Presentation 2012-08-30
Estimation and Analysis of Topic Models in Time Series Japanese / Chinese News and Blogs
Shuo HU, Liyi ZHENG, Yusuke TAKAHASHI, Daichi KOIKE, Kensaku MAKITA, Takehito UTSURO, Masaharu YOSHIOKA,
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Abstract(in Japanese) (See Japanese page)
Abstract(in English) This paper studies issues regarding topic modeling of information flow in multilingual news and blog streams. If someone wants to find differences in the topics of Japanese and Chinese news / blog, it is usually necessary for him/her to carefully watch every article in Japanese and Chinese news streams at every moment. In such a situation, topic models such as LDA (Latent Dirichlet Allocation) and DTM (dynamic topic model) are quite effective in estimating distribution of topics over a document collection such as articles in a news / blog stream. Based on the results of estimating distribution of topics in Japanese / Chinese news streams, this paper proposes how to analyze cross-lingual alignment of topics in time series Japanese / Chinese news streams. This paper also proposes how to analyze differences of concerns and opinions among various Chinese news sites as well as blog hosts.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) news / blog / topic model / time series analysis
Paper # NLC2012-14
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Conference Information
Committee NLC
Conference Date 2012/8/23(1days)
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Paper Information
Registration To Natural Language Understanding and Models of Communication (NLC)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Estimation and Analysis of Topic Models in Time Series Japanese / Chinese News and Blogs
Sub Title (in English)
Keyword(1) news
Keyword(2) blog
Keyword(3) topic model
Keyword(4) time series analysis
1st Author's Name Shuo HU
1st Author's Affiliation Grad. Sch. of Systems and Information Engineering, University of Tsukuba()
2nd Author's Name Liyi ZHENG
2nd Author's Affiliation Grad. Sch. of Systems and Information Engineering, University of Tsukuba
3rd Author's Name Yusuke TAKAHASHI
3rd Author's Affiliation Grad. Sch. of Systems and Information Engineering, University of Tsukuba
4th Author's Name Daichi KOIKE
4th Author's Affiliation Grad. Sch. of Systems and Information Engineering, University of Tsukuba
5th Author's Name Kensaku MAKITA
5th Author's Affiliation Grad. Sch. of Systems and Information Engineering, University of Tsukuba
6th Author's Name Takehito UTSURO
6th Author's Affiliation Faculty of Engineering, Information and Systems, University of Tsukuba
7th Author's Name Masaharu YOSHIOKA
7th Author's Affiliation Grad. Sch. of Information Science and Technology, Hokkaido University
Date 2012-08-30
Paper # NLC2012-14
Volume (vol) vol.112
Number (no) 196
Page pp.pp.-
#Pages 6
Date of Issue