Presentation | 2000/9/18 Automatic Web-Page Classification by Using Machine Learning Methods Makoto Tsukada, Takashi Washio, Hiroshi Motoda, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | This paper discribes automatic Web-page classification by using machine learning methods. Recently, the importance of portal site services including the search engine function on WWW is increasing. Especially, the portal site hierarchically classifying Web-pages into many topics are becoming popular such as Yahoo! service. However, the classification of Web-page into each topic category typically relies on man power, where it costs much time and care. To alleviate this problem, we propose a technique to classify Web-page automatically based on two methods for attribute generation. We apply this technique to Web-pages on Yahoo! JAPAN to construct decision trees which determine appropriate classes for each Web-page. The performance of the proposed method is evaluated in terms of error rate, recall, and precision |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Web-page / classification / machine learning / C4.5 / decision tree |
Paper # | AI2000-40 |
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Committee | AI |
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Conference Date | 2000/9/18(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Artificial Intelligence and Knowledge-Based Processing (AI) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Automatic Web-Page Classification by Using Machine Learning Methods |
Sub Title (in English) | |
Keyword(1) | Web-page |
Keyword(2) | classification |
Keyword(3) | machine learning |
Keyword(4) | C4.5 |
Keyword(5) | decision tree |
1st Author's Name | Makoto Tsukada |
1st Author's Affiliation | I.S.I.R.Osaka University() |
2nd Author's Name | Takashi Washio |
2nd Author's Affiliation | I.S.I.R.Osaka University |
3rd Author's Name | Hiroshi Motoda |
3rd Author's Affiliation | I.S.I.R.Osaka University |
Date | 2000/9/18 |
Paper # | AI2000-40 |
Volume (vol) | vol.100 |
Number (no) | 321 |
Page | pp.pp.- |
#Pages | 8 |
Date of Issue |