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gaussian process

1200 papers

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Also known as

GP

Co-occurring keywords

variational inference (2069) bayesian optimization (624) bayesian inference (1907) uncertainty quantification (1393) kernel methods (1097) gaussian processes (89) regret bound (1926) active learning (1301) sparse approximation (76) hyperparameter optimization (406)

Papers

Fast Allocation of Gaussian Process Experts ICML 2014
Variational Gaussian Process State-Space Models NIPS 2014
Bayesian Inference for Structured Spike and Slab Priors NIPS 2014
Extended and Unscented Gaussian Processes NIPS 2014
Sample Efficient Reinforcement Learning with Gaussian Processes ICML 2014
Locally Adaptive Factor Processes for Multivariate Time Series JMLR 2014
Probabilistic Differential Dynamic Programming NIPS 2014
Hybrid Discriminative-Generative Approach with Gaussian Processes AISTATS 2014
Associative Embeddings for Large-scale Knowledge Transfer with Self-assessment CVPR 2014
Gaussian Process Volatility Model NIPS 2014
Gaussian Process Optimization with Mutual Information ICML 2014
Nonmyopic ε-Bayes-Optimal Active Learning of Gaussian Processes ICML 2014
Sparse Bayesian structure learning with “dependent relevance determination” priors NIPS 2014
Gaussian Processes for Bayesian Estimation in Ordinary Differential Equations ICML 2014
Efficient State-Space Inference of Periodic Latent Force Models JMLR 2014
Distributed Variational Inference in Sparse Gaussian Process Regression and Latent Variable Models NIPS 2014
Input Warping for Bayesian Optimization of Non-Stationary Functions ICML 2014
Bat Call Identification with Gaussian Process Multinomial Probit Regression and a Dynamic Time Warping Kernel AISTATS 2014
Explicit Link Between Periodic Covariance Functions and State Space Models AISTATS 2014
Quantized Estimation of Gaussian Sequence Models in Euclidean Balls NIPS 2014
Active Area Search via Bayesian Quadrature AISTATS 2014
Bayesian Nonlinear Support Vector Machines and Discriminative Factor Modeling NIPS 2014
Incremental Local Gaussian Regression NIPS 2014
Mind the Nuisance: Gaussian Process Classification using Privileged Noise NIPS 2014
Efficient Optimization for Sparse Gaussian Process Regression NIPS 2013