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A Text Clustering Approach of Chinese News Based on Neural Network Language Model
Fan, Zhaoxin1; Chen, Shuoying1; Zha, Li2; Yang, Jiadong3
2016-02-01
发表期刊INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING
ISSN0885-7458
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
DOI10.1007/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
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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.
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