Artificial Intelligence Techniques for Rational Decision Making - Couverture rigide

Livre 45 sur 66: Advanced Information and Knowledge Processing

Marwala, Tshilidzi

 
9783319114231: Artificial Intelligence Techniques for Rational Decision Making
Couverture rigide
ISBN 10 : 3319114239 ISBN 13 : 9783319114231
Editeur : Springer International Publishing AG, 2014

Synopsis

Develops insights into solving complex problems in engineering, biomedical sciences, social science and economics based on artificial intelligence. Some of the problems studied are in interstate conflict, credit scoring, breast cancer diagnosis, condition monitoring, wine testing, image processing and optical character recognition. The author discusses and applies the concept of flexibly-bounded rationality which prescribes that the bounds in Nobel Laureate Herbert Simon's bounded rationality theory are flexible due to advanced signal processing techniques, Moore's Law and artificial intelligence.

Artificial Intelligence Techniques for Rational Decision Making examines and defines the concepts of causal and correlation machines and applies the transmission theory of causality as a defining factor that distinguishes causality from correlation. It develops the theory of rational counterfactuals which are defined as counterfactuals that are intended to maximize the attainment of a particular goal within the context of a bounded rational decision making process. Furthermore, it studies four methods for dealing with irrelevant information in decision making:

  • Theory of the marginalization of irrelevant information
  • Principal component analysis
  • Independent component analysis
  • Automatic relevance determination method

In addition it studies the concept of group decision making and various ways of effecting group decision making within the context of artificial intelligence.

Rich in methods of artificial intelligence including rough sets, neural networks, support vector machines, genetic algorithms, particle swarm optimization, simulated annealing, incremental learning and fuzzy networks, this book will be welcomed by researchers and students working in these areas.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
Springer International Publishing AG
Date d'édition
2014
Langue
anglais
ISBN 10 
3319114239
ISBN 13 
9783319114231
Reliure
Relié
Nombre de pages
183
Coordonnées du fabricant
ProductSafety@springernature.com
ProductSafety@springernature.com

Poststr. 9
Darmstadt
64293
Allemagne

Autres éditions populaires du même titre

9783319382982: Artificial Intelligence Techniques for Rational Decision Making

Edition présentée

ISBN 10 :  3319382985 ISBN 13 :  9783319382982
Editeur : Springer, 2016
Couverture souple