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 |
Date of Issue |
Conference Information | |
Committee | NLC |
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Conference Date | 2012/8/23(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
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Paper Information | |
Registration To | Natural Language Understanding and Models of Communication (NLC) |
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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 |