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Bayesian & Probabilistic

3,963 papers (2 classified directly here)

Subtopics

Probabilistic Modeling (2,252) Variational Inference (802) Gaussian Processes (570) Bayesian Learning (455) Bayesian Optimization (221) Markov Chain Monte Carlo (143) Nonparametric Bayesian (86) Bayesian Networks (81) Conditional Random Fields (5)

Papers per year

9
118
124
394
151
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Papers (including subtopics)

Max-Margin Infinite Hidden Markov Models ICML 2014
Modeling Correlated Arrival Events with Latent Semi-Markov Processes ICML 2014
Learning Graphs with a Few Hubs ICML 2014
Spherical Hamiltonian Monte Carlo for Constrained Target Distributions ICML 2014
Learning Sum-Product Networks with Direct and Indirect Variable Interactions ICML 2014
Robust Principal Component Analysis with Complex Noise ICML 2014
Pitfalls in the use of Parallel Inference for the Dirichlet Process ICML 2014
Gaussian Process Optimization with Mutual Information ICML 2014
Exchangeable Variable Models ICML 2014
Rectangular Tiling Process ICML 2014
Stochastic Inference for Scalable Probabilistic Modeling of Binary Matrices ICML 2014
Graph-based Semi-supervised Learning: Realizing Pointwise Smoothness Probabilistically ICML 2014
Gaussian Process Classification and Active Learning with Multiple Annotators ICML 2014
Nonparametric Estimation of Multi-View Latent Variable Models ICML 2014
Nonmyopic ε-Bayes-Optimal Active Learning of Gaussian Processes ICML 2014
Putting MRFs on a Tensor Train ICML 2014
Robust Inverse Covariance Estimation under Noisy Measurements ICML 2014
Preference-Based Rank Elicitation using Statistical Models: The Case of Mallows ICML 2014
Inferning with High Girth Graphical Models ICML 2014
Learning Latent Variable Gaussian Graphical Models ICML 2014
Sample Efficient Reinforcement Learning with Gaussian Processes ICML 2014
Gaussian Processes for Bayesian Estimation in Ordinary Differential Equations ICML 2014
Gaussian Approximation of Collective Graphical Models ICML 2014
Structured Recurrent Temporal Restricted Boltzmann Machines ICML 2014
Scalable Bayesian Low-Rank Decomposition of Incomplete Multiway Tensors ICML 2014