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Bayesian Inference

5,566 papers

Papers per year

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100
176
522
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Papers

State Space Methods for Efficient Inference in Student-t Process Regression AISTATS 2015
WASP: Scalable Bayes via barycenters of subset posteriors AISTATS 2015
Calibration of conditional composite likelihood for Bayesian inference on Gibbs random fields AISTATS 2015
A Dirichlet Process Mixture Model for Spherical Data AISTATS 2015
Inferring Block Structure of Graphical Models in Exponential Families AISTATS 2015
Predicting Preference Reversals via Gaussian Process Uncertainty Aversion AISTATS 2015
Streaming Variational Inference for Bayesian Nonparametric Mixture Models AISTATS 2015
Scalable Nonparametric Multiway Data Analysis AISTATS 2015
Bandit Convex Optimization: \sqrtT Regret in One Dimension COLT 2015
Thompson Sampling for Learning Parameterized Markov Decision Processes COLT 2015
Improving Object Detection With Deep Convolutional Networks via Bayesian Optimization and Structured Prediction CVPR 2015
Small-Variance Nonparametric Clustering on the Hypersphere CVPR 2015
Depth and Surface Normal Estimation From Monocular Images Using Regression on Deep Features and Hierarchical CRFs CVPR 2015
Bayesian Adaptive Matrix Factorization With Automatic Model Selection CVPR 2015
Multi-Feature Max-Margin Hierarchical Bayesian Model for Action Recognition CVPR 2015
Bayesian Inference for Neighborhood Filters With Application in Denoising CVPR 2015
Real-Time Joint Estimation of Camera Orientation and Vanishing Points CVPR 2015
Reweighted Laplace Prior Based Hyperspectral Compressive Sensing for Unknown Sparsity CVPR 2015
Learning From Massive Noisy Labeled Data for Image Classification CVPR 2015
Probability Occupancy Maps for Occluded Depth Images CVPR 2015
Video Anomaly Detection and Localization Using Hierarchical Feature Representation and Gaussian Process Regression CVPR 2015
Co-Saliency Detection via Looking Deep and Wide CVPR 2015
Image Segmentation in Twenty Questions CVPR 2015
Bayesian Sparse Representation for Hyperspectral Image Super Resolution CVPR 2015
Real-Time Part-Based Visual Tracking via Adaptive Correlation Filters CVPR 2015