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Bayesian & Probabilistic

4,335 papers (2 classified directly here)

Subtopics

Probabilistic Modeling (2,599) Bayesian Learning (1,663) Bayesian Inference (523) Variational Inference (107) Gaussian Processes (6) Bayesian Networks (5)

Papers per year

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Papers (including subtopics)

Skip Context Tree Switching ICML 2014
Gaussian Processes for Bayesian Estimation in Ordinary Differential Equations ICML 2014
Probabilistic Matrix Factorization with Non-random Missing Data ICML 2014
A Bayesian Framework for Online Classifier Ensemble ICML 2014
Gaussian Approximation of Collective Graphical Models ICML 2014
Structured Recurrent Temporal Restricted Boltzmann Machines ICML 2014
Scalable and Robust Bayesian Inference via the Median Posterior ICML 2014
Kernel Adaptive Metropolis-Hastings ICML 2014
Learning the Irreducible Representations of Commutative Lie Groups ICML 2014
Efficient Gradient-Based Inference through Transformations between Bayes Nets and Neural Nets ICML 2014
Neural Variational Inference and Learning in Belief Networks ICML 2014
Scalable Bayesian Low-Rank Decomposition of Incomplete Multiway Tensors ICML 2014
Beta Diffusion Trees ICML 2014
A Compilation Target for Probabilistic Programming Languages ICML 2014
Deterministic Anytime Inference for Stochastic Continuous-Time Markov Processes ICML 2014
A reversible infinite HMM using normalised random measures ICML 2014
A Junction Tree Framework for Undirected Graphical Model Selection JMLR 2014
Gibbs Max-margin Topic Models with Data Augmentation JMLR 2014
Bayesian Nonparametric Comorbidity Analysis of Psychiatric Disorders JMLR 2014
Fully Simplified Multivariate Normal Updates in Non-Conjugate Variational Message Passing JMLR 2014
Bayesian Inference with Posterior Regularization and Applications to Infinite Latent SVMs JMLR 2014
Expectation Propagation for Neural Networks with Sparsity-Promoting Priors JMLR 2014
Parallel MCMC with Generalized Elliptical Slice Sampling JMLR 2014
Particle Gibbs with Ancestor Sampling JMLR 2014
Efficient State-Space Inference of Periodic Latent Force Models JMLR 2014