Presentation | 2015-09-11 Analysis for relation among areas using news articles Masato Fukuchi, Takeru Yokoi, Michihiro Kobayakawa, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | News article is an information dissemination media which has promptly and locality characteristics. It shows the daily news that people in local area are interested in. We have proposed the method that visualizes the strength of relations among areas with analysis of news article in each area. The method consists of following four components for news articles assigned an area label: 1) extraction of feature from news articles, 2) calculation of similarity, 3) nonmetric multidimensional scaling (nMDS), and 4) k-means clustering. In the experiment, we have applied the proposed method to news articles which collected from five locations. As the result of experiment, we have confirmed that the area label are mixed between relational areas. Also, we have found that it is effective for the data over fitting in high dimension, by changing the projected dimension scale using nMDS. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | text mining / relation analysis / locality / visualization |
Paper # | NLC2015-28 |
Date of Issue | 2015-09-03 (NLC) |
Conference Information | |
Committee | NLC |
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Conference Date | 2015/9/10(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Convention Room AP Shibuya-Dogenzaka (Tokyo) |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | The Seventh Text Mining Symposium |
Chair | Koichi Takeuchi(Okayama Univ.) |
Vice Chair | Hiroshi Kanayama(IBM) / Makoto Ichise(NTT DoCoMo) |
Secretary | Hiroshi Kanayama(Univ. of Tokyo/Hottolink) / Makoto Ichise(Ryukoku Univ.) |
Assistant | Kazutaka Shimada(Kyushu Inst. of Tech.) / Ryuichiro Higashinaka(NTT) |
Paper Information | |
Registration To | Technical Committee on Natural Language Understanding and Models of Communication |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Analysis for relation among areas using news articles |
Sub Title (in English) | |
Keyword(1) | text mining |
Keyword(2) | relation analysis |
Keyword(3) | locality |
Keyword(4) | visualization |
1st Author's Name | Masato Fukuchi |
1st Author's Affiliation | Tokyo Metropolitan College of Industrial Technology(TMCIT) |
2nd Author's Name | Takeru Yokoi |
2nd Author's Affiliation | Tokyo Metropolitan College of Industrial Technology(TMCIT) |
3rd Author's Name | Michihiro Kobayakawa |
3rd Author's Affiliation | Tokyo Metropolitan College of Industrial Technology(TMCIT) |
Date | 2015-09-11 |
Paper # | NLC2015-28 |
Volume (vol) | vol.115 |
Number (no) | NLC-222 |
Page | pp.pp.53-56(NLC), |
#Pages | 4 |
Date of Issue | 2015-09-03 (NLC) |