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

doi:10.1007/s10766-014-0329-2

	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
	2016-02-01
发表期刊	INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING
ISSN	0885-7458
卷号	44 期号:1 页码:198-206
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.
关键词	Data mining Fuzzy k-means Language model Chinese news
DOI	10.1007/s10766-014-0329-2
收录类别	SCI
语种	英语
资助项目	Hi-Tech Research and Development (863) Program of China[2013AA01A213]
WOS研究方向	Computer Science
WOS类目	Computer Science, Theory & Methods
WOS记录号	WOS:000367855000012
出版者	SPRINGER/PLENUM PUBLISHERS
引用统计	被引频次：8[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/8923
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.