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Pattern Recognition And Image Preprocessing 2nd Edition SingTze Bow ISBN 1135561060 9781135561062

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Pattern Recognition And Image Preprocessing 2nd Edition Sing-Tze Bow Digital Instant Download

Author(s): Sing-Tze Bow
ISBN(s): 9780824706593, 0824706595
Edition: 2
File Details: PDF, 37.20 MB
Year: 2002
Language: english
SKU: EB-1348522 Category: Tag:

Pattern Recognition And Image Preprocessing 2nd Edition Sing-Tze Bow – Ebook PDF Instant Download/Delivery: 1135561060, 9781135561062

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Product details:

ISBN 10: 1135561060

ISBN 13: 9781135561062

Author: Sing-Tze Bow

Pattern Recognition And Image Preprocessing 2nd Edition: Describing non-parametric and parametric theoretic classification and the training of discriminant functions, this second edition includes new and expanded sections on neural networks, Fisher’s discriminant, wavelet transform, and the method of principal components. It contains discussions on dimensionality reduction and feature selection, novel computer system architectures, proven algorithms for solutions to common roadblocks in data processing, computing models including the Hamming net, the Kohonen self-organizing map, and the Hopfield net, detailed appendices with data sets illustrating key concepts in the text, and more.

 

Pattern Recognition And Image Preprocessing 2nd Edition Table of contents:

PART I. PATTERN RECOGNITION

  • Introduction
  • Supervised and Unsupervised Learning in Pattern Recognition
  • Nonparametric Decision Theoretic Classification
  • Nonparametric (Distribution-Free) Training of Discriminant Functions
  • Statistical Discriminant Functions
  • Clustering Analysis and Unsupervised Learning
  • Dimensionality Reduction and Feature Selection

PART II. NEURAL NETWORKS FOR PATTERN RECOGNITION

  • Multilayer Perceptron
  • Radial Basis Function Networks
  • Hamming Net and Kohonen Self-Organizing Feature Map
  • The Hopfield Model

PART III. DATA PREPROCESSING FOR PICTORIAL PATTERN RECOGNITION

  • Preprocessing in the Spatial Domain
  • Pictorial Data Preprocessing and Shape Analysis
  • Transforms and Image Processing in the Transform Domain
  • Wavelets and Wavelet Transform

PART IV. APPLICATIONS

  • Exemplary Applications

PART V. PRACTICAL CONCERNS OF IMAGE PROCESSING AND PATTERN RECOGNITION

  • Computer System Architectures for Image Processing and Pattern Recognition

 

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SingTze Bow,Pattern,Recognition,Image,Preprocessing