Pattern recognition in soft computing paradigm / editor, Nikhil R. Pal.

Format:

Book

Contributor:

Pal, Nikhil R.

Series:

FLSI soft computing series ; v. 2.

FLSI soft computing series ; v. 2

Language:

English

Subjects (All):

Pattern recognition systems--Congresses.

Pattern recognition systems.

Genre:

Conference papers and proceedings.

Physical Description:

xvi, 393 pages : illustrations ; 23 cm.

Place of Publication:

Singapore ; Rvier Edge, NJ : World Scientific, [2001]

Summary:

In 14 contributions patterned on the 1998 Iizuka Workshop on Fuzzy Systems in Japan sponsored by Fuzzy Logic Systems Institute, this volume covers the main tasks of pattern recognition --feature analysis, clustering, and classification--as well as the major facets of the new information processing paradigm of soft computing: fuzzy logic, neural networks, and evolutionary computing. Pal (Indian Statistical Institute) discusses the extraction of fuzzy rules from numerical data for classifiers. Includes illustrations of pattern recognition applications, e.g., differentiation of ocean temperatures and the ART MUSEUM image database, and contributor bios and photos. c. Book News Inc.

Contents:

Chapter 1 Dimensionality Reduction Techniques for Interactive Visualization, Exploratory Data Analysis, and Classification / A. Konig 1

Chapter 2 The Self-Organizing Map as a Tool in Knowledge Engineering / J. Himberg, J. Ahola, E. Alhoniemi, J. Vesanto, O. Simula 38

Chapter 3 Classification of Oceanic Water Types Using Self-organizing Feature Maps / E. J. Ainsworth 66

Chapter 4 Feature Selection by Artificial Neural Network for Pattern Classification / B. Chakraborty 95

Chapter 5 MLP Based Character Recognition using Fuzzy Features and a Genetic Algorithm for Feature Selection / S. Sural, P. K. Das 110

Chapter 6 A New Clustering with Estimation of Cluster Number Based on Genetic Algorithms / K. Imai, N. Kamiura, Y. Hata 142

Chapter 7 Associative Classification Method / A. Kanagawa, H. Takahashi 163

Chapter 8 Recgonition of Shapes and Shape Changes in 3D-Objects by GRBF Network: A Structural Learning Algorithm to Explore Small-Sized Networks / M. Okamoto, M. Hirakawa, N. Kinoshita, T. Katsuki, T. Miyazaki, M. Ishibashi 181

Chapter 9 Non-Linear Discriminant Analysis Using Feed-Forward Neural Networks / T. Koshimizu, M. Tsujitani 196

Chapter 10 Minimizing the Measurement Cost in the Classification of New Samples by Neural-Network-Based Classifiers / H. Ishibuchi, M. Nii 225

Chapter 11 Extraction of Fuzzy Rules from Numerical Data for Classifiers / N. R. Pal, A. Sarkar 249

Chapter 12 Genetic Programming Based Texture Filtering Framework / M. Koppen, B. Nickolay 275

Chapter 13 A Texture Image Segmentation Method Using Neural Networks and Binary Features / J. Zhang, S. Oe 305

Chapter 14 Image Retrieval System Based on Subjective Information / K. Yoshida, T. Kato, T. Yanaru 330.

Notes:

Based on selected papers presented at IIZUKA '98.

Includes bibliographical references and index.

ISBN:

9810244916

OCLC:

47060885