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Microsoft.com has 757 URLs listed in 532 Dmoz categories.

Microsoft Belief Network Tools
Free Windows software for creation, assessment and evaluation of belief networks.
http://www.research.microsoft.com/dtas/msbn/default.htm
Top/Computers/Artificial_Intelligence/Belief_Networks/Software

XML Belief Network File Format
Proposed XML standard for describing Bayesian belief networks.
http://www.research.microsoft.com/dtas/bnformat/
Top/Computers/Artificial_Intelligence/Belief_Networks/Software

Artificial Intelligence and Statistics (AISTATS)
2003 Conference, January 3-6, Key West, Florida, USA. Looks at the interface between artificial intelligence and statistical methods, especially Bayesian approaches. Submission deadline 9 August 2002.
http://research.microsoft.com/conferences/aistats2003/Default.htm
Top/Computers/Artificial_Intelligence/Conferences_and_Events/Past_Conferences_and_Events

AISTATS 1999
The Seventh International Workshop on Artificial Intelligence and Statistics. Monday - Wednesday, January 4-6, 1999. Fort Lauderdale, Florida
http://uncertainty99.microsoft.com/
Top/Computers/Artificial_Intelligence/Machine_Learning/Conferences

WinMine Toolkit
A set of tools for Windows 2000/NT/XP that allow you to build statistical models from data. [Free]
http://research.microsoft.com/~dmax/WinMine/tooldoc.htm
Top/Computers/Artificial_Intelligence/Machine_Learning/Software

Simard, Patrice
Machine learning and generalization.
http://www.research.microsoft.com/~patrice/
Top/Computers/Artificial_Intelligence/Neural_Networks/People

Herbrich, Ralph
Statistical learning theory, support vector machines and kernel methods.
http://www.research.microsoft.com/users/rherb/
Top/Computers/Artificial_Intelligence/Neural_Networks/People

Bishop, Chris
Graphical models, variational methods, pattern recognition.
http://research.microsoft.com/~cmbishop/
Top/Computers/Artificial_Intelligence/Neural_Networks/People

Minka, Thomas P.
Machine learning, computer vision, Bayesian methods.
http://research.microsoft.com/~minka/
Top/Computers/Artificial_Intelligence/Neural_Networks/People

Horvitz, Eric
Microsoft Research. Decision theory, reasoning systems, user modeling, reasoning under uncertainty.
http://research.microsoft.com/~horvitz/
Top/Computers/Artificial_Intelligence/People