The logic of adaptive behavior : knowledge representation and algorithms for adaptive sequential decision making under uncertainty in first-order and relational domains /

Markov decision processes have become the de facto standard in modeling and solving sequential decision making problems under uncertainty. This book studies lifting Markov decision processes, reinforcement learning and dynamic programming to the first-order (or, relational) setting.

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Otterlo, Martijn van
Autor Corporativo: IOS Press
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Amsterdam ; Washington, D.C. : Ios Press, ©2009.
Colección:Frontiers in artificial intelligence and applications ; v. 192.
Temas:
Decision making > Mathematical models.
Sequential analysis.
Adaptive control systems.
Uncertainty (Information theory)
Computer algorithms.
Decision Support Techniques
Algorithms
Prise de décision > Modèles mathématiques.
Analyse séquentielle.
Systèmes adaptatifs.
Incertitude (Théorie de l'information)
Algorithmes.
algorithms.
COMPUTERS > Enterprise Applications > Business Intelligence Tools.
COMPUTERS > Intelligence (AI) & Semantics.
Acceso en línea:Texto completo
Descripción
Sumario:Markov decision processes have become the de facto standard in modeling and solving sequential decision making problems under uncertainty. This book studies lifting Markov decision processes, reinforcement learning and dynamic programming to the first-order (or, relational) setting.
Descripción Física:1 online resource (xvi, 489 pages) : illustrations
Bibliografía:Includes bibliographical references (pages 443-476) and index.
ISBN:9781607504061
1607504065
9781441616869
1441616861
6000014589
9786000014582

Ejemplares similares