TY  - BOOK
AU  - Sucar,L.Enrique
AU  - Morales,Eduardo F.
AU  - Hoey,Jesse
ED  - IGI Global.
TI  - Decision theory models for applications in artificial intelligence: concepts and solutions 
SN  - 9781609601676
PY  - 2011///
CY  - Hershey, Pa.
PB  - IGI Global (701 E. Chocolate Avenue, Hershey, Pennsylvania, 17033, USA)
KW  - Artificial intelligence
KW  - Statistical methods
KW  - Bayesian statistical decision theory
KW  - Active learning simulators
KW  - Bayesian networks
KW  - Decision theoretic models
KW  - Health in the home
KW  - Dynamic decision networks applications
KW  - Markov decision processes
KW  - Intelligent assistants
KW  - Power plant operations
KW  - Multistage stochastic programming
KW  - Reinforcement learning
KW  - Semi-Markov decision processes
KW  - Task coordination for service robots
N1  - Includes bibliographical references; 1. Introduction / L. Enrique Sucar, Eduardo Morales and Jesse Hoey -- 2. Introduction to Bayesian networks and influence diagrams / Luis Enrique Sucar -- 3. An introduction to fully and partially observable Markov decision processes / Pascal Poupart -- 4. An introduction to reinforcement learning / Eduardo F. Morales and Julio H. Zaragoza -- 5. Inference strategies for solving semi-Markov decision processes / Matthew Hoffman and Nando de Freitas -- 6. Multistage stochastic programming: a scenario tree based approach to planning under uncertainty / Boris Defourny, Damien Ernst and Louis Wehenkel -- 7. Automatically generated explanations for Markov decision processes / Omar Zia Khan, Pascal Poupart and James P. Black -- 8. Dynamic LIMIDS / Francisco J. D{u2A65}z and Marcel A. J. van Gerven -- 9. Relational representations and traces for efficient reinforcement learning / Eduardo F. Morales and Julio H. Zaragoza -- 10. A decision-theoretic tutor for analogical problem solving / Kasia Muldner and Cristina Conati -- 11. Dynamic decision networks applications in active learning simulators / Julieta Noguez ... [et al.] -- 12. An intelligent assistant for power plant operation and training based on decision-theoretic planning / Alberto Reyes and Francisco Elizalde -- 13. POMDP models for assistive technology / Jesse Hoey, Pascal Poupart, Craig Boutilier and Alex Mihailidis -- 14. A case study of applying decision theory in the real world: POMDPs and spoken dialog systems / Jason D. Williams -- 15. Task coordination for service robots based on multiple Markov decision processes / Elva Corona and L. Enrique Sucar -- 16. Applications of DEC-MDPs in multi-robot systems / Aurie Beynier and Abdel-Illah Mouaddib; Restricted to subscribers or individual electronic text purchasers; Also available in print
N2  - 'This book provides an introduction to different types of decision theory techniques, including MDPs, POMDPs, Influence Diagrams, and Reinforcement Learning, and illustrates their application in artificial intelligence'--
UR  - https://eresourcesptsl.ukm.remotexs.co/login?url=http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/978-1-60960-165-2
ER  -