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math.ST2006
Nonparametric Bayesian Classification
Marc A. Coram
A Bayesian approach to the classification problem is proposed in which random partitions play a central role. It is argued that the partitioning approach has the capacity to take a…
math.ST2004★ 5 cited
Consistency of Bayes estimators of a binary regression function
Marc Coram, Steven P. Lalley
When do nonparametric Bayesian procedures ``overfit''? To shed light on this question, we consider a binary regression problem in detail and establish frequentist consistency for a…