| Presentation | 2000/7/12 Acquiring a Single Decision Tree Representation of Majority Voting Classifiers Yasuhiro AKIBA, Shigeo KANEDA, Hussein ALMUALLIM, |
|---|---|
| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper addresses two problems in Majority voting classifiers(MVCs)like Bagging:(1)no logical reasoning behind the decision and(2)a large amount of classification time and space for significant accuracy boosting.To solve these problems, this paper proposes a method for learning a single decision tree that approximates MVCs.The method learns a DT from the original examples and the meta examples that are generated from each classifier joining MVCs.Experimental results show that the method has similar accuracy to Bagging and that the tree size by the method is as large as the size of two classifiers. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Machine Learning / Decision Tree / Majority Voting / Accuracy Boosting / Averaging |
| Paper # | OFS2000-26,AI2000-28 |
| Date of Issue |
| Conference Information | |
| Committee | AI |
|---|---|
| Conference Date | 2000/7/12(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
| Secretary | |
| Assistant | |
| Paper Information | |
| Registration To | Artificial Intelligence and Knowledge-Based Processing (AI) |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Acquiring a Single Decision Tree Representation of Majority Voting Classifiers |
| Sub Title (in English) | |
| Keyword(1) | Machine Learning |
| Keyword(2) | Decision Tree |
| Keyword(3) | Majority Voting |
| Keyword(4) | Accuracy Boosting |
| Keyword(5) | Averaging |
| 1st Author's Name | Yasuhiro AKIBA |
| 1st Author's Affiliation | NTT Communication Science Labs.() |
| 2nd Author's Name | Shigeo KANEDA |
| 2nd Author's Affiliation | Doshisha Univ. |
| 3rd Author's Name | Hussein ALMUALLIM |
| 3rd Author's Affiliation | King Fahd Univ.of Petroleum & Minerals |
| Date | 2000/7/12 |
| Paper # | OFS2000-26,AI2000-28 |
| Volume (vol) | vol.100 |
| Number (no) | 199 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |