Resources for Probabilistic Reasoning and Decision Making under Uncertainty

Tutorials, Notes, Books

Reinforcement Learning Book
Reinforcement Learning Survey
Learning Dynamical Systems
Kevin Murphy's tutorial on Bayes nets

Journals

Machine Learning
Journal of Machine Learning Research
Data Mining and Knowledge Discovery
Journal of Artificial Intelligence Research
Artificial Intelligence

Conferences

Uncertainty in Artificial Intelligence
International Conference on Machine Learning
AAAI Meetings
Neural Information Processing Systems

Repositories

Computational Intelligence Links by Andres Perez-Uribe
Reinforcement Learning Repository
CMU AI Repository
AI Resources from NRC.

Software

Kevin Murphy's Bayes Net Toolbox for Matlab; contains links to many other software packages
Fabio Cozman's Bayesian networks in Java


Prof. Doina PRECUP
Last modified: Thu Dec 27 17:34:07 EST 2001