CPSC 522 --- Believing, Deciding and Acting under Uncertainty
Online Resources
Here are some useful online resources. This will be added to during
the term.
Books
- Poole, Mackworth and Goebel, Computational
Intelligence
(OUP 1998).
- Russell and Norvig, Artificial
Intelligence : A Modern Approach, 2nd Edition (Prentice-Hall, 2003)
- Puterman, Martin L. Markov Decision Processes, J. Wiley
and Sons, New York, NY, 1994.
- Sutton and Barto, Reinforcement
Learning: an Introduction (MIT Press, 1998).
- Pearl, Causality,
Cambridge, 2000.
Journals and Conferences
The following are the main AI and uncertainty conferences
(unfortunately not all of the
proceedings are online):
Survey Articles
- Max Henrion, John S. Breese, Eric J. Horvitz, Decision
Analysis and Expert Systems, AI Magazine,
12(4): Winter 1991, 64-91
- Boutilier, C., Dean, T. and Hanks, S. (1999) Decision-Theoretic
Planning: Structural Assumptions and Computational Leverage, Journal of Artificial Intelligence
Research, Volume 11, pages 1-94.
- Kaelbling, L.P., Littman, M.L., and Moore, A.W. (1996) Reinforcement
Learning: A Survey, Journal of
Artificial Intelligence
Research, Volume 4, pages 237-285.
- Anthony R. Cassandra, POMDPS for
Dummies,
Other Papers
Belief network implementations
David Poole