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アイテム
Implementation and Evaluation of Parallel Support Vector Machine using Divide and Conquer Method on Parallel Computer
http://hdl.handle.net/10458/2426
http://hdl.handle.net/10458/2426c457d208-1e0d-4ff7-a319-4b34a00e8316
| 名前 / ファイル | ライセンス | アクション |
|---|---|---|
KJ00005633979.pdf (3.0 MB)
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| Item type | 紀要論文 / Departmental Bulletin Paper(1) | |||||
|---|---|---|---|---|---|---|
| 公開日 | 2009-10-30 | |||||
| タイトル | ||||||
| タイトル | Implementation and Evaluation of Parallel Support Vector Machine using Divide and Conquer Method on Parallel Computer | |||||
| 言語 | en | |||||
| 言語 | ||||||
| 言語 | eng | |||||
| キーワード | ||||||
| 言語 | en | |||||
| 主題Scheme | Other | |||||
| 主題 | Support Vector Machine, Parallel processing, divide and conquer method, learning time | |||||
| 資源タイプ | ||||||
| 資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||
| 資源タイプ | departmental bulletin paper | |||||
| その他（別言語等）のタイトル | ||||||
| その他のタイトル | Implementation and Evaluation of Parallel Support Vector Machine using Divide and Conquer Method on Parallel Computer | |||||
| 著者 |
山森, 一人
× 山森, 一人× 近藤, 千博× Yoshihara, Ikuo× 相川, 勝 |
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| 抄録 | ||||||
| 内容記述タイプ | Abstract | |||||
| 内容記述 | Support Vector Machine (SVM) is a kind of pattern classification method. Because learning of SVM is based on quadratic optimization, SVM can easily handle large scale problems with many training examples. But learning of SVM takes a long time for such large problems. In this paper, we parallelize Support Vector Machine using divide and conquer method. In addition, we discuss accuracy of parallel SVM, and evaluated learning time. Experimental results show that parallel SVM achieves faster learning with keeping accuracy than that of sequential SVM. | |||||
| 言語 | en | |||||
| 書誌情報 |
ja : 宮崎大学工学部紀要 en : Memoirs of Faculty of Engineering, University of Miyazaki 巻 38, p. 361-366, 発行日 2009-09-30 |
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| 出版者 | ||||||
| 出版者 | 宮崎大学工学部 | |||||
| 言語 | ja | |||||
| 出版者 | ||||||
| 出版者 | Faculty of Engineering, University of Miyazaki | |||||
| 言語 | en | |||||
| ISSN | ||||||
| 収録物識別子タイプ | ISSN | |||||
| 収録物識別子 | 05404924 | |||||
| 書誌レコードID | ||||||
| 収録物識別子タイプ | NCID | |||||
| 収録物識別子 | AA00732558 | |||||
| 著者版フラグ | ||||||
| 出版タイプ | VoR | |||||
| 出版タイプResource | http://purl.org/coar/version/c_970fb48d4fbd8a85 | |||||
