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Bayesian Inference

5,566 papers

Papers per year

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100
176
522
279
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Papers

Bayesian Classifier Combination AISTATS 2012
Bayesian Comparison of Machine Learning Algorithms on Single and Multiple Datasets AISTATS 2012
High-Dimensional Structured Feature Screening Using Binary Markov Random Fields AISTATS 2012
Efficient Gaussian Process Inference for Short-Scale Spatio-Temporal Modeling AISTATS 2012
Adaptive MCMC with Bayesian Optimization AISTATS 2012
Max-Margin Min-Entropy Models AISTATS 2012
Lifted Linear Programming AISTATS 2012
A Nonparametric Bayesian Model for Multiple Clustering with Overlapping Feature Views AISTATS 2012
Bayesian Quadrature for Ratios AISTATS 2012
Fast interior-point inference in high-dimensional sparse, penalized state-space models AISTATS 2012
Informative Priors for Markov Blanket Discovery AISTATS 2012
Age-Layered Expectation Maximization for Parameter Learning in Bayesian Networks AISTATS 2012
Infinite-Dimensional Kalman Filtering Approach to Spatio-Temporal Gaussian Process Regression AISTATS 2012
Markov Logic Mixtures of Gaussian Processes: Towards Machines Reading Regression Data AISTATS 2012
Fast Variational Bayesian Inference for Non-Conjugate Matrix Factorization Models AISTATS 2012
Low rank continuous-space graphical models AISTATS 2012
Bayesian Inference for Change Points in Dynamical Systems with Reusable States - a Chinese Restaurant Process Approach AISTATS 2012
On Estimation and Selection for Topic Models AISTATS 2012
A Bayesian Analysis of the Radioactive Releases of Fukushima AISTATS 2012
Bayesian Group Factor Analysis AISTATS 2012
An Autoregressive Approach to Nonparametric Hierarchical Dependent Modeling AISTATS 2012
Beta-Negative Binomial Process and Poisson Factor Analysis AISTATS 2012
The Optimality of Jeffreys Prior for Online Density Estimation and the Asymptotic Normality of Maximum Likelihood Estimators COLT 2012
Analysis of Thompson Sampling for the Multi-armed Bandit Problem COLT 2012
Eliminating Spammers and Ranking Annotators for Crowdsourced Labeling Tasks JMLR 2012