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J-GLOBAL ID：200901019524681472   Update date: Jan. 30, 2024

SHIGEO ABE

アベ シゲオ | SHIGEO ABE
Affiliation and department：
Kobe University

About Kobe University


Job title： Emeritus Professor
Research field  (1)： Control and systems engineering
Research keywords  (2)： パターン認識 関数近似 ニューラルネット ファジィシステム サポートベクトルマシン ,  pattern classification function approximation neural networks fuzzy systems support vector machines
Research theme for competitive and other funds  (11)：
  • 2022 - 2025 Development of high generalization classifiers by maximizing the minimum margin and minimizing the maximum margin
  • 2019 - 2022 Development of high generalization classifiers by controlling margin distributions
  • 2013 - 2016 Development of feature selection methods for large-input, small-sample problems
  • 2007 - 2008 Optimizing and Visualizing Kernel Classifiers
  • 2005 - 2007 特徴空間の構造の解明とパターン認識に適したカーネルの開発
Show all
Papers (199)：
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MISC (50)：
  • Shigeo Abe. Extended Maximal Average Margin Classifiers. 2018
  • Abe Shigeo. Investigative Reporting in the Wonderland. The journal of Information Science and Technology Association. 2015. 65. 1. 8-14
  • Shigeo Abe. Comments on: Support vector machines maximizing geometric margins for multi-class classification. TOP. 2014. 22. 3. 841-843
  • Empirical Subspace Based Support Vector Machines. 2010. 3. 3. 12-23
  • Cone Restricted Subspace Based Support Vector Machines. 2010. 2010. 28. 1-6
ｍore...
Books (7)：
  • パターン認識のためのサポートベクトルマシン入門
    森北出版 2011 ISBN:4627849214
  • Support vector machines for pattern classification
    Springer 2010 ISBN:9781849960977
  • Support vector machines for pattern classification
    Springer 2005 ISBN:1852339292
  • Pattern classification : neuro-fuzzy methods and their comparison
    Springer 2001 ISBN:1852333529
  • Neural networks and fuzzy systems : theory and applications
    Kluwer Academic 1997 ISBN:0792398149
ｍore...
Lectures and oral presentations  (1)：
  • Resolving Unclassifiable Regions in Multilabel Classification by Fuzzy Support Vector Machines
    (The LWA 2015 Workshops: KDML, FGWM, IR and FGDB 2015)
Professional career (2)：
  • 工学修士(京都大学)
  • 工学博士(京都大学)
Awards (1)：
  • 2008 - 日本知能情報ファジィ学会著述賞
Association Membership(s) (2)：
IEEE ,  IEEE
※ Researcher’s information displayed in J-GLOBAL is based on the information registered in researchmap. For details, see here.

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