Research Catalog

Sequential methods in pattern recognition and machine learning

Title
Sequential methods in pattern recognition and machine learning [by] K.S. Fu.
Author
Fu, K. S. (King Sun), 1930-1985.
Publication
New York, Academic Press, 1968.

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StatusFormatAccessCall NumberItem Location
TextUse in library 81075.372Off-site

Details

Description
xi, 227 pages; 24 cm.
Series Statement
Mathematics in science and engineering, v. 52
Uniform Title
Mathematics in science and engineering ; v. 52.
Subject
  • Perceptrons
  • Statistical decision
  • Machine learning
  • Operations research
  • Electronic data processing
  • Computer science
  • Electronic Data Processing
  • Operations Research
  • Machine Learning
  • data processing
  • computer science
  • Operations research
  • Electronic data processing
  • Computer science
  • Machine learning
  • Perceptrons
  • Statistical decision
  • Pattern recognition systems
  • Sequential machine theory
Bibliography (note)
  • Includes bibliographies.
Contents
Introduction -- Feature selection and feature ordering -- Forward procedure for finite sequential classification using modified sequential probability ratio test -- Backward procedure for finite sequential recognition using dynamic programming -- Non parametric procedure in sequential pattern classification -- Bayesian learning in sequential pattern recognition systems -- Learning in sequential recognition systems using stochastic approximation -- Appendix A: Introduction to sequential analysis -- Appendix B: Optimal properties of generalized Karhunen-Loève expansion -- Appendix C: Properties of the modified SPRT -- Appendix D: Enumeration of some combinations of the k[sub]j's and derivation of formula for the reduction of tables required in the computation of risk functions -- Appendix E: Computations required for the feature ordering and pattern classification experiments using dynamic programming -- Appendix F: Stochastic approximation: a brief survey -- Appendix G: The method of potential functions or reproducing kernels.
LCCN
68008424
OCLC
  • ocm00435344
  • 435344
  • SCSB-235285
Owning Institutions
Princeton University Library