Classification and Modeling with Linguistic Information Granules: Advanced Approaches to Linguistic Data Mining / Edition 1

Classification and Modeling with Linguistic Information Granules: Advanced Approaches to Linguistic Data Mining / Edition 1

by Hisao Ishibuchi, Tomoharu Nakashima, Manabu Nii
     
 

ISBN-10: 3642058604

ISBN-13: 9783642058608

Pub. Date: 11/29/2010

Publisher: Springer Berlin Heidelberg

In this largely self-contained volume students specializing in soft computing will appreciate the detailed presentation, carefully discussed algorithms, and the many simulation experiments, while researchers will find a wealth of new design schemes, thorough analysis, and inspiring new research.  See more details below

Overview

In this largely self-contained volume students specializing in soft computing will appreciate the detailed presentation, carefully discussed algorithms, and the many simulation experiments, while researchers will find a wealth of new design schemes, thorough analysis, and inspiring new research.

Product Details

ISBN-13:
9783642058608
Publisher:
Springer Berlin Heidelberg
Publication date:
11/29/2010
Series:
Advanced Information Processing Series
Edition description:
Softcover reprint of hardcover 1st ed. 2005
Pages:
308
Product dimensions:
6.10(w) x 9.00(h) x 0.90(d)

Table of Contents

Linguistic Information Granules.- Pattern Classification with Linguistic Rules.- Learning of Linguistic Rules.- Input Selection and Rule Selection.- Genetics-Based Machine Learning.- Multi-Objective Design of Linguistic Models.- Comparison of Linguistic Discretization with Interval Discretization.- Modeling with Linguistic Rules.- Design of Compact Linguistic Models.- Linguistic Rules with Consequent Real Numbers.- Handling of Linguistic Rules in Neural Networks.- Learning of Neural Networks from Linguistic Rules.- Linguistic Rule Extraction from Neural Networks.- Modeling of Fuzzy Input—Output Relations.

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