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» A Bayesian Committee Machine
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98
Voted
ICML
2006
IEEE
16 years 3 months ago
Bayesian multi-population haplotype inference via a hierarchical dirichlet process mixture
Eric P. Xing, Kyung-Ah Sohn, Michael I. Jordan, Ye...
113
Voted
ICML
2003
IEEE
16 years 3 months ago
Bayesian Network Anomaly Pattern Detection for Disease Outbreaks
Weng-Keen Wong, Andrew W. Moore, Gregory F. Cooper...
149
Voted
ICML
2005
IEEE
16 years 3 months ago
Dirichlet enhanced relational learning
We apply nonparametric hierarchical Bayesian modelling to relational learning. In a hierarchical Bayesian approach, model parameters can be "personalized", i.e., owned b...
Zhao Xu, Volker Tresp, Kai Yu, Shipeng Yu, Hans-Pe...
101
Voted
ICML
2003
IEEE
16 years 3 months ago
Probabilistic Classifiers and the Concepts They Recognize
We investigate algebraic, logical, and geometric properties of concepts recognized by various classes of probabilistic classifiers. For this we introduce a natural hierarchy of pr...
Manfred Jaeger
115
Voted
COLT
2004
Springer
15 years 6 months ago
Suboptimal Behavior of Bayes and MDL in Classification Under Misspecification
We show that forms of Bayesian and MDL inference that are often applied to classification problems can be inconsistent. This means that there exists a learning problem such that fo...
Peter Grünwald, John Langford