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
:
Materyal Türü | Barkod | Yer Numarası | Durumu/İade Tarihi |
---|
Electronic Book | 224170-1001 | Q334 -342 | Springer E-Book Collection |