A density-based method for adaptive LDA model selection

doi:10.1016/j.neucom.2008.06.011

	A density-based method for adaptive LDA model selection
	Cao, Juan 1,2; Xia, Tian 1,2; Li, Jintao 1; Zhang, Yongdong 1; Tang, Sheng 1
	2009-03-01
发表期刊	NEUROCOMPUTING
ISSN	0925-2312
卷号	72 期号:7-9 页码:1775-1781
摘要	Topic models have been successfully used in information classification and retrieval. These models can capture word correlations in a collection of textual documents with a low-dimensional set of multinomial distribution, called "topics". However, it is important but difficult to select the appropriate number of topics for a specific dataset. In this paper, we study the inherent connection between the best topic structure and the distances among topics in Latent Dirichlet allocation (LDA), and propose a method of adaptively selecting the best LDA model based on density. Experiments show that the proposed method can achieve performance matching the best of LDA without manually tuning the number of topics. (C) 2008 Elsevier B.V. All rights reserved.
关键词	Latent Dirichlet allocation Topic model Topic
DOI	10.1016/j.neucom.2008.06.011
收录类别	SCI
语种	英语
资助项目	National Basic Research Program of China[2007CB311100] ; National High Technology and Research Development Program of China[2007AA01Z416] ; National Nature Science Foundation of China[60873165] ; Beijing New Star Project on Science Technology[200713071]
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence
WOS记录号	WOS:000264993200041
出版者	ELSEVIER SCIENCE BV
引用统计	被引频次：475[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/2XEOYT63/11779
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Cao, Juan
作者单位	1.Chinese Acad Sci, Key Lab Intelligent Informat Proc, Inst Comp Technol, Beijing 100080, Peoples R China 2.Chinese Acad Sci, Grad Univ, Beijing 100039, Peoples R China
推荐引用方式 GB/T 7714	Cao, Juan,Xia, Tian,Li, Jintao,et al. A density-based method for adaptive LDA model selection[J]. NEUROCOMPUTING,2009,72(7-9):1775-1781.
APA	Cao, Juan,Xia, Tian,Li, Jintao,Zhang, Yongdong,&Tang, Sheng.(2009).A density-based method for adaptive LDA model selection.NEUROCOMPUTING,72(7-9),1775-1781.
MLA	Cao, Juan,et al."A density-based method for adaptive LDA model selection".NEUROCOMPUTING 72.7-9(2009):1775-1781.