New Learning Paradigms in Soft Computing

By: Lakhmi C. Jain, Janusz Kacprzyk

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Hardcover | 14 December 2001

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480 Pages

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23.5 x 16.51 x 3.18

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Learning is a key issue in the analysis and design of all kinds of intelligent systems. In recent time many new paradigms of automated (machine) learning have been proposed in the literature. Soft computing, that has proved to be an effective and efficient tool in so many areas of science and technology, seems to offer new qualities in the realm of machine learning too. The purpose of this volume is to present some new learning paradigms that have been triggered, or at least strongly influenced by soft computing tools and techniques, mainly related to neural networks, fuzzy logic, rough sets, and evolutionary computations.

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You Can Find This Book In

Non-Fiction Computing & I.T.Computer Science Artificial Intelligence Medicine Medicine in General Mathematics Mathematical Foundation Set Theory Engineering & Technology Technology in General Engineering in General

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Published: 9th October 2011

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Preface
Statistical Learning by Natural Gradient Descent	p. 1
Granular Networks and Granular Computing	p. 30
Learning and Decision-Making in the Framework of Fuzzy Lattices	p. 55
Lazy Learning: A Logical Method for Supervised Learning	p. 97
Active Learning in Neural Networks	p. 137
Knowledge Extraction from Reinforcement Learning	p. 170
Reinforcement Learning for Fuzzy Agents: Application to a Pighouse Environment Control	p. 181
Performance Comparisons of Neural Networks and Machine Learning Techniques: A Critical Assessment of the Methodology	p. 231
Digital Systems Design Through Learning	p. 251
Hybrid Inductive Machine Learning: An Overview of CLIP Algorithms	p. 276
An Integer Programming Approach to Inductive Learning Using Genetic and Greedy Algorithms	p. 322
Using Unlabeled Data for Learning Classification Problems	p. 367
Problems of Rule Induction from Preterm Birth Data	p. 403
Reduction of Discriminant Rules Based on Frequent Item Set Calculation	p. 418
Deriving a Concise Description of Non-Self Patterns in an Artificial Immune System	p. 438
Table of Contents provided by Blackwell. All Rights Reserved.

New Learning Paradigms in Soft Computing

At a Glance

Hardcover

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How to return your order

Defective items

You Can Find This Book In

Other Editions and Formats

Paperback

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