Introduction to Statistical Pattern Recognition

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LanguageEnglish
SubjectStatistical pattern recognition
Introduction to Statistical Pattern Recognition
AuthorKeinosuke Fukunaga
LanguageEnglish
SubjectStatistical pattern recognition
GenreNon-fiction
Published1972 (Academic Press)

Introduction to Statistical Pattern Recognition is a book by Keinosuke Fukunaga, providing an introduction to statistical pattern recognition. The book was first published in 1972 by Academic Press, with a 2nd edition being published in 1990.[1]

  • Chapter 1: Introduction
  • Chapter 2: Random Vectors and Their Properties
  • Chapter 3: Hypothesis Testing
  • Chapter 4: Parametric Classifiers
  • Chapter 5: Parameter Estimation
  • Chapter 6: Nonparametric Density Estimation
  • Chapter 7: Nonparametric Classification and Error Estimation
  • Chapter 8: Successive Parameter Estimation
  • Chapter 9: Feature Extraction and Linear Mapping for Signal Representation
  • Chapter 10: Feature Extraction and Linear Mapping for Classification
  • Chapter 11: Clustering

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