作者：Ghosal, Subhashis; Roy, Anindya
作者单位：North Carolina State University; University System of Maryland; University of Maryland Baltimore County
摘要：Consider binary observations whose response probability is an unknown smooth function of a set of covariates. Suppose that a prior on the response probability function is induced by a Gaussian process mapped to the unit interval through a link function. In this paper we study consistency of the resulting posterior distribution. If the covariance kernel has derivatives up to a desired order and the bandwidth parameter of the kernel is allowed to take arbitrarily small values, we show that the p...
作者：Salibian-Barrera, Matias; Zamar, Ruben H.
作者单位：University of British Columbia
