Mendeley出力
＜図書＞
Making learning systems practical
| シリーズ |
Computational learning theory and natural learning systems / edited by Russell Greiner, Thomas Petsche and Stephen José Hanson ; v. 4
Bradford book |
|---|---|
| データ種別 | 図書 |
| 出版情報 | Cambridge, Mass. : MIT Press , c1997 |
| 本文言語 | 英語 |
| 大きさ | xxiii, 407 p. : ill. ; 23 cm |
| 概要 | This is the fourth and final volume of papers from a series of workshops called "Computational Learning Theory and `Natural' Learning Systems." The purpose of the workshops was to explore the emerging...intersection of theoretical learning research and natural learning systems. The workshops drew researchers from three historically distinct styles of learning research: computational learning theory, neural networks, and machine learning (a subfield of AI). Volume I of the series introduces the general focus of the workshops. Volume II looks at specific areas of interaction between theory and experiment. Volumes III and IV focus on key areas of learning systems that have developed recently. Volume III looks at the problem of "Selecting Good Models." The present volume, Volume IV, looks at ways of "Making Learning Systems Practical." The editors divide the twenty-one contributions into four sections. The first three cover critical problem areas: 1) scaling up from small problems to realistic ones with large input dimensions, 2) increasing efficiency and robustness of learning methods, and 3) developing strategies to obtain good generalization from limited or small data samples. The fourth section discusses examples of real-world learning systems. Contributors: Klaus Abraham-Fuchs, Yasuhiro Akiba, Hussein Almuallim, Arunava Banerjee, Sanjay Bhansali, Alvis Brazma, Gustavo Deco, David Garvin, Zoubin Ghahramani, Mostefa Golea, Russell Greiner, Mehdi T. Harandi, John G. Harris, Haym Hirsh, Michael I. Jordan, Shigeo Kaneda, Marjorie Klenin, Pat Langley, Yong Liu, Patrick M. Murphy, Ralph Neuneier, E. M. Oblow, Dragan Obradovic, Michael J. Pazzani, Barak A. Pearlmutter, Nageswara S. V. Rao, Peter Rayner, Stephanie Sage, Martin F. Schlang, Bernd Schürmann, Dale Schuurmans, Leon Shklar, V. Sundareswaran, Geoffrey Towell, Johann Uebler, Lucia M. Vaina, Takefumi Yamazaki, Anthony M. Zador 続きを見る |
所蔵情報
| 状態 | 巻次 | 所蔵場所 | 請求記号 | 刷年 | 文庫名称 | 資料番号 | コメント | 予約・取寄 | 複写申込 | 自動書庫 |
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理系図3F 数理独自 | P 97/COMP/4 | 1997 |
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023211997006312 |
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書誌詳細
| 一般注記 | Includes bibliographical references and index |
|---|---|
| 著者標目 | Greiner, Russell |
| 件 名 | LCSH:Machine learning -- Congresses 全ての件名で検索 |
| 分 類 | NDC8:007.63 LCC:Q325.5 DC20:066.3/1 |
| 書誌ID | 1001384859 |
| ISBN | 0262571188 |
| NCID | BA29811246 |
| 巻冊次 | ISBN:0262571188 |
| 登録日 | 2009.11.02 |
| 更新日 | 2009.11.02 |