Anticipatory Learning Classifier Systems

Anticipatory Learning Classifier Systems

3.5 (2 ratings by Goodreads)
By (author) 

Free delivery worldwide

Available. Dispatched from the UK in 3 business days
When will my order arrive?


Anticipatory Learning Classifier Systems describes the state of the art of anticipatory learning classifier systems-adaptive rule learning systems that autonomously build anticipatory environmental models. An anticipatory model specifies all possible action-effects in an environment with respect to given situations. It can be used to simulate anticipatory adaptive behavior.

Anticipatory Learning Classifier Systems highlights how anticipations influence cognitive systems and illustrates the use of anticipations for (1) faster reactivity, (2) adaptive behavior beyond reinforcement learning, (3) attentional mechanisms, (4) simulation of other agents and (5) the implementation of a motivational module. The book focuses on a particular evolutionary model learning mechanism, a combination of a directed specializing mechanism and a genetic generalizing mechanism. Experiments show that anticipatory adaptive behavior can be simulated by exploiting the evolving anticipatory model for even faster model learning, planning applications, and adaptive behavior beyond reinforcement learning.

Anticipatory Learning Classifier Systems gives a detailed algorithmic description as well as a program documentation of a C++ implementation of the system.
show more

Product details

  • Hardback | 172 pages
  • 154.94 x 236.22 x 17.78mm | 521.63g
  • Dordrecht, Netherlands
  • English
  • 2002 ed.
  • XXVIII, 172 p.
  • 0792376307
  • 9780792376309

Table of contents

List of Figures. List of Tables. Foreword. Preface. Acknowledgments.
1. Background.
2. ACS2.
3. Experiments with ACS2.
4. Limits.
5. Model Exploitation.
6. Related Systems.
7. Summary, Conclusions, and Future Work.
Appendices. Appendix A: Parameters in ACS2. Appendix B: Algorithmic Description of ACS2. Appendix C: ACS2 C++ Documentation. Appendix D: Glossary.
References. Index.
show more

Rating details

2 ratings
3.5 out of 5 stars
5 0% (0)
4 50% (1)
3 50% (1)
2 0% (0)
1 0% (0)
Book ratings by Goodreads
Goodreads is the world's largest site for readers with over 50 million reviews. We're featuring millions of their reader ratings on our book pages to help you find your new favourite book. Close X