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

文献类型：期刊论文

作者Fan, Zhaoxin1; Chen, Shuoying1; Zha, Li2; Yang, Jiadong3
刊名INTERNATIONAL JOURNAL OF PARALLEL PROGRAMMING
出版日期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
DOI10.1007/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
WOS记录号WOS:000367855000012
出版者SPRINGER/PLENUM PUBLISHERS
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.

入库方式： OAI收割

来源：计算技术研究所

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