Pattern recognition and image analysis
By: Earl Gose, Richard Johnsonbaugh, Steve Jost.
Contributors: Johnsonbaugh, Richard, 1941-; Jost, Steve.
Publisher: Prentice Hall PTR
Published: 1996
Place of publication: Upper Saddle River, NJ
Language: eng
Number of pages: 484
Subjects: Optical pattern recognition.; Image processing -- Statistical methods.; Neural networks (Computer science)
Notes: Includes bibliographical references (p. 465-468) and index.
Table of contents: title: Preface
pagenum: vii; label: 1
title: Introduction
pagenum: 1; label: 1.1
title: Applications of Pattern Recognition
pagenum: 1; label: 1.2
title: Statistical Decision Theory
pagenum: 3; label: 1.3
title: Image Processing and Analysis
pagenum: 7; label: 1.4
title: The Internet
pagenum: 13; label: 1.5
title: Pointers to the Literature
pagenum: 14; label: 1.6
title: Problems
pagenum: 17; label: 2
title: Probability
pagenum: 19; label: 2.1
title: Introduction
pagenum: 19; label: 2.2
title: Probabilities of Events
pagenum: 21; label: 2.3
title: Random Variables
pagenum: 30; label: 2.4
title: Joint Distributions and Densities
pagenum: 45; label: 2.5
title: Moments of Random Variables
pagenum: 49; label: 2.6
title: Estimation of Parameters from Samples
pagenum: 58; label: 2.7
title: Minimum Risk Estimators
pagenum: 67; label: 2.8
title: Problems
pagenum: 73; label: 3
title: Statistical Decision Making
pagenum: 81; label: 3.1
title: Introduction
pagenum: 81; label: 3.2
title: Bayes' Theorem
pagenum: 82; label: 3.3
title: Multiple Features
pagenum: 95; label: 3.4
title: Conditionally Independent Features
pagenum: 99; label: 3.5
title: Decision Boundaries
pagenum: 104; label: 3.6
title: Unequal Costs of Error
pagenum: 115; label: 3.7
title: Estimation of Error Rates
pagenum: 119; label: 3.8
title: The Leaving-One-Out Technique
pagenum: 127; label: 3.9
title: Characteristic Curves
pagenum: 128; label: 3.10
title: Estimating the Composition of Populations
pagenum: 132; label: 3.11
title: Problems
pagenum: 134; label: 4
title: Nonparametric Decision Making
pagenum: 149; label: 4.1
title: Introduction
pagenum: 149; label: 4.2
title: Histograms
pagenum: 150; label: 4.3
title: Kernel and Window Estimators
pagenum: 155; label: 4.4
title: Nearest Neighbor Classification Techniques
pagenum: 159; label: 4.5
title: Adaptive Decision Boundaries
pagenum: 176; label: 4.6
title: Adaptive Discriminant Functions
pagenum: 182; label: 4.7
title: Minimum Squared Error Discriminant Functions
pagenum: 186; label: 4.8
title: Choosing a Decision Making Technique
pagenum: 189; label: 4.9
title: Problems
pagenum: 193; label: 5
title: Clustering
pagenum: 199; label: 5.1
title: Introduction
pagenum: 199; label: 5.2
title: Hierarchical Clustering
pagenum: 200; label: 5.3
title: Partitional Clustering
pagenum: 210; label: 5.4
title: Problems
pagenum: 224; label: 6
title: Artificial Neural Networks
pagenum: 227; label: 6.1
title: Introduction
pagenum: 227; label: 6.2
title: Nets Without Hidden Layers
pagenum: 230; label: 6.3
title: Nets With Hidden Layers
pagenum: 237; label: 6.4
title: The Back-Propagation Algorithm
pagenum: 241; label: 6.5
title: Hopfield Nets
pagenum: 249; label: 6.6
title: An Application: Classifying Sex From Facial Images
pagenum: 255; label: 6.7
title: Problems
pagenum: 258; label: 7
title: Processing of Waveforms and Images
pagenum: 263; label: 7.1
title: Introduction
pagenum: 263; label: 7.2
title: Gray Level Scaling Transformations
pagenum: 267; label: 7.3
title: Equalization
pagenum: 275; label: 7.4
title: Geometric Image Scaling and Interpolation
pagenum: 282; label: 7.5
title: Smoothing Transformations
pagenum: 286; label: 7.6
title: Edge Detection
pagenum: 298; label: 7.7
title: Laplacian and Sharpening Operators
pagenum: 303; label: 7.8
title: Line Detection and Template Matching
pagenum: 309; label: 7.9
title: Logarithmic Gray Level Scaling
pagenum: 315; label: 7.10
title: The Statistical Significance of Image Features
pagenum: 316; label: 7.11
title: Problems
pagenum: 321; label: 8
title: Image Analysis
pagenum: 329; label: 8.1
title: Introduction
pagenum: 329; label: 8.2
title: Scene Segmentation and Labeling
pagenum: 329; label: 8.3
title: Counting Objects
pagenum: 338; label: 8.4
title: Perimeter Measurement
pagenum: 339; label: 8.5
title: Following and Representing Boundaries
pagenum: 341; label: 8.6
title: Projections
pagenum: 346; label: 8.7
title: Hough Transforms
pagenum: 352; label: 8.8
title: Least Squares and Eigenvector Line Fitting
pagenum: 358; label: 8.9
title: Shapes of Regions
pagenum: 362; label: 8.10
title: Morphological Operations
pagenum: 365; label: 8.11
title: Texture
pagenum: 372; label: 8.12
title: Fourier Transforms
pagenum: 379; label: 8.13
title: Color
pagenum: 388; label: 8.14
title: System Design
pagenum: 395; label: 8.15
title: The Classification of White Blood Cells
pagenum: 397; label: 8.16
title: Image Sequences
pagenum: 402; label: 8.17
title: Cardiac Blood-Pool Image Sequence Analysis
pagenum: 404; label: 8.18
title: Computer Vision
pagenum: 409; label: 8.19
title: Image Compression
pagenum: 409; label: 8.20
title: Problems
pagenum: 410; label: Appendix A
title: Matrix Algebra
pagenum: 419; label: A.1
title: Definitions
pagenum: 419; label: A.2
title: Eigenvalues and Eigenvectors
pagenum: 425; label: Appendix B
title: Pattern Recognition Using SAS
pagenum: 431; label: B.1
title: Preliminaries
pagenum: 431; label: B.2
title: Bayesian Classification
pagenum: 433; label: B.3
title: Nearest Neighbor Classification
pagenum: 454; label: B.4
title: Clustering
pagenum: 458; label: B.5
title: Eigenvalues and Eigenvectors
pagenum: 462; title: References
pagenum: 465; title: Index
pagenum: 469