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Bayesian Inference

4821 directly classified papers

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Papers

Low-Rank Tensor Approximation With Laplacian Scale Mixture Modeling for Multiframe Image Denoising ICCV 2015
Expectation Propagation for Rectified Linear Poisson Regression ACML 2015
Reweighted Laplace Prior Based Hyperspectral Compressive Sensing for Unknown Sparsity CVPR 2015
Pushing Forward Marginal MAP with Best-First Search IJCAI 2015
A Dirichlet Process Mixture Model for Spherical Data AISTATS 2015
Multi-Feature Max-Margin Hierarchical Bayesian Model for Action Recognition CVPR 2015
Bandit Convex Optimization: \sqrtT Regret in One Dimension COLT 2015
Decision Boundary for Discrete Bayesian Network Classifiers JMLR 2015
Bayesian Inference for Neighborhood Filters With Application in Denoising CVPR 2015
Gamma Processes, Stick-Breaking, and Variational Inference AISTATS 2015
Streaming Variational Inference for Bayesian Nonparametric Mixture Models AISTATS 2015
Calibration of conditional composite likelihood for Bayesian inference on Gibbs random fields AISTATS 2015
Reliable and Scalable Variational Inference for the Hierarchical Dirichlet Process AISTATS 2015
Stochastic Structured Variational Inference AISTATS 2015
Scalable Variational Gaussian Process Classification AISTATS 2015
Differentially Private Bayesian Optimization ICML 2015
Learning Deep Sigmoid Belief Networks with Data Augmentation AISTATS 2015
The Fundamental Incompatibility of Scalable Hamiltonian Monte Carlo and Naive Data Subsampling ICML 2015
Efficient Training of LDA on a GPU by Mean-for-Mode Estimation ICML 2015
A Sufficient Statistics Construction of Exponential Family Lévy Measure Densities for Nonparametric Conjugate Models AISTATS 2015
Real-Time Joint Estimation of Camera Orientation and Vanishing Points CVPR 2015
Sensor Selection for Crowdsensing Dynamical Systems AISTATS 2015
Predictive Entropy Search for Bayesian Optimization with Unknown Constraints ICML 2015
Weight Uncertainty in Neural Network ICML 2015
State Space Methods for Efficient Inference in Student-t Process Regression AISTATS 2015