conftrace_

sparse approximation

76 papers

Explore in graph

Co-occurring keywords

gaussian process (1200) variational inference (2069) gaussian processes (89) bayesian inference (1907) gaussian process regression (133) inducing point (33) kernel methods (1097) sparse gaussian process (27) uncertainty quantification (1393) markov chain monte carlo (725)

Papers

Wavelet decompositions of Random Forests - smoothness analysis, sparse approximation and applications JMLR 2016
Leveraging Sparsity for Efficient Submodular Data Summarization NIPS 2016
Understanding Probabilistic Sparse Gaussian Process Approximations NIPS 2016
On Sparse Variational Methods and the Kullback-Leibler Divergence between Stochastic Processes AISTATS 2016
Incremental Variational Sparse Gaussian Process Regression NIPS 2016
Scalable Inference for Gaussian Process Models with Black-Box Likelihoods NIPS 2015
MCMC for Variationally Sparse Gaussian Processes NIPS 2015
pyGPs -- A Python Library for Gaussian Process Regression and Classification JMLR 2015
Sparse Variational Inference for Generalized GP Models ICML 2015
Incremental Local Gaussian Regression NIPS 2014
Distributed Variational Inference in Sparse Gaussian Process Regression and Latent Variable Models NIPS 2014
Fast Allocation of Gaussian Process Experts ICML 2014
Multiresolution Matrix Factorization ICML 2014
Efficient Optimization for Sparse Gaussian Process Regression NIPS 2013
Gaussian Process-Based Decentralized Data Fusion and Active Sensing for Mobility-on-Demand System RSS 2013
GPstuff: Bayesian Modeling with Gaussian Processes JMLR 2013
Near-Optimal Entrywise Sampling for Data Matrices NIPS 2013
Value Pursuit Iteration NIPS 2012
Forward Basis Selection for Sparse Approximation over Dictionary AISTATS 2012
Sparse Approximate Manifolds for Differential Geometric MCMC NIPS 2012
Multiresolution analysis on the symmetric group NIPS 2012
Efficient Multioutput Gaussian Processes through Variational Inducing Kernels AISTATS 2010
Variational Gaussian-process factor analysis for modeling spatio-temporal data NIPS 2009
Gas Distribution Modeling using Sparse Gaussian Process Mixture Models RSS 2008
Sparse Convolved Gaussian Processes for Multi-output Regression NIPS 2008