| 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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| Conference Information | |
| Committee | AI |
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| Conference Date | 2000/9/18(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 | 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 | |