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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

The Generalized FITC Approximation NIPS 2007
Selecting Observations against Adversarial Objectives NIPS 2007
Gaussian Process Models for Link Analysis and Transfer Learning NIPS 2007
Augmented Functional Time Series Representation and Forecasting with Gaussian Processes NIPS 2007
Inferring Neural Firing Rates from Spike Trains Using Gaussian Processes NIPS 2007
Gaussian Beam Processes: A Nonparametric Bayesian Measurement Model for Range Finders RSS 2007
Characterizing the Function Space for Bayesian Kernel Models JMLR 2007
Dynamic Imitation in a Humanoid Robot through Nonparametric Probabilistic Inference RSS 2006
Data Integration for Classification Problems Employing Gaussian Process Priors NIPS 2006
Relational Learning with Gaussian Processes NIPS 2006
Modelling transcriptional regulation using Gaussian Processes NIPS 2006
Implicit Surfaces with Globally Regularised and Compactly Supported Basis Functions NIPS 2006
Stochastic Relational Models for Discriminative Link Prediction NIPS 2006
Optimising Kernel Parameters and Regularisation Coefficients for Non-linear Discriminant Analysis JMLR 2006
Gaussian Processes for Signal Strength-Based Location Estimation RSS 2006
A Switched Gaussian Process for Estimating Disparity and Segmentation in Binocular Stereo NIPS 2006
Bayesian Policy Gradient Algorithms NIPS 2006
Gaussian and Wishart Hyperkernels NIPS 2006
Assessing Approximate Inference for Binary Gaussian Process Classification JMLR 2005
Gaussian Processes for Ordinal Regression JMLR 2005
Probabilistic Non-linear Principal Component Analysis with Gaussian Process Latent Variable Models JMLR 2005
Managing Diversity in Regression Ensembles JMLR 2005
An Approximate Analytical Approach to Resampling Averages JMLR 2003
The Subspace Information Criterion for Infinite Dimensional Hypothesis Spaces JMLR 2002
PAC-Bayesian Generalisation Error Bounds for Gaussian Process Classification JMLR 2002