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math.ST2011★ 50 cited
Anisotropic function estimation using multi-bandwidth Gaussian processes
Anirban Bhattacharya, Debdeep Pati, David Dunson
In nonparametric regression problems involving multiple predictors, there is typically interest in estimating an anisotropic multivariate regression surface in the important predic…
math.ST2011★ 3 cited
Posterior convergence rates in non-linear latent variable models
Debdeep Pati, Anirban Bhattacharya, David B. Dunson
Non-linear latent variable models have become increasingly popular in a variety of applications. However, there has been little study on theoretical properties of these models. In…