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AISTATS 2011 proceedings
Proceedings (hosted by JMLR) and videos of the conference lectures (hosted by videolectures.net).
Please cite papers as follows:
Shakespeare, William T. Much Ado About Nothing. In Proceedings of the Fourteenth International Conference on Artificial Intelligence and Statistics, Geoffrey Gordon, David Dunson, and Miroslav Dudík, eds. JMLR W&CP, vol. 15, 2011.
AISTATS 2010 proceedings
Proceedings, hosted by JMLR.
Earlier proceedings
A listing of older AI and Statistics workshops (1985-1999) can be found here.