Pattern Recognition, 2/e

Sergios Theodoridis, Konstantinos Koutroumbas

Pattern Recognition, 2/e
  • 出版商: Academic Press
  • 出版日期: 2003-04-09
  • 售價: $1,064
  • 語言: 英文
  • 頁數: 689
  • 裝訂: Hardcover
  • ISBN: 0126858756
  • ISBN-13: 9780126858754

    • 已過版

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商品描述

  • Approaches pattern recognition from the designer's point of view
  • New edition highlights latest developments in this growing field, including independent components and support vector machines, not available elsewhere
  • Supplemented by computer examples selected from applications of interest

    Pattern recognition is a scientific discipline that is becoming increasingly important in the age of automation and information handling and retrieval. This volume's unifying treatment covers the entire spectrum of pattern recognition applications, from image analysis to speech recognition and communications. This book presents cutting-edge material on neural networks, - a set of linked microprocessors that can form associations and uses pattern recognition to "learn". A direct result of more than 10 years of teaching experience, the text was developed by the authors through use in their own classrooms.

    • Table of Contents

    Intro;

    Classifiers Based on Bayes Decision Theory;

    Support Vector machines (linear case);

    Support Vector Machines(nonlinear case);

    Decision trees; Linear Classifiers;

    Non Linear Classifiers;

    Deformable Template Matching;

    Feature Selection;

    Feature Generation I: Linear Transforms;

    Feature Generation II. Template Matching;

    Context Dependent Classification;

    System Evaluation Clustering: BasicConcepts;

    Clustering Algorithms I: Sequential Algorithms;

    Clustering Algorithms II: Hierarchical Algorithms;

    Clustering Algorithms III: Schemes Based on Function Optimization;

    Clustering Algorithms IV.

    Cluster Validity;

    Appendices.

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