Pattern Recognition in Soft Computing Paradigm

by Pal, Nikhil R.

• ISBN13: 9789810244910
• ISBN10: 9810244916
• Format: Hardcover
• Copyright: 2001-04-01
• Publisher: WORLD SCIENTIFIC PUB CO INC

Summary

Deals with the three most important aspects of pattern recognition in soft computing: feature analysis, clustering and classification. Also covers all three major facets of soft computing: fuzzy logic, neural networks, and evolutionary computing, as well as image processing methodologies and image retrieval with subjective information.

Table of Contents

Series Editor's Preface	v
Volume Editor's Preface	vii
Dimensionality Reduction Techniques for Interactive Visualization, Exploratory Data Analysis, and Classification	1	(37)
A. Konig
The Self-Organizing Map as a Tool in Knowledge Engineering	38	(28)
J. Himberg
J. Ahola
E. Alhoniemi
J. Vesanto
O. Simula
Classification of Oceanic Water Types Using Self-organizing Feature Maps	66	(29)
E. J. Ainsworth
Feature Selection by Artificial Neural Network for Pattern Classification	95	(15)
B. Chakraborty
MLP Based Character Recognition using Fuzzy Features and a Genetic Algorithm for Feature Selection	110	(32)
S. Sural
P. K. Das
A New Clustering with Estimation of Cluster Number Based on Genetic Algorithms	142	(21)
K. Imai
N. Kamiura
Y. Hata
Associative Classification Method	163	(18)
A. Kanagawa
H. Takahashi
Recognition of Shapes and Shape Changes in 3D-Objects by GRBF Network: A Structural Learning Algorithm to Explore Small-Sized Network	181	(15)
M. Okamoto
M. Hirakawa
N. Kinoshita
T. Katsuki
T. Miyazaki
M. Ishibashi
Non-Linear Discriminant Analysis Using Feed-Forward Neural Networks	196	(29)
T. Koshimizu
M. Tsujitani
Minimizing the Measurement Cost in the Classification of New Samples by Neural-Network-Based Classifiers	225	(24)
H. Ishibuchi
M. Nii
Extraction of Fuzzy Rules from Numerical Data for Classifiers	249	(26)
N. R. Pal
A. Sarkar
Genetic Programming Based Texture Filtering Framework	275	(30)
M. Koppen
B. Nickolay
A Texture Image Segmentation Method Using Neural Networks and Binary Features	305	(25)
J. Zhang
S. Oe
Image Retrieval System Based on Subjective Information	330	(21)
K. Yoshida
T. Kato
T. Yanaru
About the Authors	351	(36)
Keyword Index	387