A Text Clustering Approach of Chinese News Based on Neural Network Language Model

doi:10.1007/s10766-014-0329-2

CORC > 计算技术研究所 > 中国科学院计算技术研究所 > 中国科学院计算技术研究所期刊论文 > 英文

	A Text Clustering Approach of Chinese News Based on Neural Network Language Model
	Fan, Zhaoxin 1; Chen, Shuoying 1; Zha, Li 2; Yang, Jiadong 3
刊名	INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING
	2016-02-01
卷号	44 期号:1 页码:198-206
关键词	Data mining Fuzzy k-means Language model Chinese news
ISSN号	0885-7458
DOI	10.1007/s10766-014-0329-2
英文摘要	Text clustering plays an important role in data mining and machine learning. After years of development, clustering technology has produced a series of theories and methods. However, in the text clustering of Chinese news, the mainstream LDA method suffers a high time complex. In order to improve the speed, this paper puts forward a new method in which neural network language model is first applied to text clustering. Text clustering is first converted to its dual problem called word clustering. With neural network language model, we can get word vector which can be used in the fuzzy k-means of the Chinese news keyword set. Based on the keyword clustering result, we can get text clustering result of Chinese news by a single transition. Experiments have show this method's running speed is five times faster than LDA. This method has been successfully used in the Sohu news recommendation system currently.
资助项目	Hi-Tech Research and Development (863) Program of China[2013AA01A213]
WOS研究方向	Computer Science
语种	英语
出版者	SPRINGER/PLENUM PUBLISHERS
WOS记录号	WOS:000367855000012
内容类型	期刊论文
源URL	[http://119.78.100.204/handle/2XEOYT63/8922]
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Fan, Zhaoxin
作者单位	1.Beijing Inst Technol, Sch Comp Sci & Technol, Beijing 100081, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Beijing, Peoples R China 3.Sohu Com Inc, Beijing, Peoples R China
推荐引用方式 GB/T 7714	Fan, Zhaoxin,Chen, Shuoying,Zha, Li,et al. A Text Clustering Approach of Chinese News Based on Neural Network Language Model[J]. INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING,2016,44(1):198-206.
APA	Fan, Zhaoxin,Chen, Shuoying,Zha, Li,&Yang, Jiadong.(2016).A Text Clustering Approach of Chinese News Based on Neural Network Language Model.INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING,44(1),198-206.
MLA	Fan, Zhaoxin,et al."A Text Clustering Approach of Chinese News Based on Neural Network Language Model".INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING 44.1(2016):198-206.