| Presentation | 2016-01-28 Validation of the Effects of Ensemble Learning for i-vector-based Speaker Identification Shohei Sonoda, Masato Inoue, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Currently, most speaker identification methods have been performed by i-vectors which represent the features of unique speakers. Since i-vectors of utterances are supposed to be distributed on a surface of a hypersphere, it is possible to identify the speaker by using cosine similarity of i-vectors. In this manuscript, we suggest a new approach employing weak learners that significantly contribute to the field of machine leaning to improve the accuracy of the recognition in recent years. Especially, ensemble learning methods such as Bagging and Random Forest are examined and validated. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Speaker Identification / i-vector / Ensemble Learning / Random Forest / Bagging |
| Paper # | NC2015-58 |
| Date of Issue | 2016-01-21 (NC) |
| Conference Information | |
| Committee | NC / NLP |
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| Conference Date | 2016/1/28(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kyushu Institute of Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Implementation of Neuro Computing,Analysis and Modeling of Human Science, etc |
| Chair | Toshimichi Saito(Hosei Univ.) / Kenya Jinno(Nippon Inst. of Tech.) |
| Vice Chair | Shigeo Sato(Tohoku Univ.) / Naoto Fujisaka(Hiroshima City Univ.) |
| Secretary | Shigeo Sato(Kyushu Inst. of Tech.) / Naoto Fujisaka(Kyoto Sangyo Univ.) |
| Assistant | Hiroyuki Kanbara(Tokyo Inst. of Tech.) / Hisanao Akima(Tohoku Univ.) / Hidehiro Nakano(Tokyo City Univ.) / Hiroyuki Asahara(Okayama Univ. of Science) |
| Paper Information | |
| Registration To | Technical Committee on Neurocomputing / Technical Committee on Nonlinear Problems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Validation of the Effects of Ensemble Learning for i-vector-based Speaker Identification |
| Sub Title (in English) | Bagging vs Random forest |
| Keyword(1) | Speaker Identification |
| Keyword(2) | i-vector |
| Keyword(3) | Ensemble Learning |
| Keyword(4) | Random Forest |
| Keyword(5) | Bagging |
| 1st Author's Name | Shohei Sonoda |
| 1st Author's Affiliation | Waseda University(Waseda Univ) |
| 2nd Author's Name | Masato Inoue |
| 2nd Author's Affiliation | Waseda University(Waseda Univ) |
| Date | 2016-01-28 |
| Paper # | NC2015-58 |
| Volume (vol) | vol.115 |
| Number (no) | NC-426 |
| Page | pp.pp.13-16(NC), |
| #Pages | 4 |
| Date of Issue | 2016-01-21 (NC) |