Optimal hyperplane classifier based on entropy number bound

被引：0
|
作者：
Tsuda, K [1 ]
机构：
[1] Electrotech Lab, Tsukuba, Ibaraki 3058568, Japan
来源：
NINTH INTERNATIONAL CONFERENCE ON ARTIFICIAL NEURAL NETWORKS (ICANN99), VOLS 1 AND 2 | 1999年 / 470期
关键词：
D O I：
暂无
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Entropy number bound is a capacity measure for learning machines, which is recently proposed by Williamson et. al.[1]. Based on this capacity measure and the structural risk minimization principle, we actually implement an optimal hyperplane classifier. In on-line character recognition experiment using the tangent distance, our method performed better than the conventional optimal hyperplane classifier based on VC dimension.
引用
收藏
页码：419 / 424
页数：6
相关论文
共 50 条
  • [11] An optimal bound on the number of moves for open mancala
    Musesti, Alessandro
    Paolini, Maurizio
    Reale, Cesco
    DISCRETE MATHEMATICS, 2015, 338 (11) : 1827 - 1844
  • [12] Entropy based classifier combination for sentence segmentation
    Magimai-Doss, M.
    Hakkani-Tuer, D.
    Cetin, O.
    Shriberg, E.
    Fung, J.
    Mirghafori, N.
    2007 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL IV, PTS 1-3, 2007, : 189 - +
  • [13] Entropy and the hyperplane conjecture in convex geometry
    Bobkov, Sergey
    Madiman, Mokshay
    2010 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY, 2010, : 1438 - 1442
  • [14] Electrocardiogram morphological arrhythmia classification using fuzzy entropy-based feature selection and optimal classifier
    Chaubey, Krishnakant
    Saha, Seemanti
    BIOMEDICAL PHYSICS & ENGINEERING EXPRESS, 2023, 9 (06)
  • [15] Modification of SVM's optimal hyperplane based on minimal mistake
    Jiang, Jueyi
    He, Yuzhu
    Li, Jianhong
    Beijing Hangkong Hangtian Daxue Xuebao/Journal of Beijing University of Aeronautics and Astronautics, 2012, 38 (11): : 1483 - 1486
  • [16] ONE-SIDED BEST FITTING HYPERPLANE CLASSIFIER
    Cevikalp, Hakan
    Yavuz, Hasan Serhan
    2014 22ND SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2014, : 112 - 115
  • [17] K-hyperplane Hinge-Minimax Classifier
    Osadchy, Margarita
    Hazan, Tamir
    Keren, Daniel
    INTERNATIONAL CONFERENCE ON MACHINE LEARNING, VOL 37, 2015, 37 : 1558 - 1566
  • [18] The optimal upper bound of the number of generalized Euler configurations
    Li ZhengDong
    Fu YanNing
    SCIENCE CHINA-MATHEMATICS, 2010, 53 (02) : 401 - 412
  • [19] AN OPTIMAL LOWER BOUND ON THE NUMBER OF VARIABLES FOR GRAPH IDENTIFICATION
    CAI, JY
    FURER, M
    IMMERMAN, N
    30TH ANNUAL SYMPOSIUM ON FOUNDATIONS OF COMPUTER SCIENCE, 1989, : 612 - 617
  • [20] The optimal upper bound of the number of generalized Euler configurations
    LI ZhengDong 1
    2 Graduate University of Chinese Academy of Sciences
    Science China(Mathematics), 2010, 53 (02) : 401 - 412
12345