A GENERAL LOWER BOUND ON THE NUMBER OF EXAMPLES NEEDED FOR LEARNING

被引:197
作者
EHRENFEUCHT, A
HAUSSLER, D
KEARNS, M
VALIANT, L
机构
[1] UNIV CALIF SANTA CRUZ, SANTA CRUZ, CA 95064 USA
[2] HARVARD UNIV, CAMBRIDGE, MA 02138 USA
关键词
D O I
10.1016/0890-5401(89)90002-3
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
引用
收藏
页码:247 / 261
页数:15
相关论文
共 29 条
  • [1] Angluin D., 1988, Machine Learning, V2, P319, DOI 10.1007/BF00116828
  • [2] FAST PROBABILISTIC ALGORITHMS FOR HAMILTONIAN CIRCUITS AND MATCHINGS
    ANGLUIN, D
    VALIANT, LG
    [J]. JOURNAL OF COMPUTER AND SYSTEM SCIENCES, 1979, 18 (02) : 155 - 193
  • [3] What Size Net Gives Valid Generalization?
    Baum, Eric B.
    Haussler, David
    [J]. NEURAL COMPUTATION, 1989, 1 (01) : 151 - 160
  • [4] BENEDEK GM, 1988, 1ST WORKSH COMP LEAR
  • [5] OCCAM RAZOR
    BLUMER, A
    EHRENFEUCHT, A
    HAUSSLER, D
    WARMUTH, MK
    [J]. INFORMATION PROCESSING LETTERS, 1987, 24 (06) : 377 - 380
  • [6] BLUMER A, 1989, J ASS COMPUT MACH, V36
  • [7] BLUMER A, 1986, 18TH P ACM S THEOR C, P273
  • [8] A MEASURE OF ASYMPTOTIC EFFICIENCY FOR TESTS OF A HYPOTHESIS BASED ON THE SUM OF OBSERVATIONS
    CHERNOFF, H
    [J]. ANNALS OF MATHEMATICAL STATISTICS, 1952, 23 (04): : 493 - 507
  • [9] Haussler D., 1988, 29th Annual Symposium on Foundations of Computer Science (IEEE Cat. No.88CH2652-6), P100, DOI 10.1109/SFCS.1988.21928
  • [10] EPSILON-NETS AND SIMPLEX RANGE QUERIES
    HAUSSLER, D
    WELZL, E
    [J]. DISCRETE & COMPUTATIONAL GEOMETRY, 1987, 2 (02) : 127 - 151