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Bayesian Inference

4821 directly classified papers

Papers per year

Papers

Automatic Discovery of Cognitive Skills to Improve the Prediction of Student Learning NIPS 2014
Probabilistic ODE Solvers with Runge-Kutta Means NIPS 2014
Robust RegBayes: Selectively Incorporating First-Order Logic Domain Knowledge into Bayesian Models ICML 2014
Real-time Simultaneous Pose and Shape Estimation for Articulated Objects Using a Single Depth Camera CVPR 2014
Optimal Decisions from Probabilistic Models: The Intersection-over-Union Case CVPR 2014
Bayesian Entropy Estimation for Countable Discrete Distributions JMLR 2014
What Regularized Auto-Encoders Learn from the Data-Generating Distribution JMLR 2014
Effective Bayesian Modeling of Groups of Related Count Time Series ICML 2014
Bayesian Max-margin Multi-Task Learning with Data Augmentation ICML 2014
Active Area Search via Bayesian Quadrature AISTATS 2014
Joint Structure Learning of Multiple Non-Exchangeable Networks AISTATS 2014
LAMORE: A Stable, Scalable Approach to Latent Vector Autoregressive Modeling of Categorical Time Series AISTATS 2014
Learning Bounded Tree-width Bayesian Networks using Integer Linear Programming AISTATS 2014
Explicit Link Between Periodic Covariance Functions and State Space Models AISTATS 2014
Efficient Gradient-Based Inference through Transformations between Bayes Nets and Neural Nets ICML 2014
Austerity in MCMC Land: Cutting the Metropolis-Hastings Budget ICML 2014
Scalable Gaussian Process Structured Prediction for Grid Factor Graph Applications ICML 2014
Inconsistency of Pitman-Yor Process Mixtures for the Number of Components JMLR 2014
Efficient State-Space Inference of Periodic Latent Force Models JMLR 2014
The No-U-Turn Sampler: Adaptively Setting Path Lengths in Hamiltonian Monte Carlo JMLR 2014
Clustering Hidden Markov Models with Variational HEM JMLR 2014
A Hierarchical Context Model for Event Recognition in Surveillance Video CVPR 2014
Persistent Monitoring of Stochastic Spatio-temporal Phenomena with a Small Team of Robots RSS 2014
Beta Process Multiple Kernel Learning CVPR 2014
PAC-Bayesian AUC classification and scoring NIPS 2014