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Rule-Based Evolutionary Online Learning Systems

Name: Rule-Based Evolutionary Online Learning Systems
Brand: Springer, Berlin
SKU: 01651722
Price: 103.1 EUR
Availability: InStock
Author: Martin V. Butz
ISBN: 9783642064777

A Principled Approach to LCS Analysis and Design

Martin V. Butz

Jezik

Engleski

Knjiga Meki uvez

Libristo kod: 01651722

Nakladnici Springer, Berlin, studeni 2009

This book offers a comprehensive introduction to learning classifier systems (LCS) or more generally... Cijeli opis

Libristo kod: 01651722

249 b

103.10 €

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This book offers a comprehensive introduction to learning classifier systems (LCS) or more generally, rule-based evolutionary online learning systems. LCSs learn interactively much like a neural network but with an increased adaptivity and flexibility. This book provides the necessary background knowledge on problem types, genetic algorithms, and reinforcement learning as well as a principled, modular analysis approach to understand, analyze, and design LCSs. The analysis is exemplarily carried through on the XCS classifier system the currently most prominent system in LCS research. Several enhancements are introduced to XCS and evaluated. An application suite is provided including classification, reinforcement learning and data-mining problems. Reconsidering John Holland s original vision, the book finally discusses the current potentials of LCSs for successful applications in cognitive science and related areas.