Institute of Computing Technology, Chinese Academy IR
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 |
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 | |
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. |
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