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Midwest Artificial Intelligence and Cognitive Science Conference (MAICS)
2004, April 17-18, Schaumburg, Illinois, USA. Regional artificial intelligence and cognitive science conference. submission deadline TBA.
http://www.maics.us/

European Symposium on Ambient Intelligence (EUSAI)
2003, November 3-4, Eindhoven, The Netherlands. Ambient Intelligence can be defined as the merger of technology advancements in ubiquitous computing with new insights in intelligent user interaction concepts.
http://www.eusai.net

Canada, Toronto. Machine Learning Journal Club.
Journal Club of the Toronto Computer Science Machine Learning group.
http://www.cs.toronto.edu/~beal/mljc/

Special Track on Uncertainty, FLAIRS 2001
May 21-23 2001. Key West, Florida. FLAIRS seeks to bring together researchers working on issues related to reasoning under uncertainty.
http://www.flairs.com

NIPS Workshop on Learning in bayesian networks and other Graphical Models
1995.
http://www.research.microsoft.com/research/nips95bn/

Uncertainty in Artificial Intelligence (UAI)
2004, July 8-11, Banff, Canada. Principled methods for reasoning under uncertainty. Submission deadline 10 February 2004 .
http://research.microsoft.com/uai2004/