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gaussian processes

89 papers

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GP GPR GPS PGP

Co-occurring keywords

gaussian process (1198) variational inference (2069) bayesian inference (1904) bayesian optimization (623) sparse approximation (76) kernel methods (1096) active learning (1295) markov chain monte carlo (724) expectation propagation (86) bayesian regression (25)

Papers

Expectation Propagation in Gaussian Process Dynamical Systems NIPS 2012
Information Rates and Optimal Decoding in Large Neural Populations NIPS 2011
Optimal Reinforcement Learning for Gaussian Systems NIPS 2011
Nonlinear Inverse Reinforcement Learning with Gaussian Processes NIPS 2011
Analytical Results for the Error in Filtering of Gaussian Processes NIPS 2011
Additive Gaussian Processes NIPS 2011
Heavy-Tailed Process Priors for Selective Shrinkage NIPS 2010
Slice sampling covariance hyperparameters of latent Gaussian models NIPS 2010
Switched Latent Force Models for Movement Segmentation NIPS 2010
Gaussian Process Preference Elicitation NIPS 2010
Evaluation of Rarity of Fingerprints in Forensics NIPS 2010
Active Instance Sampling via Matrix Partition NIPS 2010
Learning sparse dynamic linear systems using stable spline kernels and exponential hyperpriors NIPS 2010
Approximate inference in continuous time Gaussian-Jump processes NIPS 2010
Inter-domain Gaussian Processes for Sparse Inference using Inducing Features NIPS 2009
Generalization Errors and Learning Curves for Regression with Multi-task Gaussian Processes NIPS 2009
Bayesian estimation of orientation preference maps NIPS 2009
Variational Gaussian-process factor analysis for modeling spatio-temporal data NIPS 2009
Multi-task Gaussian Process Learning of Robot Inverse Dynamics NIPS 2008
Bayesian Kernel Shaping for Learning Control NIPS 2008
Shared Segmentation of Natural Scenes Using Dependent Pitman-Yor Processes NIPS 2008
Sparse Convolved Gaussian Processes for Multi-output Regression NIPS 2008
Modeling human function learning with Gaussian processes NIPS 2008
Accelerating Bayesian Inference over Nonlinear Differential Equations with Gaussian Processes NIPS 2008
Augmented Functional Time Series Representation and Forecasting with Gaussian Processes NIPS 2007