Tim Kovacs

Strength or Accuracy: Credit Assignment in Learning Classifier Systems (eBook, PDF)

• Format: PDF

Produktbeschreibung

A detailed examination of learning classifier systems (LCS), a form of machine learning system, which incorporates both Evolutionary Algorithms and Reinforcement Learning Algorithms.

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Produktdetails

• Verlag: Springer London
• Seitenzahl: 307
• Erscheinungstermin: 6. Dezember 2012
• Englisch
• ISBN-13: 9780857294166
• Artikelnr.: 43999683

Autorenporträt

Tim Kovacs, University of Bristol, UK

Inhaltsangabe

Introduction.- Learning Classifier Systems.- How Strength and Accuracy Differ.- What Should a Classifier System Learn?- Prospects for Adaption.- Classifier Systems and Q-Learning.- Conclusion.- Appendices.- Evaluation of Macroclassifiers.- Example XCS Cycle.- Learning from Reinforcement.- Generalisation Problems.- Value Estimation Algorithms.- Generalised Policy Iteration Algorithms.- Evolutionary Algorithms.- The Origins of Sarsa.- Notation.- References.

Rezensionen

From the reviews: "This book is a monograph on learning classifier systems ... . The main objective of the book is to compare strength-based classifier systems with accuracy-based systems. ... The book is equipped with nine appendices. ... The biggest advantage of the book is its readability. The book is well written and is illustrated with many convincing examples." (Jerzy W. Grzymal-Busse, Mathematical Reviews, Issue 2005 k)