| Presentation | 2012-11-08 Efficient AUC Maximization by Approximate Reduction of Ranking SVMs Daiki SUEHIRO, Kohei HATANO, Eiji TAKIMOTO, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The formulation of Ranking SVMs is popular for maximizing AUC scores. More precisely, the formulation is given as a hard/soft margin optimization over pn pairs of p positive and n negative instances. Directly solving the problem is impractical since we have to deal with a sample of size pn, which is quadratically larger than the original sample size p+n. In this paper, we propose (approximate) reduction methods from the hard/soft margin optimization over pn pairs to variants of hard/soft margin optimization over p+n instances. The resulting classifiers of our methods are guaranteed to have a certain amount of margin over pn pairs. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | bipartite ranking / AUC / reduction / Ranking SVMs |
| Paper # | IBISML2012-68 |
| Date of Issue |
| Conference Information | |
| Committee | IBISML |
|---|---|
| Conference Date | 2012/10/31(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 | Information-Based Induction Sciences and Machine Learning (IBISML) |
|---|---|
| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Efficient AUC Maximization by Approximate Reduction of Ranking SVMs |
| Sub Title (in English) | |
| Keyword(1) | bipartite ranking |
| Keyword(2) | AUC |
| Keyword(3) | reduction |
| Keyword(4) | Ranking SVMs |
| 1st Author's Name | Daiki SUEHIRO |
| 1st Author's Affiliation | Department of Informatics, Kyushu University() |
| 2nd Author's Name | Kohei HATANO |
| 2nd Author's Affiliation | Department of Informatics, Kyushu University |
| 3rd Author's Name | Eiji TAKIMOTO |
| 3rd Author's Affiliation | Department of Informatics, Kyushu University |
| Date | 2012-11-08 |
| Paper # | IBISML2012-68 |
| Volume (vol) | vol.112 |
| Number (no) | 279 |
| Page | pp.pp.- |
| #Pages | 7 |
| Date of Issue | |