Value-Based Planning for Teams of Agents in Stochastic Partially Observable Environments

Authors	F.A. Oliehoek
Supervisors	F.C.A. Groen
Cosupervisors	N. Vlassis
Award date	12-02-2010
ISBN	9789056296100
Number of pages	213
Publisher	Amsterdam: Vossiuspers
Organisations	Faculty of Science (FNWI) - Informatics Institute (IVI)
Document type	PhD thesis
Note	Research conducted at: Universiteit van Amsterdam
Language	English
Published at	http://nl.aup.nl/books/9789056296100-value-based-planning-for-teams-of-agents-in-stochastic-partially-observable-environments.html
Downloads	Thesis Cover Titlepage Contents 1. Introduction 2. Decision-Theoretic Planning for Teams of Agents 3. Optimal Value Functions for Dec-POMDPs 4. Approximate Value Functions & Heuristic Policy Search 5. Factored Dec-POMDPs: Exploiting Locality of Interaction 6. Lossless Clustering of Histories 7. Conclusions and Discussion Summary Samenvatting A. Problem Specifications B. Immediate Reward Value Function Formulations C. Formalization of Regression to Factored Q-Value Functions D. Proofs Bibliography Acknowledgments
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