Learning classifier systems : from foundations to applications
Learning Classifier Systems (LCS) are a machine learning paradigm introduced by John Holland in 1976. They are rule-based systems in which learning is viewed as a process of ongoing adaptation to a partially unknown environment through genetic algorithms and temporal difference learning. This book p...
Kaydedildi:
| Yazar: | |
|---|---|
| Diğer Yazarlar: | , |
| Materyal Türü: | Livre numérique |
| Dil: | Anglais |
| Baskı/Yayın Bilgisi: |
Berlin [etc.] :
Springer
[20..].
Cham : Springer Nature |
| Seri Bilgileri: | Lecture notes in computer science. Lecture notes in artificial intelligence
1813 |
| Konular: | |
| Online Erişim: | Accès sur la plateforme de l'éditeur Accès sur la plateforme Istex Accès Université d'Orléans Accès INSA CVL |
| Not: |
Archives Springer e-books (Licence nationale) Archives Springer e-books (Licence nationale) |
| Autres localisations: | Voir dans le Sudoc |
| Edition sous un autre format: | • Learning classifier systems, from foundations to applications, Pier Luca Lanzi, Wolfgang Stolzmann, Stewart W. Wilson, eds, 2000, New York, Springer, 1 vol. (X-347 p.), Lecture notes in computer science, 3-540-67729-1 • Learning Classifier Systems, Texte imprimé, 9783662172186 |
İçindekiler:
- Basics
- What Is a Learning Classifier System?
- A Roadmap to the Last Decade of Learning Classifier System Research (From 1989 to 1999)
- State of XCS Classifier System Research
- An Introduction to Learning Fuzzy Classifier Systems
- Advanced Topics
- Fuzzy and Crisp Representations of Real-Valued Input for Learning Classifier Systems
- Do We Really Need to Estimate Rule Utilities in Classifier Systems?
- Strength or Accuracy? Fitness Calculation in Learning Classifier Systems
- Non-homogeneous Classifier Systems in a Macro-evolution Process
- An Introduction to Anticipatory Classifier Systems
- A Corporate XCS
- Get Real! XCS with Continuous-Valued Inputs
- Applications
- XCS and the Monk s Problems
- Learning Classifier Systems Applied to Knowledge Discovery in Clinical Research Databases
- An Adaptive Agent Based Economic Model
- The Fighter Aircraft LCS: A Case of Different LCS Goals and Techniques
- Latent Learning and Action Planning in Robots with Anticipatory Classifier Systems
- The Bibliography
- A Learning Classifier Systems Bibliography.