	PRON
ajst-5471	88	24	is	be	AUX
ajst-5471	88	25	known	know	VERB
ajst-5471	88	26	to	to	PART
ajst-5471	88	27	be	be	AUX
ajst-5471	88	28	present	present	ADJ
ajst-5471	88	29	in	in	ADP
ajst-5471	88	30	the	the	DET
ajst-5471	88	31	transactions	transaction	NOUN
ajst-5471	88	32	.	.	PUNCT
ajst-5471	89	1	it	it	PRON
ajst-5471	89	2	is	be	AUX
ajst-5471	89	3	calculated	calculate	VERB
ajst-5471	89	4	as	as	ADP
ajst-5471	89	5	the	the	DET
ajst-5471	89	6	ratio	ratio	NOUN
ajst-5471	89	7	of	of	ADP
ajst-5471	89	8	the	the	DET
ajst-5471	89	9	joint	joint	ADJ
ajst-5471	89	10	probability	probability	NOUN
ajst-5471	89	11	of	of	ADP
ajst-5471	89	12	a	a	PRON
ajst-5471	89	13	and	and	CCONJ
ajst-5471	89	14	b	b	NOUN
ajst-5471	89	15	to	to	ADP
ajst-5471	89	16	the	the	DET
ajst-5471	89	17	product	product	NOUN
ajst-5471	89	18	of	of	ADP
ajst-5471	89	19	the	the	DET
ajst-5471	89	20	probabilities	probability	NOUN
ajst-5471	89	21	of	of	ADP
ajst-5471	89	22	a	a	PRON
ajst-5471	89	23	and	and	CCONJ
ajst-5471	89	24	b.	b.	NOUN
ajst-5471	89	25	the	the	DET
ajst-5471	89	26	formula	formula	NOUN
ajst-5471	89	27	for	for	ADP
ajst-5471	89	28	calculating	calculate	VERB
ajst-5471	89	29	lift	lift	NOUN
ajst-5471	89	30	is	be	AUX
ajst-5471	89	31	:	:	PUNCT
ajst-5471	89	32	(	(	PUNCT
ajst-5471	89	33	)	)	PUNCT
ajst-5471	89	34	(	(	PUNCT
ajst-5471	89	35	)	)	PUNCT
ajst-5471	89	36	(	(	PUNCT
ajst-5471	89	37	b	b	X
ajst-5471	89	38	)	)	PUNCT
ajst-5471	89	39	conf	conf	NOUN
ajst-5471	89	40	a	a	DET
ajst-5471	89	41	b	b	NOUN
ajst-5471	89	42	lift	lift	NOUN
ajst-5471	89	43	a	a	DET
ajst-5471	89	44	b	b	NOUN
ajst-5471	89	45	sup	sup	NOUN
ajst-5471	89	46			PROPN
ajst-5471	90	1			PROPN
ajst-5471	90	2			PROPN
ajst-5471	90	3			PROPN
ajst-5471	90	4			NUM
ajst-5471	90	5	(	(	PUNCT
ajst-5471	90	6	4	4	X
ajst-5471	90	7	)	)	PUNCT
ajst-5471	90	8	lift	lift	NOUN
ajst-5471	90	9	is	be	AUX
ajst-5471	90	10	a	a	DET
ajst-5471	90	11	measure	measure	NOUN
ajst-5471	90	12	of	of	ADP
ajst-5471	90	13	the	the	DET
ajst-5471	90	14	degree	degree	NOUN
ajst-5471	90	15	of	of	ADP
ajst-5471	90	16	association	association	NOUN
ajst-5471	90	17	between	between	ADP
ajst-5471	90	18	the	the	DET
ajst-5471	90	19	antecedent	antecedent	NOUN
ajst-5471	90	20	and	and	CCONJ
ajst-5471	90	21	consequent	consequent	NOUN
ajst-5471	90	22	of	of	ADP
ajst-5471	90	23	an	an	DET
ajst-5471	90	24	association	association	NOUN
ajst-5471	90	25	rule	rule	NOUN
ajst-5471	90	26	.	.	PUNCT
ajst-5471	91	1	a	a	DET
ajst-5471	91	2	value	value	NOUN
ajst-5471	91	3	greater	great	ADJ
ajst-5471	91	4	than	than	ADP
ajst-5471	91	5	1	1	NUM
ajst-5471	91	6	indicates	indicate	VERB
ajst-5471	91	7	a	a	DET
ajst-5471	91	8	positive	positive	ADJ
ajst-5471	91	9	correlation	correlation	NOUN
ajst-5471	91	10	,	,	PUNCT
ajst-5471	91	11	while	while	SCONJ
ajst-5471	91	12	a	a	DET
ajst-5471	91	13	value	value	NOUN
ajst-5471	91	14	less	less	ADJ
ajst-5471	91	15	than	than	ADP
ajst-5471	91	16	1	1	NUM
ajst-5471	91	17	indicates	indicate	VERB
ajst-5471	91	18	a	a	DET
ajst-5471	91	19	negative	negative	ADJ
ajst-5471	91	20	correlation	correlation	NOUN
ajst-5471	91	21	.	.	PUNCT
ajst-5471	92	1	a	a	DET
ajst-5471	92	2	value	value	NOUN
ajst-5471	92	3	of	of	ADP
ajst-5471	92	4	1	1	NUM
ajst-5471	92	5	indicates	indicate	VERB
ajst-5471	92	6	that	that	SCONJ
ajst-5471	92	7	the	the	DET
ajst-5471	92	8	antecedent	antecedent	NOUN
ajst-5471	92	9	and	and	CCONJ
ajst-5471	92	10	consequent	consequent	NOUN
ajst-5471	92	11	of	of	ADP
ajst-5471	92	12	the	the	DET
ajst-5471	92	13	rule	rule	NOUN
ajst-5471	92	14	are	be	AUX
ajst-5471	92	15	independent	independent	ADJ
ajst-5471	92	16	of	of	ADP
ajst-5471	92	17	each	each	DET
ajst-5471	92	18	other	other	ADJ
ajst-5471	92	19	.	.	PUNCT
ajst-5471	93	1	3.1.3	3.1.3	X
ajst-5471	93	2	.	.	PUNCT
ajst-5471	94	1	removal	removal	NOUN
ajst-5471	94	2	of	of	ADP
ajst-5471	94	3	redundant	redundant	ADJ
ajst-5471	94	4	association	association	NOUN
ajst-5471	94	5	rules	rule	NOUN
ajst-5471	94	6	due	due	ADP
ajst-5471	94	7	to	to	ADP
ajst-5471	94	8	the	the	DET
ajst-5471	94	9	large	large	ADJ
ajst-5471	94	10	amount	amount	NOUN
ajst-5471	94	11	of	of	ADP
ajst-5471	94	12	data	datum	NOUN
ajst-5471	94	13	in	in	ADP
ajst-5471	94	14	production	production	NOUN
ajst-5471	94	15	processing	processing	NOUN
ajst-5471	94	16	,	,	PUNCT
ajst-5471	94	17	the	the	DET
ajst-5471	94	18	number	number	NOUN
ajst-5471	94	19	of	of	ADP
ajst-5471	94	20	association	association	NOUN
ajst-5471	94	21	rules	rule	NOUN
ajst-5471	94	22	generated	generate	VERB
ajst-5471	94	23	by	by	ADP
ajst-5471	94	24	association	association	NOUN
ajst-5471	94	25	rule	rule	NOUN
ajst-5471	94	26	mining	mining	NOUN
ajst-5471	94	27	is	be	AUX
ajst-5471	94	28	usually	usually	ADV
ajst-5471	94	29	quite	quite	ADV
ajst-5471	94	30	large	large	ADJ
ajst-5471	94	31	,	,	PUNCT
ajst-5471	94	32	which	which	PRON
ajst-5471	94	33	is	be	AUX
ajst-5471	94	34	not	not	PART
ajst-5471	94	35	conducive	conducive	ADJ
ajst-5471	94	36	to	to	ADP
ajst-5471	94	37	user	user	NOUN
ajst-5471	94	38	understanding	understanding	NOUN
ajst-5471	94	39	and	and	CCONJ
ajst-5471	94	40	analysis	analysis	NOUN
ajst-5471	94	41	.	.	PUNCT
ajst-5471	95	1	therefore	therefore	ADV
ajst-5471	95	2	,	,	PUNCT
ajst-5471	95	3	it	it	PRON
ajst-5471	95	4	is	be	AUX
ajst-5471	95	5	necessary	necessary	ADJ
ajst-5471	95	6	to	to	ADP
ajst-5471	95	7	131	131	NUM
ajst-5471	95	8	remove	remove	VERB
ajst-5471	95	9	redundant	redundant	ADJ
ajst-5471	95	10	rules	rule	NOUN
ajst-5471	95	11	generated	generate	VERB
ajst-5471	95	12	during	during	ADP
ajst-5471	95	13	association	association	NOUN
ajst-5471	95	14	rule	rule	NOUN
ajst-5471	95	15	mining	mining	NOUN
ajst-5471	95	16	.	.	PUNCT
ajst-5471	96	1	in	in	ADP
ajst-5471	96	2	order	order	NOUN
ajst-5471	96	3	to	to	PART
ajst-5471	96	4	retain	retain	VERB
ajst-5471	96	5	the	the	DET
ajst-5471	96	6	rules	rule	NOUN
ajst-5471	96	7	that	that	PRON
ajst-5471	96	8	are	be	AUX
ajst-5471	96	9	of	of	ADP
ajst-5471	96	10	interest	interest	NOUN
ajst-5471	96	11	to	to	ADP
ajst-5471	96	12	users	user	NOUN
ajst-5471	96	13	while	while	SCONJ
ajst-5471	96	14	removing	remove	VERB
ajst-5471	96	15	duplicate	duplicate	NOUN
ajst-5471	96	16	and	and	CCONJ
ajst-5471	96	17	redundant	redundant	ADJ
ajst-5471	96	18	rules	rule	NOUN
ajst-5471	96	19	,	,	PUNCT
ajst-5471	96	20	a	a	DET
ajst-5471	96	21	clear	clear	ADJ
ajst-5471	96	22	definition	definition	NOUN
ajst-5471	96	23	of	of	ADP
ajst-5471	96	24	redundant	redundant	ADJ
ajst-5471	96	25	rules	rule	NOUN
ajst-5471	96	26	is	be	AUX
ajst-5471	96	27	needed	need	VERB
ajst-5471	96	28	.	.	PUNCT
ajst-5471	97	1	according	accord	VERB
ajst-5471	97	2	to	to	ADP
ajst-5471	97	3	the	the	DET
ajst-5471	97	4	definition	definition	NOUN
ajst-5471	97	5	,	,	PUNCT
ajst-5471	97	6	if	if	SCONJ
ajst-5471	97	7	there	there	PRON
ajst-5471	97	8	are	be	VERB
ajst-5471	97	9	two	two	NUM
ajst-5471	97	10	association	association	NOUN
ajst-5471	97	11	rules	rule	NOUN
ajst-5471	97	12	r1	r1	PROPN
ajst-5471	97	13	:	:	PUNCT
ajst-5471	97	14	1	1	NUM
ajst-5471	97	15	1	1	NUM
ajst-5471	97	16	1	1	NUM
ajst-5471	97	17	1x	1x	NUM
ajst-5471	97	18	y	y	PROPN
ajst-5471	97	19	(	(	PUNCT
ajst-5471	97	20	sup	sup	NOUN
ajst-5471	97	21	c	c	NOUN
ajst-5471	97	22	)	)	PUNCT
ajst-5471	98	1	onf	onf	ADJ
ajst-5471	98	2			X
ajst-5471	98	3	，	，	PUNCT
ajst-5471	98	4	and	and	CCONJ
ajst-5471	98	5	r2	r2	PROPN
ajst-5471	98	6	:	:	PUNCT
ajst-5471	98	7	2	2	NUM
ajst-5471	98	8	2	2	NUM
ajst-5471	98	9	2	2	NUM
ajst-5471	98	10	2x	2x	NUM
ajst-5471	98	11	y	y	PROPN
ajst-5471	98	12	(	(	PUNCT
ajst-5471	98	13	sup	sup	NOUN
ajst-5471	98	14	c	c	NOUN
ajst-5471	98	15	)	)	PUNCT
ajst-5471	99	1	onf	onf	ADV
ajst-5471	99	2			INTJ
ajst-5471	99	3	，	，	PROPN
ajst-5471	99	4	,	,	PUNCT
ajst-5471	99	5	where	where	SCONJ
ajst-5471	99	6	x2	x2	PRON
ajst-5471	99	7	is	be	AUX
ajst-5471	99	8	a	a	DET
ajst-5471	99	9	subset	subset	NOUN
ajst-5471	99	10	of	of	ADP
ajst-5471	99	11	x1	x1	PROPN
ajst-5471	99	12	and	and	CCONJ
ajst-5471	99	13	y2	y2	PROPN
ajst-5471	99	14	is	be	AUX
ajst-5471	99	15	a	a	DET
ajst-5471	99	16	subset	subset	NOUN
ajst-5471	99	17	of	of	ADP
ajst-5471	99	18	y1	y1	NOUN
ajst-5471	99	19	,	,	PUNCT
ajst-5471	99	20	then	then	ADV
ajst-5471	99	21	r2	r2	PROPN
ajst-5471	99	22	is	be	AUX
ajst-5471	99	23	a	a	DET
ajst-5471	99	24	subset	subset	NOUN
ajst-5471	99	25	of	of	ADP
ajst-5471	99	26	r1	r1	PROPN
ajst-5471	99	27	and	and	CCONJ
ajst-5471	99	28	can	can	AUX
ajst-5471	99	29	be	be	AUX
ajst-5471	99	30	deduced	deduce	VERB
ajst-5471	99	31	from	from	ADP
ajst-5471	99	32	r1	r1	PROPN
ajst-5471	99	33	.	.	PUNCT
ajst-5471	100	1	therefore	therefore	ADV
ajst-5471	100	2	,	,	PUNCT
ajst-5471	100	3	r2	r2	PROPN
ajst-5471	100	4	is	be	AUX
ajst-5471	100	5	a	a	DET
ajst-5471	100	6	redundant	redundant	ADJ
ajst-5471	100	7	rule	rule	NOUN
ajst-5471	100	8	with	with	ADP
ajst-5471	100	9	respect	respect	NOUN
ajst-5471	100	10	to	to	ADP
ajst-5471	100	11	r1	r1	PROPN
ajst-5471	100	12	.	.	PUNCT
ajst-5471	101	1	deleting	delete	VERB
ajst-5471	101	2	redundant	redundant	ADJ
ajst-5471	101	3	rules	rule	NOUN
ajst-5471	101	4	can	can	AUX
ajst-5471	101	5	effectively	effectively	ADV
ajst-5471	101	6	improve	improve	VERB
ajst-5471	101	7	the	the	DET
ajst-5471	101	8	efficiency	efficiency	NOUN
ajst-5471	101	9	of	of	ADP
ajst-5471	101	10	association	association	NOUN
ajst-5471	101	11	rule	rule	NOUN
ajst-5471	101	12	mining	mining	NOUN
ajst-5471	101	13	and	and	CCONJ
ajst-5471	101	14	remove	remove	VERB
ajst-5471	101	15	truly	truly	ADV
ajst-5471	101	16	meaningless	meaningless	ADJ
ajst-5471	101	17	and	and	CCONJ
ajst-5471	101	18	valueless	valueless	NOUN
ajst-5471	101	19	rules[4	rules[4	NOUN
ajst-5471	101	20	]	]	PUNCT
ajst-5471	101	21	.	.	PUNCT
ajst-5471	102	1	3.1.4	3.1.4	NUM
ajst-5471	102	2	.	.	PUNCT
ajst-5471	102	3	sociation	sociation	NOUN
ajst-5471	102	4	rules	rule	NOUN
ajst-5471	102	5	mining	mining	NOUN
ajst-5471	102	6	model	model	NOUN
ajst-5471	102	7	based	base	VERB
ajst-5471	102	8	on	on	ADP
ajst-5471	102	9	k	k	PROPN
ajst-5471	102	10	-	-	PUNCT
ajst-5471	102	11	means	means	NOUN
ajst-5471	102	12	algorithm	algorithm	NOUN
ajst-5471	102	13	the	the	DET
ajst-5471	102	14	association	association	NOUN
ajst-5471	102	15	rule	rule	NOUN
ajst-5471	102	16	mining	mining	NOUN
ajst-5471	102	17	based	base	VERB
ajst-5471	102	18	on	on	ADP
ajst-5471	102	19	the	the	DET
ajst-5471	102	20	k	k	NOUN
ajst-5471	102	21	-	-	PUNCT
ajst-5471	102	22	means	mean	VERB
ajst-5471	102	23	clustering	clustering	ADJ
ajst-5471	102	24	algorithm	algorithm	NOUN
ajst-5471	102	25	involves	involve	VERB
ajst-5471	102	26	dividing	divide	VERB
ajst-5471	102	27	data	datum	NOUN
ajst-5471	102	28	into	into	ADP
ajst-5471	102	29	several	several	ADJ
ajst-5471	102	30	clusters	cluster	NOUN
ajst-5471	102	31	using	use	VERB
ajst-5471	102	32	the	the	DET
ajst-5471	102	33	k	k	ADJ
ajst-5471	102	34	-	-	PUNCT
ajst-5471	102	35	means	means	NOUN
ajst-5471	102	36	algorithm	algorithm	NOUN
ajst-5471	102	37	,	,	PUNCT
ajst-5471	102	38	performing	perform	VERB
ajst-5471	102	39	association	association	NOUN
ajst-5471	102	40	rule	rule	NOUN
ajst-5471	102	41	mining	mining	NOUN
ajst-5471	102	42	on	on	ADP
ajst-5471	102	43	each	each	DET
ajst-5471	102	44	cluster	cluster	NOUN
ajst-5471	102	45	using	use	VERB
ajst-5471	102	46	the	the	DET
ajst-5471	102	47	association	association	NOUN
ajst-5471	102	48	rule	rule	NOUN
ajst-5471	102	49	algorithm	algorithm	NOUN
ajst-5471	102	50	,	,	PUNCT
ajst-5471	102	51	and	and	CCONJ
ajst-5471	102	52	then	then	ADV
ajst-5471	102	53	combining	combine	VERB
ajst-5471	102	54	the	the	DET
ajst-5471	102	55	results	result	NOUN
ajst-5471	102	56	.	.	PUNCT
ajst-5471	103	1	the	the	DET
ajst-5471	103	2	specific	specific	ADJ
ajst-5471	103	3	steps	step	NOUN
ajst-5471	103	4	of	of	ADP
ajst-5471	103	5	the	the	DET
ajst-5471	103	6	association	association	NOUN
ajst-5471	103	7	rule	rule	NOUN
ajst-5471	103	8	mining	mining	NOUN
ajst-5471	103	9	algorithm	algorithm	NOUN
ajst-5471	103	10	model	model	NOUN
ajst-5471	103	11	based	base	VERB
ajst-5471	103	12	on	on	ADP
ajst-5471	103	13	the	the	DET
ajst-5471	103	14	k	k	NOUN
ajst-5471	103	15	-	-	PUNCT
ajst-5471	103	16	means	mean	VERB
ajst-5471	103	17	clustering	clustering	ADJ
ajst-5471	103	18	algorithm	algorithm	NOUN
ajst-5471	103	19	are	be	AUX
ajst-5471	103	20	as	as	SCONJ
ajst-5471	103	21	follows	follow	VERB
ajst-5471	103	22	:	:	PUNCT
ajst-5471	103	23	(	(	PUNCT
ajst-5471	103	24	1	1	X
ajst-5471	103	25	)	)	PUNCT
ajst-5471	103	26	firstly	firstly	ADV
ajst-5471	103	27	,	,	PUNCT
ajst-5471	103	28	relevant	relevant	ADJ
ajst-5471	103	29	factors	factor	NOUN
ajst-5471	103	30	that	that	PRON
ajst-5471	103	31	affect	affect	VERB
ajst-5471	103	32	the	the	DET
ajst-5471	103	33	machining	machining	ADJ
ajst-5471	103	34	quality	quality	NOUN
ajst-5471	103	35	of	of	ADP
ajst-5471	103	36	parts	part	NOUN
ajst-5471	103	37	are	be	AUX
ajst-5471	103	38	identified	identify	VERB
ajst-5471	103	39	from	from	ADP
ajst-5471	103	40	the	the	DET
ajst-5471	103	41	mes	me	NOUN
ajst-5471	103	42	database	database	NOUN
ajst-5471	103	43	as	as	ADP
ajst-5471	103	44	the	the	DET
ajst-5471	103	45	analysis	analysis	NOUN
ajst-5471	103	46	data	datum	NOUN
ajst-5471	103	47	source	source	NOUN
ajst-5471	103	48	for	for	ADP
ajst-5471	103	49	the	the	DET
ajst-5471	103	50	k	k	NOUN
ajst-5471	103	51	-	-	PUNCT
ajst-5471	103	52	means	mean	VERB
ajst-5471	103	53	clustering	clustering	ADJ
ajst-5471	103	54	algorithm	algorithm	NOUN
ajst-5471	103	55	.	.	PUNCT
ajst-5471	104	1	(	(	PUNCT
ajst-5471	104	2	2	2	X
ajst-5471	104	3	)	)	PUNCT
ajst-5471	104	4	the	the	DET
ajst-5471	104	5	k	k	NOUN
ajst-5471	104	6	-	-	PUNCT
ajst-5471	104	7	means	mean	VERB
ajst-5471	104	8	clustering	clustering	ADJ
ajst-5471	104	9	algorithm	algorithm	NOUN
ajst-5471	104	10	is	be	AUX
ajst-5471	104	11	used	use	VERB
ajst-5471	104	12	to	to	PART
ajst-5471	104	13	analyze	analyze	VERB
ajst-5471	104	14	the	the	DET
ajst-5471	104	15	data	datum	NOUN
ajst-5471	104	16	,	,	PUNCT
ajst-5471	104	17	with	with	ADP
ajst-5471	104	18	qualified	qualified	ADJ
ajst-5471	104	19	products	product	NOUN
ajst-5471	104	20	,	,	PUNCT
ajst-5471	104	21	defective	defective	ADJ
ajst-5471	104	22	products	product	NOUN
ajst-5471	104	23	,	,	PUNCT
ajst-5471	104	24	and	and	CCONJ
ajst-5471	104	25	inferior	inferior	ADJ
ajst-5471	104	26	products	product	NOUN
ajst-5471	104	27	serving	serve	VERB
ajst-5471	104	28	as	as	ADP
ajst-5471	104	29	the	the	DET
ajst-5471	104	30	clustering	clustering	ADJ
ajst-5471	104	31	centers	center	NOUN
ajst-5471	104	32	.	.	PUNCT
ajst-5471	105	1	(	(	PUNCT
ajst-5471	105	2	3	3	X
ajst-5471	105	3	)	)	PUNCT
ajst-5471	105	4	by	by	ADP
ajst-5471	105	5	establishing	establish	VERB
ajst-5471	105	6	the	the	DET
ajst-5471	105	7	clustering	clustering	ADJ
ajst-5471	105	8	centers	center	NOUN
ajst-5471	105	9	,	,	PUNCT
ajst-5471	105	10	three	three	NUM
ajst-5471	105	11	clusters	cluster	NOUN
ajst-5471	105	12	are	be	AUX
ajst-5471	105	13	formed	form	VERB
ajst-5471	105	14	,	,	PUNCT
ajst-5471	105	15	and	and	CCONJ
ajst-5471	105	16	the	the	DET
ajst-5471	105	17	apriori	apriori	PROPN
ajst-5471	105	18	association	association	NOUN
ajst-5471	105	19	rule	rule	NOUN
ajst-5471	105	20	analysis	analysis	NOUN
ajst-5471	105	21	algorithm	algorithm	NOUN
ajst-5471	105	22	is	be	AUX
ajst-5471	105	23	used	use	VERB
ajst-5471	105	24	to	to	PART
ajst-5471	105	25	analyze	analyze	VERB
ajst-5471	105	26	the	the	DET
ajst-5471	105	27	data	datum	NOUN
ajst-5471	105	28	of	of	ADP
ajst-5471	105	29	each	each	DET
ajst-5471	105	30	cluster	cluster	NOUN
ajst-5471	105	31	,	,	PUNCT
ajst-5471	105	32	resulting	result	VERB
ajst-5471	105	33	in	in	ADP
ajst-5471	105	34	analysis	analysis	NOUN
ajst-5471	105	35	results	result	NOUN
ajst-5471	105	36	.	.	PUNCT
ajst-5471	106	1	(	(	PUNCT
ajst-5471	106	2	4	4	X
ajst-5471	106	3	)	)	PUNCT
ajst-5471	106	4	all	all	DET
ajst-5471	106	5	the	the	DET
ajst-5471	106	6	results	result	NOUN
ajst-5471	106	7	are	be	AUX
ajst-5471	106	8	then	then	ADV
ajst-5471	106	9	combined	combine	VERB
ajst-5471	106	10	and	and	CCONJ
ajst-5471	106	11	analyzed	analyze	VERB
ajst-5471	106	12	to	to	ADP
ajst-5471	106	13	mine	mine	PRON
ajst-5471	106	14	meaningful	meaningful	ADJ
ajst-5471	106	15	and	and	CCONJ
ajst-5471	106	16	valuable	valuable	ADJ
ajst-5471	106	17	association	association	NOUN
ajst-5471	106	18	rules	rule	NOUN
ajst-5471	106	19	for	for	ADP
ajst-5471	106	20	the	the	DET
ajst-5471	106	21	production	production	NOUN
ajst-5471	106	22	and	and	CCONJ
ajst-5471	106	23	processing	processing	NOUN
ajst-5471	106	24	of	of	ADP
ajst-5471	106	25	parts	part	NOUN
ajst-5471	106	26	.	.	PUNCT
ajst-5471	107	1	k	k	X
ajst-5471	107	2	-	-	PUNCT
ajst-5471	107	3	means	mean	VERB
ajst-5471	107	4	clustering	clustering	NOUN
ajst-5471	107	5	method	method	NOUN
ajst-5471	107	6	divided	divide	VERB
ajst-5471	107	7	into	into	ADP
ajst-5471	107	8	three	three	NUM
ajst-5471	107	9	clusters	cluster	NOUN
ajst-5471	107	10	of	of	ADP
ajst-5471	107	11	qualified	qualified	ADJ
ajst-5471	107	12	products	product	NOUN
ajst-5471	107	13	,	,	PUNCT
ajst-5471	107	14	defective	defective	ADJ
ajst-5471	107	15	products	product	NOUN
ajst-5471	107	16	and	and	CCONJ
ajst-5471	107	17	waste	waste	NOUN
ajst-5471	107	18	products	product	NOUN
ajst-5471	107	19	association	association	NOUN
ajst-5471	107	20	rule	rule	NOUN
ajst-5471	107	21	mining	mining	NOUN
ajst-5471	107	22	algorithm	algorithm	PROPN
ajst-5471	107	23	association	association	NOUN
ajst-5471	107	24	rulesdatabase	rulesdatabase	PROPN
ajst-5471	107	25	figure	figure	NOUN
ajst-5471	107	26	3	3	NUM
ajst-5471	107	27	.	.	PUNCT
ajst-5471	107	28	flowchart	flowchart	NOUN
ajst-5471	107	29	of	of	ADP
ajst-5471	107	30	mining	mining	NOUN
ajst-5471	107	31	association	association	PROPN
ajst-5471	107	32	rule	rule	NOUN
ajst-5471	107	33	mining	mining	NOUN
ajst-5471	107	34	model	model	NOUN
ajst-5471	107	35	for	for	ADP
ajst-5471	107	36	parts	part	NOUN
ajst-5471	107	37	processing	process	VERB
ajst-5471	107	38	4	4	NUM
ajst-5471	107	39	.	.	PUNCT
ajst-5471	107	40	model	model	NOUN
ajst-5471	107	41	test	test	NOUN
ajst-5471	107	42	and	and	CCONJ
ajst-5471	107	43	result	result	VERB
ajst-5471	107	44	analysis	analysis	NOUN
ajst-5471	107	45	4.1	4.1	NUM
ajst-5471	107	46	.	.	PUNCT
ajst-5471	108	1	data	datum	NOUN
ajst-5471	108	2	preparation	preparation	NOUN
ajst-5471	108	3	the	the	DET
ajst-5471	108	4	data	datum	NOUN
ajst-5471	108	5	used	use	VERB
ajst-5471	108	6	in	in	ADP
ajst-5471	108	7	this	this	DET
ajst-5471	108	8	study	study	NOUN
ajst-5471	108	9	was	be	AUX
ajst-5471	108	10	collected	collect	VERB
ajst-5471	108	11	from	from	ADP
ajst-5471	108	12	a	a	DET
ajst-5471	108	13	certain	certain	ADJ
ajst-5471	108	14	automotive	automotive	ADJ
ajst-5471	108	15	engine	engine	NOUN
ajst-5471	108	16	parts	part	NOUN
ajst-5471	108	17	manufacturing	manufacture	VERB
ajst-5471	108	18	company	company	NOUN
ajst-5471	108	19	in	in	ADP
ajst-5471	108	20	shanghai	shanghai	PROPN
ajst-5471	108	21	,	,	PUNCT
ajst-5471	108	22	with	with	ADP
ajst-5471	108	23	the	the	DET
ajst-5471	108	24	aim	aim	NOUN
ajst-5471	108	25	of	of	ADP
ajst-5471	108	26	analyzing	analyze	VERB
ajst-5471	108	27	the	the	DET
ajst-5471	108	28	correlation	correlation	NOUN
ajst-5471	108	29	between	between	ADP
ajst-5471	108	30	humanmachine	humanmachine	NOUN
ajst-5471	108	31	-	-	PUNCT
ajst-5471	108	32	material	material	NOUN
ajst-5471	108	33	-	-	PUNCT
ajst-5471	108	34	environment	environment	NOUN
ajst-5471	108	35	-	-	PUNCT
ajst-5471	108	36	measurement	measurement	NOUN
ajst-5471	108	37	(	(	PUNCT
ajst-5471	108	38	hmme&m	hmme&m	PROPN
ajst-5471	108	39	)	)	PUNCT
ajst-5471	108	40	factors	factor	NOUN
ajst-5471	108	41	and	and	CCONJ
ajst-5471	108	42	quality	quality	NOUN
ajst-5471	108	43	,	,	PUNCT
ajst-5471	108	44	and	and	CCONJ
ajst-5471	108	45	discovering	discover	VERB
ajst-5471	108	46	the	the	DET
ajst-5471	108	47	association	association	NOUN
ajst-5471	108	48	rules	rule	NOUN
ajst-5471	108	49	of	of	ADP
ajst-5471	108	50	the	the	DET
ajst-5471	108	51	production	production	NOUN
ajst-5471	108	52	process	process	NOUN
ajst-5471	108	53	of	of	ADP
ajst-5471	108	54	parts	part	NOUN
ajst-5471	108	55	.	.	PUNCT
ajst-5471	109	1	a	a	DET
ajst-5471	109	2	data	data	NOUN
ajst-5471	109	3	warehouse	warehouse	NOUN
ajst-5471	109	4	with	with	ADP
ajst-5471	109	5	quality	quality	NOUN
ajst-5471	109	6	as	as	SCONJ
ajst-5471	109	7	the	the	DET
ajst-5471	109	8	theme	theme	NOUN
ajst-5471	109	9	was	be	AUX
ajst-5471	109	10	established	establish	VERB
ajst-5471	109	11	based	base	VERB
ajst-5471	109	12	on	on	ADP
ajst-5471	109	13	a	a	DET
ajst-5471	109	14	large	large	ADJ
ajst-5471	109	15	number	number	NOUN
ajst-5471	109	16	of	of	ADP
ajst-5471	109	17	production	production	NOUN
ajst-5471	109	18	and	and	CCONJ
ajst-5471	109	19	quality	quality	NOUN
ajst-5471	109	20	inspection	inspection	NOUN
ajst-5471	109	21	records	record	NOUN
ajst-5471	109	22	accumulated	accumulate	VERB
ajst-5471	109	23	in	in	ADP
ajst-5471	109	24	the	the	DET
ajst-5471	109	25	mes	me	NOUN
ajst-5471	109	26	database	database	NOUN
ajst-5471	109	27	of	of	ADP
ajst-5471	109	28	the	the	DET
ajst-5471	109	29	company	company	NOUN
ajst-5471	109	30	,	,	PUNCT
ajst-5471	109	31	which	which	PRON
ajst-5471	109	32	provided	provide	VERB
ajst-5471	109	33	the	the	DET
ajst-5471	109	34	data	datum	NOUN
ajst-5471	109	35	source	source	NOUN
ajst-5471	109	36	for	for	ADP
ajst-5471	109	37	data	data	NOUN
ajst-5471	109	38	mining	mining	NOUN
ajst-5471	109	39	.	.	PUNCT
ajst-5471	110	1	the	the	DET
ajst-5471	110	2	k	k	NOUN
ajst-5471	110	3	-	-	PUNCT
ajst-5471	110	4	means	means	NOUN
ajst-5471	110	5	algorithm	algorithm	NOUN
ajst-5471	110	6	was	be	AUX
ajst-5471	110	7	employed	employ	VERB
ajst-5471	110	8	to	to	PART
ajst-5471	110	9	perform	perform	VERB
ajst-5471	110	10	cluster	cluster	NOUN
ajst-5471	110	11	analysis	analysis	NOUN
ajst-5471	110	12	on	on	ADP
ajst-5471	110	13	the	the	DET
ajst-5471	110	14	data	datum	NOUN
ajst-5471	110	15	,	,	PUNCT
ajst-5471	110	16	and	and	CCONJ
ajst-5471	110	17	then	then	ADV
ajst-5471	110	18	association	association	NOUN
ajst-5471	110	19	rule	rule	NOUN
ajst-5471	110	20	mining	mining	NOUN
ajst-5471	110	21	was	be	AUX
ajst-5471	110	22	conducted	conduct	VERB
ajst-5471	110	23	to	to	PART
ajst-5471	110	24	discover	discover	VERB
ajst-5471	110	25	the	the	DET
ajst-5471	110	26	association	association	NOUN
ajst-5471	110	27	rules	rule	NOUN
ajst-5471	110	28	among	among	ADP
ajst-5471	110	29	various	various	ADJ
ajst-5471	110	30	influencing	influence	VERB
ajst-5471	110	31	factors	factor	NOUN
ajst-5471	110	32	,	,	PUNCT
ajst-5471	110	33	thereby	thereby	ADV
ajst-5471	110	34	analyzing	analyze	VERB
ajst-5471	110	35	the	the	DET
ajst-5471	110	36	correlation	correlation	NOUN
ajst-5471	110	37	rules	rule	NOUN
ajst-5471	110	38	of	of	ADP
ajst-5471	110	39	the	the	DET
ajst-5471	110	40	parts	part	NOUN
ajst-5471	110	41	manufacturing	manufacturing	NOUN
ajst-5471	110	42	process	process	NOUN
ajst-5471	110	43	.	.	PUNCT
ajst-5471	111	1	4.2	4.2	NUM
ajst-5471	111	2	.	.	PUNCT
ajst-5471	112	1	data	datum	NOUN
ajst-5471	112	2	analysis	analysis	NOUN
ajst-5471	112	3	a	a	DET
ajst-5471	112	4	portion	portion	NOUN
ajst-5471	112	5	of	of	ADP
ajst-5471	112	6	data	datum	NOUN
ajst-5471	112	7	was	be	AUX
ajst-5471	112	8	selected	select	VERB
ajst-5471	112	9	from	from	ADP
ajst-5471	112	10	the	the	DET
ajst-5471	112	11	established	establish	VERB
ajst-5471	112	12	part	part	NOUN
ajst-5471	112	13	manufacturing	manufacture	VERB
ajst-5471	112	14	quality	quality	NOUN
ajst-5471	112	15	data	datum	NOUN
ajst-5471	112	16	warehouse	warehouse	NOUN
ajst-5471	112	17	as	as	ADP
ajst-5471	112	18	sample	sample	NOUN
ajst-5471	112	19	data	datum	NOUN
ajst-5471	112	20	,	,	PUNCT
ajst-5471	112	21	mainly	mainly	ADV
ajst-5471	112	22	including	include	VERB
ajst-5471	112	23	basic	basic	ADJ
ajst-5471	112	24	information	information	NOUN
ajst-5471	112	25	of	of	ADP
ajst-5471	112	26	machining	machining	NOUN
ajst-5471	112	27	personnel	personnel	NOUN
ajst-5471	112	28	,	,	PUNCT
ajst-5471	112	29	tool	tool	NOUN
ajst-5471	112	30	information	information	NOUN
ajst-5471	112	31	,	,	PUNCT
ajst-5471	112	32	machining	machining	NOUN
ajst-5471	112	33	process	process	NOUN
ajst-5471	112	34	parameters	parameter	NOUN
ajst-5471	112	35	,	,	PUNCT
ajst-5471	112	36	workshop	workshop	ADJ
ajst-5471	112	37	environmental	environmental	ADJ
ajst-5471	112	38	parameters	parameter	NOUN
ajst-5471	112	39	,	,	PUNCT
ajst-5471	112	40	machining	machine	VERB
ajst-5471	112	41	equipment	equipment	NOUN
ajst-5471	112	42	information	information	NOUN
ajst-5471	112	43	,	,	PUNCT
ajst-5471	112	44	required	require	VERB
ajst-5471	112	45	machining	machining	NOUN
ajst-5471	112	46	accuracy	accuracy	NOUN
ajst-5471	112	47	,	,	PUNCT
ajst-5471	112	48	etc	etc	X
ajst-5471	112	49	.	.	X
ajst-5471	113	1	some	some	PRON
ajst-5471	113	2	of	of	ADP
ajst-5471	113	3	the	the	DET
ajst-5471	113	4	data	datum	NOUN
ajst-5471	113	5	are	be	AUX
ajst-5471	113	6	shown	show	VERB
ajst-5471	113	7	in	in	ADP
ajst-5471	113	8	table	table	NOUN
ajst-5471	113	9	1	1	NUM
ajst-5471	113	10	and	and	CCONJ
ajst-5471	113	11	table	table	NOUN
ajst-5471	113	12	2	2	NUM
ajst-5471	113	13	.	.	PUNCT
ajst-5471	113	14	table	table	NOUN
ajst-5471	113	15	1	1	NUM
ajst-5471	113	16	.	.	PUNCT
ajst-5471	113	17	partial	partial	ADJ
ajst-5471	113	18	sample	sample	NOUN
ajst-5471	113	19	data	datum	NOUN
ajst-5471	113	20	serial	serial	ADJ
ajst-5471	113	21	number	number	NOUN
ajst-5471	113	22	part	part	NOUN
ajst-5471	113	23	name	name	NOUN
ajst-5471	113	24	process	process	NOUN
ajst-5471	113	25	name	name	NOUN
ajst-5471	113	26	…	…	PUNCT
ajst-5471	113	27	tool	tool	NOUN
ajst-5471	113	28	name	name	NOUN
ajst-5471	113	29	cutting	cut	VERB
ajst-5471	113	30	speed	speed	NOUN
ajst-5471	113	31	(	(	PUNCT
ajst-5471	113	32	m	m	NOUN
ajst-5471	113	33	/	/	SYM
ajst-5471	113	34	min	min	NOUN
ajst-5471	113	35	)	)	PUNCT
ajst-5471	113	36	roughness	roughness	NOUN
ajst-5471	113	37	value	value	NOUN
ajst-5471	113	38	(	(	PUNCT
ajst-5471	113	39	𝝁𝒎	𝝁𝒎	NOUN
ajst-5471	113	40	)	)	PUNCT
ajst-5471	113	41	1	1	NUM
ajst-5471	113	42	crankshaft	crankshaft	NOUN
ajst-5471	113	43	precision	precision	NOUN
ajst-5471	113	44	milling	milling	NOUN
ajst-5471	113	45	…	…	PUNCT
ajst-5471	113	46	form	form	NOUN
ajst-5471	113	47	milling	milling	NOUN
ajst-5471	113	48	cutter	cutter	NOUN
ajst-5471	113	49	60	60	NUM
ajst-5471	113	50	3.20	3.20	NUM
ajst-5471	113	51	2	2	NUM
ajst-5471	113	52	gasoline	gasoline	NOUN
ajst-5471	113	53	engine	engine	NOUN
ajst-5471	113	54	piston	piston	NOUN
ajst-5471	113	55	precision	precision	NOUN
ajst-5471	113	56	milling	milling	NOUN
ajst-5471	113	57	…	…	PUNCT
ajst-5471	113	58	high	high	ADJ
ajst-5471	113	59	-	-	PUNCT
ajst-5471	113	60	speed	speed	NOUN
ajst-5471	113	61	steel	steel	NOUN
ajst-5471	113	62	inserted	insert	VERB
ajst-5471	113	63	-	-	PUNCT
ajst-5471	113	64	tooth	tooth	NOUN
ajst-5471	113	65	milling	milling	NOUN
ajst-5471	113	66	cutter	cutter	NOUN
ajst-5471	113	67	60	60	NUM
ajst-5471	113	68	2.18	2.18	NUM
ajst-5471	113	69	table	table	NOUN
ajst-5471	113	70	1	1	NUM
ajst-5471	113	71	.	.	PUNCT
ajst-5471	114	1	(	(	PUNCT
ajst-5471	114	2	continued	continue	VERB
ajst-5471	114	3	table	table	NOUN
ajst-5471	114	4	)	)	PUNCT
ajst-5471	114	5	.	.	PUNCT
ajst-5471	115	1	partial	partial	ADJ
ajst-5471	115	2	sample	sample	NOUN
ajst-5471	115	3	data	datum	NOUN
ajst-5471	115	4	3	3	NUM
ajst-5471	115	5	car	car	NOUN
ajst-5471	115	6	concave	concave	NOUN
ajst-5471	115	7	cam	cam	NOUN
ajst-5471	115	8	precision	precision	NOUN
ajst-5471	115	9	turning	turn	VERB
ajst-5471	115	10	…	…	PUNCT
ajst-5471	115	11	hard	hard	ADJ
ajst-5471	115	12	alloy	alloy	NOUN
ajst-5471	115	13	turning	turn	VERB
ajst-5471	115	14	tool	tool	NOUN
ajst-5471	115	15	50	50	NUM
ajst-5471	115	16	0.96	0.96	NUM
ajst-5471	115	17	4	4	NUM
ajst-5471	115	18	automobile	automobile	NOUN
ajst-5471	115	19	connecting	connect	VERB
ajst-5471	115	20	rod	rod	NOUN
ajst-5471	115	21	precision	precision	NOUN
ajst-5471	115	22	milling	milling	NOUN
ajst-5471	115	23	…	…	PUNCT
ajst-5471	115	24	form	form	NOUN
ajst-5471	115	25	milling	milling	NOUN
ajst-5471	115	26	cutter	cutter	NOUN
ajst-5471	115	27	60	60	NUM
ajst-5471	115	28	1.96	1.96	NUM
ajst-5471	115	29	…	…	PUNCT
ajst-5471	115	30	…	…	PUNCT
ajst-5471	115	31	…	…	PUNCT
ajst-5471	115	32	132	132	NUM
ajst-5471	115	33	table	table	NOUN
ajst-5471	115	34	2	2	NUM
ajst-5471	115	35	.	.	PUNCT
ajst-5471	115	36	partial	partial	ADJ
ajst-5471	115	37	sample	sample	NOUN
ajst-5471	115	38	data	data	NOUN
ajst-5471	115	39	operator	operator	NOUN
ajst-5471	115	40	i	i	PROPN
ajst-5471	115	41	d	d	PROPN
ajst-5471	115	42	proficiency	proficiency	NOUN
ajst-5471	115	43	level	level	NOUN
ajst-5471	115	44	temperature	temperature	NOUN
ajst-5471	115	45	(	(	PUNCT
ajst-5471	115	46	℃	℃	NOUN
ajst-5471	115	47	)	)	PUNCT
ajst-5471	115	48	metrology	metrology	NOUN
ajst-5471	115	49	accuracy	accuracy	NOUN
ajst-5471	115	50	(	(	PUNCT
ajst-5471	115	51	mm	mm	NOUN
ajst-5471	115	52	)	)	PUNCT
ajst-5471	115	53	accuracy	accuracy	NOUN
ajst-5471	115	54	requirement	requirement	NOUN
ajst-5471	115	55	(	(	PUNCT
ajst-5471	115	56	mm	mm	NOUN
ajst-5471	115	57	)	)	PUNCT
ajst-5471	115	58	result	result	VERB
ajst-5471	115	59	7844	7844	NUM
ajst-5471	115	60	6	6	NUM
ajst-5471	115	61	20	20	NUM
ajst-5471	115	62	0.002	0.002	NUM
ajst-5471	115	63	0.012	0.012	NUM
ajst-5471	115	64	qualified	qualified	ADJ
ajst-5471	115	65	8945	8945	NUM
ajst-5471	115	66	5	5	NUM
ajst-5471	115	67	23	23	NUM
ajst-5471	115	68	0.002	0.002	NUM
ajst-5471	115	69	0.012	0.012	NUM
ajst-5471	115	70	qualified	qualified	ADJ
ajst-5471	115	71	3432	3432	NUM
ajst-5471	115	72	6	6	NUM
ajst-5471	115	73	23	23	NUM
ajst-5471	115	74	0.002	0.002	NUM
ajst-5471	115	75	0.012	0.012	NUM
ajst-5471	115	76	qualified	qualified	ADJ
ajst-5471	115	77	1483	1483	NUM
ajst-5471	115	78	5	5	NUM
ajst-5471	115	79	19	19	NUM
ajst-5471	115	80	0.002	0.002	NUM
ajst-5471	115	81	0.012	0.012	NUM
ajst-5471	115	82	unqualified	unqualified	ADJ
ajst-5471	115	83	9135	9135	NUM
ajst-5471	115	84	4	4	NUM
ajst-5471	115	85	22	22	NUM
ajst-5471	115	86	0.002	0.002	NUM
ajst-5471	115	87	0.012	0.012	NUM
ajst-5471	115	88	qualified	qualified	ADJ
ajst-5471	115	89	3734	3734	NUM
ajst-5471	115	90	5	5	NUM
ajst-5471	115	91	20	20	NUM
ajst-5471	115	92	0.002	0.002	NUM
ajst-5471	115	93	0.012	0.012	NUM
ajst-5471	115	94	qualified	qualified	ADJ
ajst-5471	115	95	1748	1748	NUM
ajst-5471	115	96	6	6	NUM
ajst-5471	115	97	22	22	NUM
ajst-5471	115	98	0.002	0.002	NUM
ajst-5471	115	99	0.012	0.012	NUM
ajst-5471	115	100	qualified	qualified	ADJ
ajst-5471	115	101	…	…	PUNCT
ajst-5471	115	102	…	…	PUNCT
ajst-5471	115	103	…	…	PUNCT
ajst-5471	115	104	the	the	DET
ajst-5471	115	105	historical	historical	ADJ
ajst-5471	115	106	machining	machining	NOUN
ajst-5471	115	107	records	record	NOUN
ajst-5471	115	108	were	be	AUX
ajst-5471	115	109	analyzed	analyze	VERB
ajst-5471	115	110	using	use	VERB
ajst-5471	115	111	the	the	DET
ajst-5471	115	112	k	k	NOUN
ajst-5471	115	113	-	-	PUNCT
ajst-5471	115	114	means	mean	VERB
ajst-5471	115	115	clustering	cluster	VERB
ajst-5471	115	116	algorithm	algorithm	NOUN
ajst-5471	115	117	with	with	ADP
ajst-5471	115	118	a	a	DET
ajst-5471	115	119	setting	setting	NOUN
ajst-5471	115	120	of	of	ADP
ajst-5471	115	121	k=3	k=3	PROPN
ajst-5471	115	122	.	.	PUNCT
ajst-5471	116	1	the	the	DET
ajst-5471	116	2	apriori	apriori	ADJ
ajst-5471	116	3	algorithm	algorithm	NOUN
ajst-5471	116	4	was	be	AUX
ajst-5471	116	5	then	then	ADV
ajst-5471	116	6	applied	apply	VERB
ajst-5471	116	7	with	with	ADP
ajst-5471	116	8	a	a	DET
ajst-5471	116	9	minimum	minimum	ADJ
ajst-5471	116	10	support	support	NOUN
ajst-5471	116	11	threshold	threshold	NOUN
ajst-5471	116	12	of	of	ADP
ajst-5471	116	13	0.1	0.1	NUM
ajst-5471	116	14	and	and	CCONJ
ajst-5471	116	15	80	80	NUM
ajst-5471	116	16	%	%	NOUN
ajst-5471	116	17	of	of	ADP
ajst-5471	116	18	the	the	DET
ajst-5471	116	19	data	datum	NOUN
ajst-5471	116	20	used	use	VERB
ajst-5471	116	21	for	for	ADP
ajst-5471	116	22	training	training	NOUN
ajst-5471	116	23	,	,	PUNCT
ajst-5471	116	24	while	while	SCONJ
ajst-5471	116	25	the	the	DET
ajst-5471	116	26	remaining	remain	VERB
ajst-5471	116	27	20	20	NUM
ajst-5471	116	28	%	%	NOUN
ajst-5471	116	29	was	be	AUX
ajst-5471	116	30	used	use	VERB
ajst-5471	116	31	for	for	ADP
ajst-5471	116	32	testing	testing	NOUN
ajst-5471	116	33	.	.	PUNCT
ajst-5471	117	1	to	to	PART
ajst-5471	117	2	ensure	ensure	VERB
ajst-5471	117	3	the	the	DET
ajst-5471	117	4	stability	stability	NOUN
ajst-5471	117	5	of	of	ADP
ajst-5471	117	6	the	the	DET
ajst-5471	117	7	test	test	NOUN
ajst-5471	117	8	results	result	NOUN
ajst-5471	117	9	,	,	PUNCT
ajst-5471	117	10	each	each	DET
ajst-5471	117	11	experiment	experiment	NOUN
ajst-5471	117	12	was	be	AUX
ajst-5471	117	13	repeated	repeat	VERB
ajst-5471	117	14	eight	eight	NUM
ajst-5471	117	15	times	time	NOUN
ajst-5471	117	16	,	,	PUNCT
ajst-5471	117	17	and	and	CCONJ
ajst-5471	117	18	the	the	DET
ajst-5471	117	19	average	average	NOUN
ajst-5471	117	20	of	of	ADP
ajst-5471	117	21	the	the	DET
ajst-5471	117	22	eight	eight	NUM
ajst-5471	117	23	trials	trial	NOUN
ajst-5471	117	24	was	be	AUX
ajst-5471	117	25	taken	take	VERB
ajst-5471	117	26	as	as	ADP
ajst-5471	117	27	the	the	DET
ajst-5471	117	28	final	final	ADJ
ajst-5471	117	29	test	test	NOUN
ajst-5471	117	30	result	result	NOUN
ajst-5471	117	31	.	.	PUNCT
ajst-5471	118	1	after	after	SCONJ
ajst-5471	118	2	the	the	DET
ajst-5471	118	3	apriori	apriori	ADJ
ajst-5471	118	4	algorithm	algorithm	NOUN
ajst-5471	118	5	was	be	AUX
ajst-5471	118	6	applied	apply	VERB
ajst-5471	118	7	,	,	PUNCT
ajst-5471	118	8	a	a	DET
ajst-5471	118	9	total	total	NOUN
ajst-5471	118	10	of	of	ADP
ajst-5471	118	11	36	36	NUM
ajst-5471	118	12	rules	rule	NOUN
ajst-5471	118	13	were	be	AUX
ajst-5471	118	14	mined	mine	VERB
ajst-5471	118	15	from	from	ADP
ajst-5471	118	16	the	the	DET
ajst-5471	118	17	data	datum	NOUN
ajst-5471	118	18	,	,	PUNCT
ajst-5471	118	19	with	with	ADP
ajst-5471	118	20	34	34	NUM
ajst-5471	118	21	of	of	ADP
ajst-5471	118	22	them	they	PRON
ajst-5471	118	23	being	be	AUX
ajst-5471	118	24	qualified	qualified	ADJ
ajst-5471	118	25	rules	rule	NOUN
ajst-5471	118	26	and	and	CCONJ
ajst-5471	118	27	the	the	DET
ajst-5471	118	28	remaining	remain	VERB
ajst-5471	118	29	2	2	NUM
ajst-5471	118	30	being	be	AUX
ajst-5471	118	31	unqualified	unqualified	ADJ
ajst-5471	118	32	rules	rule	NOUN
ajst-5471	118	33	.	.	PUNCT
ajst-5471	119	1	the	the	DET
ajst-5471	119	2	support	support	NOUN
ajst-5471	119	3	,	,	PUNCT
ajst-5471	119	4	confidence	confidence	NOUN
ajst-5471	119	5	,	,	PUNCT
ajst-5471	119	6	and	and	CCONJ
ajst-5471	119	7	lift	lift	NOUN
ajst-5471	119	8	of	of	ADP
ajst-5471	119	9	the	the	DET
ajst-5471	119	10	mined	mine	VERB
ajst-5471	119	11	rules	rule	NOUN
ajst-5471	119	12	were	be	AUX
ajst-5471	119	13	0.68	0.68	NUM
ajst-5471	119	14	,	,	PUNCT
ajst-5471	119	15	0.88	0.88	NUM
ajst-5471	119	16	,	,	PUNCT
ajst-5471	119	17	and	and	CCONJ
ajst-5471	119	18	1.104	1.104	NUM
ajst-5471	119	19	,	,	PUNCT
ajst-5471	119	20	respectively	respectively	ADV
ajst-5471	119	21	.	.	PUNCT
ajst-5471	120	1	some	some	PRON
ajst-5471	120	2	of	of	ADP
ajst-5471	120	3	the	the	DET
ajst-5471	120	4	rules	rule	NOUN
ajst-5471	120	5	obtained	obtain	VERB
ajst-5471	120	6	for	for	ADP
ajst-5471	120	7	the	the	DET
ajst-5471	120	8	correlation	correlation	NOUN
ajst-5471	120	9	between	between	ADP
ajst-5471	120	10	the	the	DET
ajst-5471	120	11	machining	machining	NOUN
ajst-5471	120	12	process	process	NOUN
ajst-5471	120	13	and	and	CCONJ
ajst-5471	120	14	the	the	DET
ajst-5471	120	15	quality	quality	NOUN
ajst-5471	120	16	of	of	ADP
ajst-5471	120	17	the	the	DET
ajst-5471	120	18	parts	part	NOUN
ajst-5471	120	19	are	be	AUX
ajst-5471	120	20	shown	show	VERB
ajst-5471	120	21	in	in	ADP
ajst-5471	120	22	table	table	NOUN
ajst-5471	120	23	3	3	NUM
ajst-5471	120	24	.	.	PUNCT
ajst-5471	120	25	table	table	NOUN
ajst-5471	120	26	3	3	NUM
ajst-5471	120	27	.	.	PUNCT
ajst-5471	120	28	association	association	NOUN
ajst-5471	120	29	rules	rule	NOUN
ajst-5471	120	30	of	of	ADP
ajst-5471	120	31	some	some	DET
ajst-5471	120	32	parts	part	NOUN
ajst-5471	120	33	processing	process	VERB
ajst-5471	120	34	serial	serial	ADJ
ajst-5471	120	35	number	number	NOUN
ajst-5471	120	36	rule	rule	NOUN
ajst-5471	120	37	guide	guide	NOUN
ajst-5471	120	38	rule	rule	NOUN
ajst-5471	120	39	successor	successor	NOUN
ajst-5471	120	40	confidence	confidence	NOUN
ajst-5471	120	41	1	1	NUM
ajst-5471	120	42	operator	operator	NOUN
ajst-5471	120	43	number	number	NOUN
ajst-5471	120	44	:	:	PUNCT
ajst-5471	120	45	7844	7844	NUM
ajst-5471	120	46	,	,	PUNCT
ajst-5471	120	47	proficiency	proficiency	NOUN
ajst-5471	120	48	:	:	PUNCT
ajst-5471	120	49	6	6	NUM
ajst-5471	120	50	,	,	PUNCT
ajst-5471	120	51	part	part	NOUN
ajst-5471	120	52	name	name	NOUN
ajst-5471	120	53	:	:	PUNCT
ajst-5471	120	54	gasoline	gasoline	NOUN
ajst-5471	120	55	engine	engine	NOUN
ajst-5471	120	56	piston	piston	NOUN
ajst-5471	120	57	,	,	PUNCT
ajst-5471	120	58	working	work	VERB
ajst-5471	120	59	step	step	NOUN
ajst-5471	120	60	:	:	PUNCT
ajst-5471	121	1	precision	precision	NOUN
ajst-5471	121	2	milling	mill	VERB
ajst-5471	121	3	qualified	qualified	ADJ
ajst-5471	121	4	0.88	0.88	NUM
ajst-5471	121	5	2	2	NUM
ajst-5471	121	6	operator	operator	NOUN
ajst-5471	121	7	number	number	NOUN
ajst-5471	121	8	:	:	PUNCT
ajst-5471	121	9	7844	7844	NUM
ajst-5471	121	10	,	,	PUNCT
ajst-5471	121	11	proficiency	proficiency	NOUN
ajst-5471	121	12	:	:	PUNCT
ajst-5471	121	13	6	6	NUM
ajst-5471	121	14	,	,	PUNCT
ajst-5471	121	15	part	part	NOUN
ajst-5471	121	16	name	name	NOUN
ajst-5471	121	17	:	:	PUNCT
ajst-5471	121	18	automobile	automobile	NOUN
ajst-5471	121	19	connecting	connect	VERB
ajst-5471	121	20	rod	rod	NOUN
ajst-5471	121	21	,	,	PUNCT
ajst-5471	121	22	working	work	VERB
ajst-5471	121	23	step	step	NOUN
ajst-5471	121	24	:	:	PUNCT
ajst-5471	121	25	precision	precision	NOUN
ajst-5471	121	26	turning	turn	VERB
ajst-5471	121	27	unqualified	unqualified	ADJ
ajst-5471	121	28	0.89	0.89	NUM
ajst-5471	121	29	table	table	NOUN
ajst-5471	121	30	3	3	NUM
ajst-5471	121	31	.	.	PUNCT
ajst-5471	122	1	(	(	PUNCT
ajst-5471	122	2	continued	continue	VERB
ajst-5471	122	3	table	table	NOUN
ajst-5471	122	4	)	)	PUNCT
ajst-5471	122	5	.	.	PUNCT
ajst-5471	123	1	association	association	NOUN
ajst-5471	123	2	rules	rule	NOUN
ajst-5471	123	3	of	of	ADP
ajst-5471	123	4	some	some	DET
ajst-5471	123	5	parts	part	NOUN
ajst-5471	123	6	processing	process	VERB
ajst-5471	123	7	3	3	NUM
ajst-5471	123	8	operation	operation	NOUN
ajst-5471	123	9	number	number	NOUN
ajst-5471	123	10	:	:	PUNCT
ajst-5471	123	11	8945	8945	NUM
ajst-5471	123	12	,	,	PUNCT
ajst-5471	123	13	proficiency	proficiency	NOUN
ajst-5471	123	14	:	:	PUNCT
ajst-5471	123	15	5	5	NUM
ajst-5471	123	16	,	,	PUNCT
ajst-5471	123	17	machine	machine	NOUN
ajst-5471	123	18	tool	tool	NOUN
ajst-5471	123	19	name	name	NOUN
ajst-5471	123	20	:	:	PUNCT
ajst-5471	123	21	ordinary	ordinary	ADJ
ajst-5471	123	22	lathe	lathe	NOUN
ajst-5471	123	23	c6132	c6132	ADV
ajst-5471	123	24	unqualified	unqualified	ADJ
ajst-5471	123	25	0.87	0.87	NUM
ajst-5471	123	26	4	4	NUM
ajst-5471	123	27	machine	machine	NOUN
ajst-5471	123	28	name	name	NOUN
ajst-5471	123	29	:	:	PUNCT
ajst-5471	123	30	vertical	vertical	ADJ
ajst-5471	123	31	milling	milling	NOUN
ajst-5471	123	32	machine	machine	NOUN
ajst-5471	123	33	;	;	PUNCT
ajst-5471	123	34	machine	machine	NOUN
ajst-5471	123	35	number	number	NOUN
ajst-5471	123	36	:	:	PUNCT
ajst-5471	123	37	x5647	x5647	ADJ
ajst-5471	123	38	,	,	PUNCT
ajst-5471	123	39	step	step	NOUN
ajst-5471	123	40	name	name	NOUN
ajst-5471	123	41	:	:	PUNCT
ajst-5471	123	42	precision	precision	NOUN
ajst-5471	123	43	turning	turn	VERB
ajst-5471	123	44	unqualified	unqualified	ADJ
ajst-5471	123	45	0.90	0.90	NUM
ajst-5471	123	46	5	5	NUM
ajst-5471	123	47	tool	tool	NOUN
ajst-5471	123	48	name	name	NOUN
ajst-5471	123	49	:	:	PUNCT
ajst-5471	123	50	carbide	carbide	NOUN
ajst-5471	123	51	knife	knife	NOUN
ajst-5471	123	52	,	,	PUNCT
ajst-5471	123	53	workpiece	workpiece	NOUN
ajst-5471	123	54	material	material	NOUN
ajst-5471	123	55	:	:	PUNCT
ajst-5471	123	56	no	no	INTJ
ajst-5471	123	57	.	.	PROPN
ajst-5471	123	58	45	45	NUM
ajst-5471	123	59	steel	steel	NOUN
ajst-5471	123	60	,	,	PUNCT
ajst-5471	123	61	cutting	cut	VERB
ajst-5471	123	62	speed	speed	NOUN
ajst-5471	123	63	:	:	PUNCT
ajst-5471	123	64	60	60	NUM
ajst-5471	123	65	m	m	NOUN
ajst-5471	123	66	/	/	SYM
ajst-5471	123	67	min	min	NOUN
ajst-5471	123	68	qualified	qualified	ADJ
ajst-5471	123	69	0.88	0.88	NUM
ajst-5471	123	70	…	…	PUNCT
ajst-5471	123	71	…	…	PUNCT
ajst-5471	123	72	…	…	PUNCT
ajst-5471	123	73	the	the	DET
ajst-5471	123	74	association	association	NOUN
ajst-5471	123	75	rule	rule	NOUN
ajst-5471	123	76	algorithm	algorithm	NOUN
ajst-5471	123	77	model	model	NOUN
ajst-5471	123	78	based	base	VERB
ajst-5471	123	79	on	on	ADP
ajst-5471	123	80	k	k	PROPN
ajst-5471	123	81	-	-	PUNCT
ajst-5471	123	82	means	means	NOUN
ajst-5471	123	83	algorithm	algorithm	NOUN
ajst-5471	123	84	was	be	AUX
ajst-5471	123	85	used	use	VERB
ajst-5471	123	86	to	to	PART
ajst-5471	123	87	analyze	analyze	VERB
ajst-5471	123	88	the	the	DET
ajst-5471	123	89	various	various	ADJ
ajst-5471	123	90	factors	factor	NOUN
ajst-5471	123	91	in	in	ADP
ajst-5471	123	92	the	the	DET
ajst-5471	123	93	part	part	NOUN
ajst-5471	123	94	processing	processing	NOUN
ajst-5471	123	95	process	process	NOUN
ajst-5471	123	96	,	,	PUNCT
ajst-5471	123	97	and	and	CCONJ
ajst-5471	123	98	the	the	DET
ajst-5471	123	99	processing	processing	NOUN
ajst-5471	123	100	association	association	NOUN
ajst-5471	123	101	rules	rule	NOUN
ajst-5471	123	102	in	in	ADP
ajst-5471	123	103	table	table	NOUN
ajst-5471	123	104	3	3	NUM
ajst-5471	123	105	were	be	AUX
ajst-5471	123	106	obtained	obtain	VERB
ajst-5471	123	107	.	.	PUNCT
ajst-5471	124	1	by	by	ADP
ajst-5471	124	2	comparing	compare	VERB
ajst-5471	124	3	association	association	NOUN
ajst-5471	124	4	rules	rule	NOUN
ajst-5471	124	5	1	1	NUM
ajst-5471	124	6	and	and	CCONJ
ajst-5471	124	7	2	2	NUM
ajst-5471	124	8	,	,	PUNCT
ajst-5471	124	9	it	it	PRON
ajst-5471	124	10	is	be	AUX
ajst-5471	124	11	found	find	VERB
ajst-5471	124	12	that	that	SCONJ
ajst-5471	124	13	when	when	SCONJ
ajst-5471	124	14	the	the	DET
ajst-5471	124	15	same	same	ADJ
ajst-5471	124	16	operator	operator	NOUN
ajst-5471	124	17	processes	process	VERB
ajst-5471	124	18	different	different	ADJ
ajst-5471	124	19	parts	part	NOUN
ajst-5471	124	20	with	with	ADP
ajst-5471	124	21	different	different	ADJ
ajst-5471	124	22	processing	processing	NOUN
ajst-5471	124	23	steps	step	NOUN
ajst-5471	124	24	,	,	PUNCT
ajst-5471	124	25	the	the	DET
ajst-5471	124	26	quality	quality	NOUN
ajst-5471	124	27	pass	pass	NOUN
ajst-5471	124	28	rate	rate	NOUN
ajst-5471	124	29	is	be	AUX
ajst-5471	124	30	not	not	PART
ajst-5471	124	31	consistent	consistent	ADJ
ajst-5471	124	32	.	.	PUNCT
ajst-5471	125	1	specifically	specifically	ADV
ajst-5471	125	2	,	,	PUNCT
ajst-5471	125	3	for	for	ADP
ajst-5471	125	4	the	the	DET
ajst-5471	125	5	employee	employee	NOUN
ajst-5471	125	6	with	with	ADP
ajst-5471	125	7	the	the	DET
ajst-5471	125	8	operator	operator	NOUN
ajst-5471	125	9	i	i	PROPN
ajst-5471	125	10	d	d	PROPN
ajst-5471	125	11	of	of	ADP
ajst-5471	125	12	7844	7844	NUM
ajst-5471	125	13	and	and	CCONJ
ajst-5471	125	14	proficiency	proficiency	NOUN
ajst-5471	125	15	level	level	NOUN
ajst-5471	125	16	of	of	ADP
ajst-5471	125	17	6	6	NUM
ajst-5471	125	18	,	,	PUNCT
ajst-5471	125	19	when	when	SCONJ
ajst-5471	125	20	processing	process	VERB
ajst-5471	125	21	the	the	DET
ajst-5471	125	22	part	part	NOUN
ajst-5471	125	23	"	"	PUNCT
ajst-5471	125	24	gasoline	gasoline	NOUN
ajst-5471	125	25	engine	engine	NOUN
ajst-5471	125	26	piston	piston	NOUN
ajst-5471	125	27	"	"	PUNCT
ajst-5471	125	28	with	with	ADP
ajst-5471	125	29	the	the	DET
ajst-5471	125	30	operation	operation	NOUN
ajst-5471	125	31	step	step	NOUN
ajst-5471	125	32	of	of	ADP
ajst-5471	125	33	"	"	PUNCT
ajst-5471	125	34	fine	fine	ADJ
ajst-5471	125	35	milling	milling	NOUN
ajst-5471	125	36	"	"	PUNCT
ajst-5471	125	37	,	,	PUNCT
ajst-5471	125	38	the	the	DET
ajst-5471	125	39	product	product	NOUN
ajst-5471	125	40	quality	quality	NOUN
ajst-5471	125	41	has	have	VERB
ajst-5471	125	42	a	a	DET
ajst-5471	125	43	higher	high	ADJ
ajst-5471	125	44	pass	pass	NOUN
ajst-5471	125	45	rate	rate	NOUN
ajst-5471	125	46	.	.	PUNCT
ajst-5471	126	1	association	association	NOUN
ajst-5471	126	2	rule	rule	NOUN
ajst-5471	126	3	3	3	NUM
ajst-5471	126	4	indicates	indicate	VERB
ajst-5471	126	5	that	that	SCONJ
ajst-5471	126	6	when	when	SCONJ
ajst-5471	126	7	the	the	DET
ajst-5471	126	8	employee	employee	NOUN
ajst-5471	126	9	with	with	ADP
ajst-5471	126	10	the	the	DET
ajst-5471	126	11	operator	operator	NOUN
ajst-5471	126	12	i	i	PROPN
ajst-5471	126	13	d	d	PROPN
ajst-5471	126	14	of	of	ADP
ajst-5471	126	15	8945	8945	NUM
ajst-5471	126	16	and	and	CCONJ
ajst-5471	126	17	proficiency	proficiency	NOUN
ajst-5471	126	18	level	level	NOUN
ajst-5471	126	19	of	of	ADP
ajst-5471	126	20	5	5	NUM
ajst-5471	126	21	operates	operate	VERB
ajst-5471	126	22	the	the	DET
ajst-5471	126	23	ordinary	ordinary	ADJ
ajst-5471	126	24	lathe	lathe	NOUN
ajst-5471	126	25	c6132	c6132	PROPN
ajst-5471	126	26	,	,	PUNCT
ajst-5471	126	27	the	the	DET
ajst-5471	126	28	parts	part	NOUN
ajst-5471	126	29	produced	produce	VERB
ajst-5471	126	30	are	be	AUX
ajst-5471	126	31	mostly	mostly	ADV
ajst-5471	126	32	unqualified	unqualified	ADJ
ajst-5471	126	33	.	.	PUNCT
ajst-5471	127	1	the	the	DET
ajst-5471	127	2	confidence	confidence	NOUN
ajst-5471	127	3	level	level	NOUN
ajst-5471	127	4	of	of	ADP
ajst-5471	127	5	this	this	DET
ajst-5471	127	6	rule	rule	NOUN
ajst-5471	127	7	is	be	AUX
ajst-5471	127	8	0.86	0.86	NUM
ajst-5471	127	9	,	,	PUNCT
ajst-5471	127	10	and	and	CCONJ
ajst-5471	127	11	it	it	PRON
ajst-5471	127	12	can	can	AUX
ajst-5471	127	13	be	be	AUX
ajst-5471	127	14	used	use	VERB
ajst-5471	127	15	to	to	PART
ajst-5471	127	16	assess	assess	VERB
ajst-5471	127	17	the	the	DET
ajst-5471	127	18	performance	performance	NOUN
ajst-5471	127	19	of	of	ADP
ajst-5471	127	20	the	the	DET
ajst-5471	127	21	employee	employee	NOUN
ajst-5471	127	22	and	and	CCONJ
ajst-5471	127	23	examine	examine	VERB
ajst-5471	127	24	whether	whether	SCONJ
ajst-5471	127	25	the	the	DET
ajst-5471	127	26	employee	employee	NOUN
ajst-5471	127	27	is	be	AUX
ajst-5471	127	28	proficient	proficient	ADJ
ajst-5471	127	29	in	in	ADP
ajst-5471	127	30	operating	operate	VERB
ajst-5471	127	31	the	the	DET
ajst-5471	127	32	ordinary	ordinary	ADJ
ajst-5471	127	33	lathe	lathe	NOUN
ajst-5471	127	34	c6132	c6132	PROPN
ajst-5471	127	35	.	.	PROPN
ajst-5471	127	36	association	association	NOUN
ajst-5471	127	37	rule	rule	NOUN
ajst-5471	127	38	4	4	NUM
ajst-5471	127	39	indicates	indicate	VERB
ajst-5471	127	40	that	that	SCONJ
ajst-5471	127	41	when	when	SCONJ
ajst-5471	127	42	the	the	DET
ajst-5471	127	43	vertical	vertical	ADJ
ajst-5471	127	44	milling	milling	NOUN
ajst-5471	127	45	machine	machine	NOUN
ajst-5471	127	46	with	with	ADP
ajst-5471	127	47	the	the	DET
ajst-5471	127	48	machine	machine	NOUN
ajst-5471	127	49	number	number	NOUN
ajst-5471	127	50	x5647	x5647	PROPN
ajst-5471	127	51	is	be	AUX
ajst-5471	127	52	performing	perform	VERB
ajst-5471	127	53	fine	fine	ADJ
ajst-5471	127	54	machining	machining	NOUN
ajst-5471	127	55	,	,	PUNCT
ajst-5471	127	56	there	there	PRON
ajst-5471	127	57	is	be	VERB
ajst-5471	127	58	a	a	DET
ajst-5471	127	59	high	high	ADJ
ajst-5471	127	60	possibility	possibility	NOUN
ajst-5471	127	61	of	of	ADP
ajst-5471	127	62	producing	produce	VERB
ajst-5471	127	63	unqualified	unqualified	ADJ
ajst-5471	127	64	products	product	NOUN
ajst-5471	127	65	.	.	PUNCT
ajst-5471	128	1	the	the	DET
ajst-5471	128	2	confidence	confidence	NOUN
ajst-5471	128	3	level	level	NOUN
ajst-5471	128	4	of	of	ADP
ajst-5471	128	5	this	this	DET
ajst-5471	128	6	rule	rule	NOUN
ajst-5471	128	7	is	be	AUX
ajst-5471	128	8	0.90	0.90	NUM
ajst-5471	128	9	,	,	PUNCT
ajst-5471	128	10	which	which	PRON
ajst-5471	128	11	indicates	indicate	VERB
ajst-5471	128	12	that	that	SCONJ
ajst-5471	128	13	there	there	PRON
ajst-5471	128	14	is	be	VERB
ajst-5471	128	15	a	a	DET
ajst-5471	128	16	fault	fault	NOUN
ajst-5471	128	17	in	in	ADP
ajst-5471	128	18	the	the	DET
ajst-5471	128	19	vertical	vertical	ADJ
ajst-5471	128	20	milling	milling	NOUN
ajst-5471	128	21	machine	machine	NOUN
ajst-5471	128	22	with	with	ADP
ajst-5471	128	23	the	the	DET
ajst-5471	128	24	machine	machine	NOUN
ajst-5471	128	25	number	number	NOUN
ajst-5471	128	26	x5647	x5647	PROPN
ajst-5471	128	27	,	,	PUNCT
ajst-5471	128	28	and	and	CCONJ
ajst-5471	128	29	maintenance	maintenance	NOUN
ajst-5471	128	30	personnel	personnel	NOUN
ajst-5471	128	31	need	need	VERB
ajst-5471	128	32	to	to	PART
ajst-5471	128	33	be	be	AUX
ajst-5471	128	34	arranged	arrange	VERB
ajst-5471	128	35	to	to	PART
ajst-5471	128	36	inspect	inspect	VERB
ajst-5471	128	37	and	and	CCONJ
ajst-5471	128	38	repair	repair	VERB
ajst-5471	128	39	it	it	PRON
ajst-5471	128	40	.	.	PUNCT
ajst-5471	129	1	association	association	NOUN
ajst-5471	129	2	rule	rule	NOUN
ajst-5471	129	3	5	5	NUM
ajst-5471	129	4	indicates	indicate	VERB
ajst-5471	129	5	that	that	SCONJ
ajst-5471	129	6	when	when	SCONJ
ajst-5471	129	7	the	the	DET
ajst-5471	129	8	hard	hard	ADJ
ajst-5471	129	9	alloy	alloy	NOUN
ajst-5471	129	10	tool	tool	NOUN
ajst-5471	129	11	is	be	AUX
ajst-5471	129	12	used	use	VERB
ajst-5471	129	13	to	to	PART
ajst-5471	129	14	process	process	VERB
ajst-5471	129	15	the	the	DET
ajst-5471	129	16	material	material	NOUN
ajst-5471	129	17	45	45	NUM
ajst-5471	129	18	#	#	NOUN
ajst-5471	129	19	steel	steel	NOUN
ajst-5471	129	20	at	at	ADP
ajst-5471	129	21	a	a	DET
ajst-5471	129	22	cutting	cut	VERB
ajst-5471	129	23	speed	speed	NOUN
ajst-5471	129	24	of	of	ADP
ajst-5471	129	25	60m	60m	NUM
ajst-5471	129	26	/	/	SYM
ajst-5471	129	27	min	min	NOUN
ajst-5471	129	28	,	,	PUNCT
ajst-5471	129	29	the	the	DET
ajst-5471	129	30	produced	produce	VERB
ajst-5471	129	31	parts	part	NOUN
ajst-5471	129	32	are	be	AUX
ajst-5471	129	33	mostly	mostly	ADV
ajst-5471	129	34	qualified	qualified	ADJ
ajst-5471	129	35	.	.	PUNCT
ajst-5471	130	1	the	the	DET
ajst-5471	130	2	confidence	confidence	NOUN
ajst-5471	130	3	level	level	NOUN
ajst-5471	130	4	of	of	ADP
ajst-5471	130	5	this	this	DET
ajst-5471	130	6	rule	rule	NOUN
ajst-5471	130	7	is	be	AUX
ajst-5471	130	8	0.88	0.88	NUM
ajst-5471	130	9	,	,	PUNCT
ajst-5471	130	10	which	which	PRON
ajst-5471	130	11	indicates	indicate	VERB
ajst-5471	130	12	that	that	SCONJ
ajst-5471	130	13	when	when	SCONJ
ajst-5471	130	14	processing	processing	NOUN
ajst-5471	130	15	material	material	NOUN
ajst-5471	130	16	45	45	NUM
ajst-5471	130	17	#	#	NOUN
ajst-5471	130	18	steel	steel	NOUN
ajst-5471	130	19	with	with	ADP
ajst-5471	130	20	a	a	DET
ajst-5471	130	21	cutting	cut	VERB
ajst-5471	130	22	speed	speed	NOUN
ajst-5471	130	23	of	of	ADP
ajst-5471	130	24	60m	60m	NUM
ajst-5471	130	25	/	/	SYM
ajst-5471	130	26	min	min	NOUN
ajst-5471	130	27	,	,	PUNCT
ajst-5471	130	28	a	a	DET
ajst-5471	130	29	higher	high	ADJ
ajst-5471	130	30	pass	pass	NOUN
ajst-5471	130	31	rate	rate	NOUN
ajst-5471	130	32	can	can	AUX
ajst-5471	130	33	be	be	AUX
ajst-5471	130	34	achieved	achieve	VERB
ajst-5471	130	35	.	.	PUNCT
ajst-5471	131	1	this	this	DET
ajst-5471	131	2	rule	rule	NOUN
ajst-5471	131	3	can	can	AUX
ajst-5471	131	4	be	be	AUX
ajst-5471	131	5	used	use	VERB
ajst-5471	131	6	to	to	PART
ajst-5471	131	7	guide	guide	VERB
ajst-5471	131	8	workers	worker	NOUN
ajst-5471	131	9	in	in	ADP
ajst-5471	131	10	production	production	NOUN
ajst-5471	131	11	and	and	CCONJ
ajst-5471	131	12	processing	processing	NOUN
ajst-5471	131	13	.	.	PUNCT
ajst-5471	132	1	4.3	4.3	NUM
ajst-5471	132	2	.	.	PUNCT
ajst-5471	132	3	evaluation	evaluation	NOUN
ajst-5471	132	4	of	of	ADP
ajst-5471	132	5	correctness	correctness	NOUN
ajst-5471	132	6	of	of	ADP
ajst-5471	132	7	rules	rule	NOUN
ajst-5471	132	8	in	in	ADP
ajst-5471	132	9	order	order	NOUN
ajst-5471	132	10	to	to	PART
ajst-5471	132	11	evaluate	evaluate	VERB
ajst-5471	132	12	the	the	DET
ajst-5471	132	13	obtained	obtain	VERB
ajst-5471	132	14	rule	rule	NOUN
ajst-5471	132	15	set	set	NOUN
ajst-5471	132	16	,	,	PUNCT
ajst-5471	132	17	this	this	DET
ajst-5471	132	18	study	study	NOUN
ajst-5471	132	19	employs	employ	VERB
ajst-5471	132	20	the	the	DET
ajst-5471	132	21	score	score	NOUN
ajst-5471	132	22	-	-	PUNCT
ajst-5471	132	23	based	base	VERB
ajst-5471	132	24	prediction	prediction	NOUN
ajst-5471	132	25	method	method	NOUN
ajst-5471	132	26	proposed	propose	VERB
ajst-5471	132	27	by	by	ADP
ajst-5471	132	28	li[5	li[5	PROPN
ajst-5471	132	29	]	]	PUNCT
ajst-5471	132	30	to	to	PART
ajst-5471	132	31	predict	predict	VERB
ajst-5471	132	32	the	the	DET
ajst-5471	132	33	test	test	NOUN
ajst-5471	132	34	set	set	VERB
ajst-5471	132	35	samples	sample	NOUN
ajst-5471	132	36	analyzed	analyze	VERB
ajst-5471	132	37	.	.	PUNCT
ajst-5471	133	1	given	give	VERB
ajst-5471	133	2	the	the	DET
ajst-5471	133	3	rule	rule	NOUN
ajst-5471	133	4	set	set	NOUN
ajst-5471	133	5	and	and	CCONJ
ajst-5471	133	6	test	test	NOUN
ajst-5471	133	7	samples	sample	NOUN
ajst-5471	133	8	,	,	PUNCT
ajst-5471	133	9	subsets	subset	NOUN
ajst-5471	133	10	that	that	PRON
ajst-5471	133	11	correspond	correspond	VERB
ajst-5471	133	12	to	to	ADP
ajst-5471	133	13	them	they	PRON
ajst-5471	133	14	are	be	AUX
ajst-5471	133	15	identified	identify	VERB
ajst-5471	133	16	.	.	PUNCT
ajst-5471	134	1	if	if	SCONJ
ajst-5471	134	2	the	the	DET
ajst-5471	134	3	prediction	prediction	NOUN
ajst-5471	134	4	results	result	VERB
ajst-5471	134	5	in	in	ADP
ajst-5471	134	6	the	the	DET
ajst-5471	134	7	subset	subset	NOUN
ajst-5471	134	8	are	be	AUX
ajst-5471	134	9	consistent	consistent	ADJ
ajst-5471	134	10	,	,	PUNCT
ajst-5471	134	11	the	the	DET
ajst-5471	134	12	prediction	prediction	NOUN
ajst-5471	134	13	result	result	NOUN
ajst-5471	134	14	is	be	AUX
ajst-5471	134	15	assigned	assign	VERB
ajst-5471	134	16	to	to	ADP
ajst-5471	134	17	the	the	DET
ajst-5471	134	18	corresponding	corresponding	ADJ
ajst-5471	134	19	sample	sample	NOUN
ajst-5471	134	20	.	.	PUNCT
ajst-5471	135	1	otherwise	otherwise	ADV
ajst-5471	135	2	,	,	PUNCT
ajst-5471	135	3	the	the	DET
ajst-5471	135	4	rule	rule	NOUN
ajst-5471	135	5	subsets	subset	NOUN
ajst-5471	135	6	are	be	AUX
ajst-5471	135	7	partitioned	partition	VERB
ajst-5471	135	8	based	base	VERB
ajst-5471	135	9	on	on	ADP
ajst-5471	135	10	the	the	DET
ajst-5471	135	11	prediction	prediction	NOUN
ajst-5471	135	12	results	result	NOUN
ajst-5471	135	13	,	,	PUNCT
ajst-5471	135	14	and	and	CCONJ
ajst-5471	135	15	the	the	DET
ajst-5471	135	16	weighted	weight	VERB
ajst-5471	135	17	scores	score	NOUN
ajst-5471	135	18	of	of	ADP
ajst-5471	135	19	the	the	DET
ajst-5471	135	20	combined	combine	VERB
ajst-5471	135	21	data	datum	NOUN
ajst-5471	135	22	are	be	AUX
ajst-5471	135	23	calculated	calculate	VERB
ajst-5471	135	24	.	.	PUNCT
ajst-5471	136	1	the	the	DET
ajst-5471	136	2	result	result	NOUN
ajst-5471	136	3	corresponding	correspond	VERB
ajst-5471	136	4	to	to	ADP
ajst-5471	136	5	the	the	DET
ajst-5471	136	6	group	group	NOUN
ajst-5471	136	7	with	with	ADP
ajst-5471	136	8	the	the	DET
ajst-5471	136	9	highest	high	ADJ
ajst-5471	136	10	score	score	NOUN
ajst-5471	136	11	is	be	AUX
ajst-5471	136	12	then	then	ADV
ajst-5471	136	13	assigned	assign	VERB
ajst-5471	136	14	to	to	ADP
ajst-5471	136	15	the	the	DET
ajst-5471	136	16	sample	sample	NOUN
ajst-5471	136	17	.	.	PUNCT
ajst-5471	137	1	for	for	ADP
ajst-5471	137	2	a	a	DET
ajst-5471	137	3	given	give	VERB
ajst-5471	137	4	sample	sample	NOUN
ajst-5471	137	5	set	set	NOUN
ajst-5471	137	6	,	,	PUNCT
ajst-5471	137	7	we	we	PRON
ajst-5471	137	8	use	use	VERB
ajst-5471	137	9	overall	overall	ADJ
ajst-5471	137	10	classification	classification	NOUN
ajst-5471	137	11	accuracy	accuracy	NOUN
ajst-5471	137	12	and	and	CCONJ
ajst-5471	137	13	minority	minority	NOUN
ajst-5471	137	14	class	class	NOUN
ajst-5471	137	15	classification	classification	NOUN
ajst-5471	137	16	rate	rate	NOUN
ajst-5471	137	17	(	(	PUNCT
ajst-5471	137	18	tpr	tpr	NOUN
ajst-5471	137	19	)	)	PUNCT
ajst-5471	137	20	.	.	PUNCT
ajst-5471	138	1	overall	overall	ADJ
ajst-5471	138	2	classification	classification	NOUN
ajst-5471	138	3	accuracy	accuracy	NOUN
ajst-5471	138	4	is	be	AUX
ajst-5471	138	5	a	a	DET
ajst-5471	138	6	measure	measure	NOUN
ajst-5471	138	7	of	of	ADP
ajst-5471	138	8	the	the	DET
ajst-5471	138	9	proportion	proportion	NOUN
ajst-5471	138	10	of	of	ADP
ajst-5471	138	11	correctly	correctly	ADV
ajst-5471	138	12	classified	classify	VERB
ajst-5471	138	13	samples	sample	NOUN
ajst-5471	138	14	out	out	ADP
ajst-5471	138	15	of	of	ADP
ajst-5471	138	16	the	the	DET
ajst-5471	138	17	total	total	ADJ
ajst-5471	138	18	number	number	NOUN
ajst-5471	138	19	of	of	ADP
ajst-5471	138	20	samples	sample	NOUN
ajst-5471	138	21	.	.	PUNCT
ajst-5471	139	1	it	it	PRON
ajst-5471	139	2	is	be	AUX
ajst-5471	139	3	computed	compute	VERB
ajst-5471	139	4	as	as	ADP
ajst-5471	139	5	the	the	DET
ajst-5471	139	6	ratio	ratio	NOUN
ajst-5471	139	7	of	of	ADP
ajst-5471	139	8	the	the	DET
ajst-5471	139	9	number	number	NOUN
ajst-5471	139	10	of	of	ADP
ajst-5471	139	11	correctly	correctly	ADV
ajst-5471	139	12	classified	classify	VERB
ajst-5471	139	13	samples	sample	NOUN
ajst-5471	139	14	to	to	ADP
ajst-5471	139	15	the	the	DET
ajst-5471	139	16	total	total	ADJ
ajst-5471	139	17	number	number	NOUN
ajst-5471	139	18	of	of	ADP
ajst-5471	139	19	samples	sample	NOUN
ajst-5471	139	20	:	:	PUNCT
ajst-5471	139	21	accur	accur	VERB
ajst-5471	139	22	tn	tn	PROPN
ajst-5471	139	23	tp	tp	PROPN
ajst-5471	139	24	acy	acy	PROPN
ajst-5471	139	25	np	np	INTJ
ajst-5471	139	26			PROPN
ajst-5471	139	27			PROPN
ajst-5471	139	28	(	(	PUNCT
ajst-5471	139	29	5	5	NUM
ajst-5471	139	30	)	)	PUNCT
ajst-5471	139	31	minority	minority	NOUN
ajst-5471	139	32	class	class	NOUN
ajst-5471	139	33	classification	classification	NOUN
ajst-5471	139	34	rate	rate	NOUN
ajst-5471	139	35	,	,	PUNCT
ajst-5471	139	36	also	also	ADV
ajst-5471	139	37	known	know	VERB
ajst-5471	139	38	as	as	ADP
ajst-5471	139	39	true	true	ADJ
ajst-5471	139	40	positive	positive	ADJ
ajst-5471	139	41	rate	rate	NOUN
ajst-5471	139	42	(	(	PUNCT
ajst-5471	139	43	tpr	tpr	NOUN
ajst-5471	139	44	)	)	PUNCT
ajst-5471	139	45	,	,	PUNCT
ajst-5471	139	46	is	be	AUX
ajst-5471	139	47	a	a	DET
ajst-5471	139	48	measure	measure	NOUN
ajst-5471	139	49	of	of	ADP
ajst-5471	139	50	the	the	DET
ajst-5471	139	51	proportion	proportion	NOUN
ajst-5471	139	52	of	of	ADP
ajst-5471	139	53	133	133	NUM
ajst-5471	139	54	minority	minority	NOUN
ajst-5471	139	55	class	class	NOUN
ajst-5471	139	56	samples	sample	NOUN
ajst-5471	139	57	that	that	PRON
ajst-5471	139	58	are	be	AUX
ajst-5471	139	59	correctly	correctly	ADV
ajst-5471	139	60	classified	classify	VERB
ajst-5471	139	61	as	as	ADP
ajst-5471	139	62	belonging	belong	VERB
ajst-5471	139	63	to	to	ADP
ajst-5471	139	64	the	the	DET
ajst-5471	139	65	minority	minority	NOUN
ajst-5471	139	66	class	class	NOUN
ajst-5471	139	67	out	out	ADP
ajst-5471	139	68	of	of	ADP
ajst-5471	139	69	the	the	DET
ajst-5471	139	70	total	total	ADJ
ajst-5471	139	71	number	number	NOUN
ajst-5471	139	72	of	of	ADP
ajst-5471	139	73	minority	minority	NOUN
ajst-5471	139	74	class	class	NOUN
ajst-5471	139	75	samples	sample	NOUN
ajst-5471	139	76	.	.	PUNCT
ajst-5471	140	1	it	it	PRON
ajst-5471	140	2	is	be	AUX
ajst-5471	140	3	computed	compute	VERB
ajst-5471	140	4	as	as	ADP
ajst-5471	140	5	the	the	DET
ajst-5471	140	6	ratio	ratio	NOUN
ajst-5471	140	7	of	of	ADP
ajst-5471	140	8	the	the	DET
ajst-5471	140	9	number	number	NOUN
ajst-5471	140	10	of	of	ADP
ajst-5471	140	11	correctly	correctly	ADV
ajst-5471	140	12	classified	classified	ADJ
ajst-5471	140	13	minority	minority	NOUN
ajst-5471	140	14	class	class	NOUN
ajst-5471	140	15	samples	sample	NOUN
ajst-5471	140	16	to	to	ADP
ajst-5471	140	17	the	the	DET
ajst-5471	140	18	total	total	ADJ
ajst-5471	140	19	number	number	NOUN
ajst-5471	140	20	of	of	ADP
ajst-5471	140	21	minority	minority	NOUN
ajst-5471	140	22	class	class	NOUN
ajst-5471	140	23	samples	sample	NOUN
ajst-5471	140	24	:	:	PUNCT
ajst-5471	140	25	tp	tp	PART
ajst-5471	140	26	tpr	tpr	PROPN
ajst-5471	140	27	p	p	PROPN
ajst-5471	141	1			PROPN
ajst-5471	142	1	(	(	PUNCT
ajst-5471	142	2	6	6	NUM
ajst-5471	142	3	)	)	PUNCT
ajst-5471	142	4	in	in	ADP
ajst-5471	142	5	the	the	DET
ajst-5471	142	6	evaluation	evaluation	NOUN
ajst-5471	142	7	of	of	ADP
ajst-5471	142	8	the	the	DET
ajst-5471	142	9	performance	performance	NOUN
ajst-5471	142	10	of	of	ADP
ajst-5471	142	11	the	the	DET
ajst-5471	142	12	k	k	NOUN
ajst-5471	142	13	-	-	PUNCT
ajst-5471	142	14	means	means	NOUN
ajst-5471	142	15	-	-	PUNCT
ajst-5471	142	16	based	base	VERB
ajst-5471	142	17	association	association	NOUN
ajst-5471	142	18	rule	rule	NOUN
ajst-5471	142	19	algorithm	algorithm	NOUN
ajst-5471	142	20	,	,	PUNCT
ajst-5471	142	21	the	the	DET
ajst-5471	142	22	true	true	ADJ
ajst-5471	142	23	negatives	negative	NOUN
ajst-5471	142	24	(	(	PUNCT
ajst-5471	142	25	tn	tn	NOUN
ajst-5471	142	26	)	)	PUNCT
ajst-5471	142	27	represent	represent	VERB
ajst-5471	142	28	the	the	DET
ajst-5471	142	29	number	number	NOUN
ajst-5471	142	30	of	of	ADP
ajst-5471	142	31	correctly	correctly	ADV
ajst-5471	142	32	classified	classify	VERB
ajst-5471	142	33	qualified	qualified	ADJ
ajst-5471	142	34	samples	sample	NOUN
ajst-5471	142	35	in	in	ADP
ajst-5471	142	36	the	the	DET
ajst-5471	142	37	test	test	NOUN
ajst-5471	142	38	set	set	NOUN
ajst-5471	142	39	,	,	PUNCT
ajst-5471	142	40	true	true	ADJ
ajst-5471	142	41	positives	positive	NOUN
ajst-5471	142	42	(	(	PUNCT
ajst-5471	142	43	tp	tp	NOUN
ajst-5471	142	44	)	)	PUNCT
ajst-5471	142	45	represent	represent	VERB
ajst-5471	142	46	the	the	DET
ajst-5471	142	47	number	number	NOUN
ajst-5471	142	48	of	of	ADP
ajst-5471	142	49	correctly	correctly	ADV
ajst-5471	142	50	classified	classify	VERB
ajst-5471	142	51	unqualified	unqualified	ADJ
ajst-5471	142	52	samples	sample	NOUN
ajst-5471	142	53	in	in	ADP
ajst-5471	142	54	the	the	DET
ajst-5471	142	55	test	test	NOUN
ajst-5471	142	56	set	set	NOUN
ajst-5471	142	57	,	,	PUNCT
ajst-5471	142	58	total	total	ADJ
ajst-5471	142	59	number	number	NOUN
ajst-5471	142	60	of	of	ADP
ajst-5471	142	61	samples	sample	NOUN
ajst-5471	142	62	in	in	ADP
ajst-5471	142	63	the	the	DET
ajst-5471	142	64	test	test	NOUN
ajst-5471	142	65	set	set	NOUN
ajst-5471	142	66	is	be	AUX
ajst-5471	142	67	represented	represent	VERB
ajst-5471	142	68	by	by	ADP
ajst-5471	142	69	np	np	INTJ
ajst-5471	142	70	,	,	PUNCT
ajst-5471	142	71	and	and	CCONJ
ajst-5471	142	72	the	the	DET
ajst-5471	142	73	number	number	NOUN
ajst-5471	142	74	of	of	ADP
ajst-5471	142	75	unqualified	unqualified	ADJ
ajst-5471	142	76	samples	sample	NOUN
ajst-5471	142	77	in	in	ADP
ajst-5471	142	78	the	the	DET
ajst-5471	142	79	test	test	NOUN
ajst-5471	142	80	set	set	NOUN
ajst-5471	142	81	is	be	AUX
ajst-5471	142	82	represented	represent	VERB
ajst-5471	142	83	by	by	ADP
ajst-5471	142	84	p.	p.	PROPN
ajst-5471	142	85	after	after	ADP
ajst-5471	142	86	analyzing	analyze	VERB
ajst-5471	142	87	the	the	DET
ajst-5471	142	88	obtained	obtain	VERB
ajst-5471	142	89	data	datum	NOUN
ajst-5471	142	90	,	,	PUNCT
ajst-5471	142	91	the	the	DET
ajst-5471	142	92	accuracy	accuracy	NOUN
ajst-5471	142	93	and	and	CCONJ
ajst-5471	142	94	true	true	ADJ
ajst-5471	142	95	positive	positive	ADJ
ajst-5471	142	96	rate	rate	NOUN
ajst-5471	142	97	(	(	PUNCT
ajst-5471	142	98	tpr	tpr	NOUN
ajst-5471	142	99	)	)	PUNCT
ajst-5471	142	100	were	be	AUX
ajst-5471	142	101	calculated	calculate	VERB
ajst-5471	142	102	to	to	PART
ajst-5471	142	103	be	be	AUX
ajst-5471	142	104	94	94	NUM
ajst-5471	142	105	%	%	NOUN
ajst-5471	142	106	and	and	CCONJ
ajst-5471	142	107	92	92	NUM
ajst-5471	142	108	%	%	NOUN
ajst-5471	142	109	,	,	PUNCT
ajst-5471	142	110	respectively	respectively	ADV
ajst-5471	142	111	.	.	PUNCT
ajst-5471	143	1	these	these	DET
ajst-5471	143	2	results	result	NOUN
ajst-5471	143	3	indicate	indicate	VERB
ajst-5471	143	4	that	that	SCONJ
ajst-5471	143	5	the	the	DET
ajst-5471	143	6	k	k	PROPN
ajst-5471	143	7	-	-	PUNCT
ajst-5471	143	8	means	means	NOUN
ajst-5471	143	9	-	-	PUNCT
ajst-5471	143	10	based	base	VERB
ajst-5471	143	11	association	association	NOUN
ajst-5471	143	12	rule	rule	NOUN
ajst-5471	143	13	algorithm	algorithm	NOUN
ajst-5471	143	14	has	have	VERB
ajst-5471	143	15	a	a	DET
ajst-5471	143	16	certain	certain	ADJ
ajst-5471	143	17	degree	degree	NOUN
ajst-5471	143	18	of	of	ADP
ajst-5471	143	19	correctness	correctness	NOUN
ajst-5471	143	20	.	.	PUNCT
ajst-5471	144	1	5	5	X
ajst-5471	144	2	.	.	X
ajst-5471	144	3	conclusion	conclusion	NOUN
ajst-5471	144	4	in	in	ADP
ajst-5471	144	5	this	this	DET
ajst-5471	144	6	paper	paper	NOUN
ajst-5471	144	7	,	,	PUNCT
ajst-5471	144	8	we	we	PRON
ajst-5471	144	9	propose	propose	VERB
ajst-5471	144	10	to	to	PART
ajst-5471	144	11	apply	apply	VERB
ajst-5471	144	12	data	datum	NOUN
ajst-5471	144	13	mining	mining	NOUN
ajst-5471	144	14	techniques	technique	NOUN
ajst-5471	144	15	to	to	ADP
ajst-5471	144	16	the	the	DET
ajst-5471	144	17	mes	me	NOUN
ajst-5471	144	18	quality	quality	NOUN
ajst-5471	144	19	management	management	NOUN
ajst-5471	144	20	system	system	NOUN
ajst-5471	144	21	,	,	PUNCT
ajst-5471	144	22	using	use	VERB
ajst-5471	144	23	the	the	DET
ajst-5471	144	24	k	k	ADJ
ajst-5471	144	25	-	-	PUNCT
ajst-5471	144	26	means	means	NOUN
ajst-5471	144	27	algorithm	algorithm	NOUN
ajst-5471	144	28	and	and	CCONJ
ajst-5471	144	29	association	association	NOUN
ajst-5471	144	30	rule	rule	NOUN
ajst-5471	144	31	mining	mining	NOUN
ajst-5471	144	32	algorithm	algorithm	NOUN
ajst-5471	144	33	to	to	PART
ajst-5471	144	34	establish	establish	VERB
ajst-5471	144	35	a	a	DET
ajst-5471	144	36	production	production	NOUN
ajst-5471	144	37	process	process	NOUN
ajst-5471	144	38	association	association	NOUN
ajst-5471	144	39	rule	rule	NOUN
ajst-5471	144	40	mining	mining	NOUN
ajst-5471	144	41	model	model	NOUN
ajst-5471	144	42	.	.	PUNCT
ajst-5471	145	1	based	base	VERB
ajst-5471	145	2	on	on	ADP
ajst-5471	145	3	the	the	DET
ajst-5471	145	4	results	result	NOUN
ajst-5471	145	5	of	of	ADP
ajst-5471	145	6	association	association	NOUN
ajst-5471	145	7	rule	rule	NOUN
ajst-5471	145	8	mining	mining	NOUN
ajst-5471	145	9	,	,	PUNCT
ajst-5471	145	10	there	there	PRON
ajst-5471	145	11	are	be	VERB
ajst-5471	145	12	many	many	ADJ
ajst-5471	145	13	related	related	ADJ
ajst-5471	145	14	rules	rule	NOUN
ajst-5471	145	15	in	in	ADP
ajst-5471	145	16	the	the	DET
ajst-5471	145	17	historical	historical	ADJ
ajst-5471	145	18	processing	processing	NOUN
ajst-5471	145	19	records	record	NOUN
ajst-5471	145	20	of	of	ADP
ajst-5471	145	21	the	the	DET
ajst-5471	145	22	enterprise	enterprise	NOUN
ajst-5471	145	23	's	's	PART
ajst-5471	145	24	mes	mes	NOUN
ajst-5471	145	25	quality	quality	NOUN
ajst-5471	145	26	management	management	NOUN
ajst-5471	145	27	system	system	NOUN
ajst-5471	145	28	.	.	PUNCT
ajst-5471	146	1	the	the	DET
ajst-5471	146	2	mining	mining	NOUN
ajst-5471	146	3	of	of	ADP
ajst-5471	146	4	the	the	DET
ajst-5471	146	5	processing	processing	NOUN
ajst-5471	146	6	rules	rule	NOUN
ajst-5471	146	7	of	of	ADP
ajst-5471	146	8	parts	part	NOUN
ajst-5471	146	9	in	in	ADP
ajst-5471	146	10	the	the	DET
ajst-5471	146	11	production	production	NOUN
ajst-5471	146	12	process	process	NOUN
ajst-5471	146	13	can	can	AUX
ajst-5471	146	14	be	be	AUX
ajst-5471	146	15	used	use	VERB
ajst-5471	146	16	as	as	ADP
ajst-5471	146	17	process	process	NOUN
ajst-5471	146	18	knowledge	knowledge	NOUN
ajst-5471	146	19	to	to	PART
ajst-5471	146	20	assist	assist	VERB
ajst-5471	146	21	in	in	ADP
ajst-5471	146	22	online	online	ADJ
ajst-5471	146	23	adjustments	adjustment	NOUN
ajst-5471	146	24	during	during	ADP
ajst-5471	146	25	production	production	NOUN
ajst-5471	146	26	,	,	PUNCT
ajst-5471	146	27	provide	provide	VERB
ajst-5471	146	28	reference	reference	NOUN
ajst-5471	146	29	and	and	CCONJ
ajst-5471	146	30	decision	decision	NOUN
ajst-5471	146	31	-	-	PUNCT
ajst-5471	146	32	making	make	VERB
ajst-5471	146	33	support	support	NOUN
ajst-5471	146	34	for	for	ADP
ajst-5471	146	35	the	the	DET
ajst-5471	146	36	development	development	NOUN
ajst-5471	146	37	of	of	ADP
ajst-5471	146	38	processing	processing	NOUN
ajst-5471	146	39	technology	technology	NOUN
ajst-5471	146	40	and	and	CCONJ
ajst-5471	146	41	the	the	DET
ajst-5471	146	42	selection	selection	NOUN
ajst-5471	146	43	of	of	ADP
ajst-5471	146	44	raw	raw	ADJ
ajst-5471	146	45	materials	material	NOUN
ajst-5471	146	46	,	,	PUNCT
ajst-5471	146	47	reduce	reduce	VERB
ajst-5471	146	48	the	the	DET
ajst-5471	146	49	production	production	NOUN
ajst-5471	146	50	cost	cost	NOUN
ajst-5471	146	51	of	of	ADP
ajst-5471	146	52	the	the	DET
ajst-5471	146	53	enterprise	enterprise	NOUN
ajst-5471	146	54	,	,	PUNCT
ajst-5471	146	55	and	and	CCONJ
ajst-5471	146	56	enhance	enhance	VERB
ajst-5471	146	57	the	the	DET
ajst-5471	146	58	core	core	NOUN
ajst-5471	146	59	competitiveness	competitiveness	NOUN
ajst-5471	146	60	of	of	ADP
ajst-5471	146	61	the	the	DET
ajst-5471	146	62	enterprise	enterprise	NOUN
ajst-5471	146	63	in	in	ADP
ajst-5471	146	64	the	the	DET
ajst-5471	146	65	market	market	NOUN
ajst-5471	146	66	competition	competition	NOUN
ajst-5471	146	67	.	.	PUNCT
ajst-5471	147	1	references	reference	NOUN
ajst-5471	147	2	[	[	X
ajst-5471	147	3	1	1	NUM
ajst-5471	147	4	]	]	X
ajst-5471	147	5	wuest	wu	ADJ
ajst-5471	147	6	t.	t.	NOUN
ajst-5471	147	7	identifying	identify	VERB
ajst-5471	147	8	product	product	NOUN
ajst-5471	147	9	and	and	CCONJ
ajst-5471	147	10	process	process	NOUN
ajst-5471	147	11	state	state	NOUN
ajst-5471	147	12	drivers	driver	NOUN
ajst-5471	147	13	in	in	ADP
ajst-5471	147	14	manufacturing	manufacturing	NOUN
ajst-5471	147	15	systems	system	NOUN
ajst-5471	147	16	using	use	VERB
ajst-5471	147	17	supervised	supervised	ADJ
ajst-5471	147	18	machine	machine	NOUN
ajst-5471	147	19	learning[m	learning[m	NOUN
ajst-5471	147	20	]	]	PUNCT
ajst-5471	147	21	.	.	PUNCT
ajst-5471	148	1	springer	springer	PROPN
ajst-5471	148	2	international	international	ADJ
ajst-5471	148	3	publishing	publishing	NOUN
ajst-5471	148	4	,	,	PUNCT
ajst-5471	148	5	2015	2015	NUM
ajst-5471	148	6	.	.	PUNCT
ajst-5471	149	1	[	[	X
ajst-5471	149	2	2	2	X
ajst-5471	149	3	]	]	X
ajst-5471	149	4	maudes	maudes	PROPN
ajst-5471	149	5	j	j	PROPN
ajst-5471	149	6	,	,	PUNCT
ajst-5471	149	7	bustillo	bustillo	PROPN
ajst-5471	149	8	a	a	PRON
ajst-5471	149	9	,	,	PUNCT
ajst-5471	149	10	guerra	guerra	PROPN
ajst-5471	149	11	a	a	DET
ajst-5471	149	12	j	j	PROPN
ajst-5471	149	13	,	,	PUNCT
ajst-5471	149	14	et	et	PROPN
ajst-5471	149	15	al	al	PROPN
ajst-5471	149	16	.	.	PUNCT
ajst-5471	149	17	random	random	PROPN
ajst-5471	149	18	forest	forest	NOUN
ajst-5471	149	19	ensemble	ensemble	ADJ
ajst-5471	149	20	prediction	prediction	NOUN
ajst-5471	149	21	of	of	ADP
ajst-5471	149	22	stent	stent	NOUN
ajst-5471	149	23	dimensions	dimension	NOUN
ajst-5471	149	24	in	in	ADP
ajst-5471	149	25	microfabrication	microfabrication	PROPN
ajst-5471	149	26	processes[j	processes[j	PROPN
ajst-5471	149	27	]	]	PUNCT
ajst-5471	149	28	.	.	PUNCT
ajst-5471	150	1	international	international	ADJ
ajst-5471	150	2	journal	journal	PROPN
ajst-5471	150	3	of	of	ADP
ajst-5471	150	4	advanced	advanced	ADJ
ajst-5471	150	5	manufacturing	manufacturing	NOUN
ajst-5471	150	6	technology	technology	NOUN
ajst-5471	150	7	,	,	PUNCT
ajst-5471	150	8	2017	2017	NUM
ajst-5471	150	9	,	,	PUNCT
ajst-5471	150	10	91(1	91(1	NUM
ajst-5471	150	11	-	-	PUNCT
ajst-5471	150	12	4):879	4):879	NUM
ajst-5471	150	13	-	-	PUNCT
ajst-5471	150	14	893	893	NUM
ajst-5471	150	15	.	.	PUNCT
ajst-5471	151	1	[	[	X
ajst-5471	151	2	3	3	NUM
ajst-5471	151	3	]	]	X
ajst-5471	151	4	cheruku	cheruku	PROPN
ajst-5471	151	5	r	r	PROPN
ajst-5471	151	6	,	,	PUNCT
ajst-5471	151	7	edla	edla	NOUN
ajst-5471	151	8	d	d	PROPN
ajst-5471	151	9	r	r	PROPN
ajst-5471	151	10	,	,	PUNCT
ajst-5471	151	11	kuppili	kuppili	NOUN
ajst-5471	151	12	v.	v.	ADP
ajst-5471	151	13	sm	sm	NOUN
ajst-5471	151	14	-	-	PUNCT
ajst-5471	151	15	ruleminer	ruleminer	NOUN
ajst-5471	151	16	:	:	PUNCT
ajst-5471	151	17	spider	spider	NOUN
ajst-5471	151	18	monkey	monkey	NOUN
ajst-5471	151	19	based	base	VERB
ajst-5471	151	20	rule	rule	NOUN
ajst-5471	151	21	miner	miner	NOUN
ajst-5471	151	22	using	use	VERB
ajst-5471	151	23	novel	novel	ADJ
ajst-5471	151	24	fitness	fitness	NOUN
ajst-5471	151	25	function	function	NOUN
ajst-5471	151	26	for	for	ADP
ajst-5471	151	27	diabetes	diabetes	NOUN
ajst-5471	151	28	classification[j	classification[j	NOUN
ajst-5471	151	29	]	]	PUNCT
ajst-5471	151	30	.	.	PUNCT
ajst-5471	152	1	computers	computer	NOUN
ajst-5471	152	2	in	in	ADP
ajst-5471	152	3	biology	biology	NOUN
ajst-5471	152	4	&	&	CCONJ
ajst-5471	152	5	medicine	medicine	NOUN
ajst-5471	152	6	,	,	PUNCT
ajst-5471	152	7	2016	2016	NUM
ajst-5471	152	8	,	,	PUNCT
ajst-5471	152	9	81:79	81:79	NUM
ajst-5471	152	10	-	-	SYM
ajst-5471	152	11	92	92	NUM
ajst-5471	152	12	.	.	PUNCT
ajst-5471	153	1	[	[	X
ajst-5471	153	2	4	4	NUM
ajst-5471	153	3	]	]	X
ajst-5471	153	4	kashkoush	kashkoush	ADJ
ajst-5471	153	5	m.	m.	NOUN
ajst-5471	153	6	knowledge	knowledge	NOUN
ajst-5471	153	7	discovery	discovery	NOUN
ajst-5471	153	8	models	model	NOUN
ajst-5471	153	9	for	for	ADP
ajst-5471	153	10	product	product	NOUN
ajst-5471	153	11	design	design	NOUN
ajst-5471	153	12	,	,	PUNCT
ajst-5471	153	13	assembly	assembly	NOUN
ajst-5471	153	14	planning	planning	NOUN
ajst-5471	153	15	and	and	CCONJ
ajst-5471	153	16	manufacturing	manufacturing	NOUN
ajst-5471	153	17	system	system	NOUN
ajst-5471	153	18	synthesis[dissertation	synthesis[dissertation	NOUN
ajst-5471	153	19	]	]	PUNCT
ajst-5471	153	20	.	.	PUNCT
ajst-5471	154	1	canada	canada	PROPN
ajst-5471	154	2	:	:	PUNCT
ajst-5471	154	3	university	university	NOUN
ajst-5471	154	4	of	of	ADP
ajst-5471	154	5	windsor	windsor	PROPN
ajst-5471	154	6	,	,	PUNCT
ajst-5471	154	7	2015	2015	NUM
ajst-5471	154	8	.	.	PUNCT
ajst-5471	155	1	[	[	X
ajst-5471	155	2	5	5	X
ajst-5471	155	3	]	]	PUNCT
ajst-5471	155	4	wenmin	wenmin	PROPN
ajst-5471	155	5	li	li	PROPN
ajst-5471	155	6	,	,	PUNCT
ajst-5471	155	7	jiawei	jiawei	PROPN
ajst-5471	155	8	han	han	PROPN
ajst-5471	155	9	and	and	CCONJ
ajst-5471	155	10	jian	jian	PROPN
ajst-5471	155	11	pei	pei	PROPN
ajst-5471	155	12	,	,	PUNCT
ajst-5471	155	13	"	"	PUNCT
ajst-5471	155	14	cmar	cmar	NOUN
ajst-5471	155	15	:	:	PUNCT
ajst-5471	155	16	accurate	accurate	ADJ
ajst-5471	155	17	and	and	CCONJ
ajst-5471	155	18	efficient	efficient	ADJ
ajst-5471	155	19	classification	classification	NOUN
ajst-5471	155	20	based	base	VERB
ajst-5471	155	21	on	on	ADP
ajst-5471	155	22	multiple	multiple	ADJ
ajst-5471	155	23	class	class	NOUN
ajst-5471	155	24	-	-	PUNCT
ajst-5471	155	25	association	association	NOUN
ajst-5471	155	26	rules	rule	NOUN
ajst-5471	155	27	,	,	PUNCT
ajst-5471	155	28	"	"	PUNCT
ajst-5471	155	29	proceedings	proceeding	NOUN
ajst-5471	155	30	2001	2001	NUM
ajst-5471	155	31	ieee	ieee	PROPN
ajst-5471	155	32	international	international	PROPN
ajst-5471	155	33	conference	conference	NOUN
ajst-5471	155	34	on	on	ADP
ajst-5471	155	35	data	datum	NOUN
ajst-5471	155	36	mining	mining	NOUN
ajst-5471	155	37	,	,	PUNCT
ajst-5471	155	38	san	san	PROPN
ajst-5471	155	39	jose	jose	PROPN
ajst-5471	155	40	,	,	PUNCT
ajst-5471	155	41	ca	ca	PROPN
ajst-5471	155	42	,	,	PUNCT
ajst-5471	155	43	usa	usa	PROPN
ajst-5471	155	44	,	,	PUNCT
ajst-5471	155	45	2001	2001	NUM
ajst-5471	155	46	,	,	PUNCT
ajst-5471	155	47	pp	pp	PROPN
ajst-5471	155	48	.	.	PUNCT
ajst-5471	155	49	369	369	NUM
ajst-5471	155	50	-	-	SYM
ajst-5471	155	51	376	376	NUM
ajst-5471	155	52	.	.	PUNCT