conftrace_

nonparametric inference

34 papers

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gaussian process (10) bayesian inference (10) kernel methods (4) reproducing kernel hilbert space (4) variational inference (4) kernel mean embedding (3) state space model (3) markov chain monte carlo (3) latent variable model (2) graphical model (2)

Papers

Approximate Gaussian process inference for the drift function in stochastic differential equations NeurIPS 2013 Bayesian Inference and Learning in Gaussian Process State-Space Models with Particle MCMC NeurIPS 2013 Kernel Bayes' Rule: Bayesian Inference with Positive Definite Kernels JMLR 2013 Gaussian Processes for time-marked time-series data AISTATS 2012 Kernel Bayes' Rule NeurIPS 2011 Kernel Belief Propagation AISTATS 2011 Nonparametric Tree Graphical Models AISTATS 2010 State-Space Inference and Learning with Gaussian Processes AISTATS 2010 Dynamic Imitation in a Humanoid Robot through Nonparametric Probabilistic Inference RSS 2006