Introduction to Learning Classifier Systems
tarafından
 
Urbanowicz, Ryan J. author.

Başlık
Introduction to Learning Classifier Systems

Yazar
Urbanowicz, Ryan J. author.

ISBN
9783662550076

Yazar
Urbanowicz, Ryan J. author.

Edisyon
1st ed. 2017.

Fiziksel Niteleme
XIII, 123 p. 27 illus., 4 illus. in color. online resource.

Seri
SpringerBriefs in Intelligent Systems, Artificial Intelligence, Multiagent Systems, and Cognitive Robotics,

İçindekiler
LCSs in a Nutshell -- LCS Concepts -- Functional Cycle Components -- LCS Adaptability -- Applying LCSs.

Özet
This accessible introduction shows the reader how to understand, implement, adapt, and apply Learning Classifier Systems (LCSs) to interesting and difficult problems. The text builds an understanding from basic ideas and concepts. The authors first explore learning through environment interaction, and then walk through the components of LCS that form this rule-based evolutionary algorithm. The applicability and adaptability of these methods is highlighted by providing descriptions of common methodological alternatives for different components that are suited to different types of problems from data mining to autonomous robotics. The authors have also paired exercises and a simple educational LCS (eLCS) algorithm (implemented in Python) with this book. It is suitable for courses or self-study by advanced undergraduate and postgraduate students in subjects such as Computer Science, Engineering, Bioinformatics, and Cybernetics, and by researchers, data analysts, and machine learning practitioners.

Konu Başlığı
Artificial intelligence.
 
Engineering.
 
Mathematical optimization.
 
Bioinformatics.
 
Information theory.
 
Artificial Intelligence. http://scigraph.springernature.com/things/product-market-codes/I21000
 
Computational Intelligence. http://scigraph.springernature.com/things/product-market-codes/T11014
 
Optimization. http://scigraph.springernature.com/things/product-market-codes/M26008
 
Computational Biology/Bioinformatics. http://scigraph.springernature.com/things/product-market-codes/I23050
 
Control, Robotics, Mechatronics. http://scigraph.springernature.com/things/product-market-codes/T19000
 
Theory of Computation. http://scigraph.springernature.com/things/product-market-codes/I16005

Yazar Ek Girişi
Browne, Will N.

Ek Kurum Yazar
SpringerLink (Online service)

Elektronik Erişim
https://doi.org/10.1007/978-3-662-55007-6


Materyal TürüBarkodYer NumarasıDurumu/İade Tarihi
Electronic Book224170-1001Q334 -342Springer E-Book Collection