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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

Probabilistic Line Searches for Stochastic Optimization NIPS 2015
Gaussian Process Random Fields NIPS 2015
Learning Stationary Time Series using Gaussian Processes with Nonparametric Kernels NIPS 2015
Fast Kronecker Inference in Gaussian Processes with non-Gaussian Likelihoods ICML 2015
Persistent Monitoring of Stochastic Spatio-temporal Phenomena with a Small Team of Robots RSS 2014
Accelerating ABC methods using Gaussian processes AISTATS 2014
Fast Kernel Learning for Multidimensional Pattern Extrapolation NIPS 2014
Probabilistic ODE Solvers with Runge-Kutta Means NIPS 2014
Bayesian Multi-Scale Optimistic Optimization AISTATS 2014
Student-t Processes as Alternatives to Gaussian Processes AISTATS 2014
Modeling High-Dimensional Humans for Activity Anticipation using Gaussian Process Latent CRFs RSS 2014
Bayesian Logistic Gaussian Process Models for Dynamic Networks AISTATS 2014
Scalable Gaussian Process Structured Prediction for Grid Factor Graph Applications ICML 2014
Scalable Collaborative Bayesian Preference Learning AISTATS 2014
Analytic Long-Term Forecasting with Periodic Gaussian Processes AISTATS 2014
Tilted Variational Bayes AISTATS 2014
Probabilistic Solutions to Differential Equations and their Application to Riemannian Statistics AISTATS 2014
Analysis of Brain States from Multi-Region LFP Time-Series NIPS 2014
On Prior Distributions and Approximate Inference for Structured Variables NIPS 2014
Decoupled Variational Gaussian Inference NIPS 2014
Using Trajectory Data to Improve Bayesian Optimization for Reinforcement Learning JMLR 2014
Cover Tree Bayesian Reinforcement Learning JMLR 2014
Gaussian Process Classification and Active Learning with Multiple Annotators ICML 2014
Automated Variational Inference for Gaussian Process Models NIPS 2014
Tree-structured Gaussian Process Approximations NIPS 2014