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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)

Bagged Structure Learning of Bayesian Network AISTATS 2011
A Dynamic Relational Infinite Feature Model for Longitudinal Social Networks AISTATS 2011
Parallel Gibbs Sampling: From Colored Fields to Thin Junction Trees AISTATS 2011
Multiscale Community Blockmodel for Network Exploration AISTATS 2011
Evolving Cluster Mixed-Membership Blockmodel for Time-Evolving Networks AISTATS 2011
Convergent Decomposition Solvers for Tree-reweighted Free Energies AISTATS 2011
On Time Varying Undirected Graphs AISTATS 2011
Approximate inference for the loss-calibrated Bayesian AISTATS 2011
Robust Bayesian Matrix Factorisation AISTATS 2011
Bayesian Hierarchical Cross-Clustering AISTATS 2011
Hidden-Unit Conditional Random Fields AISTATS 2011
Learning mixtures of Gaussians with maximum-a-posteriori oracle AISTATS 2011
Fast Convergent Algorithms for Expectation Propagation Approximate Bayesian Inference AISTATS 2011
Mixed Cumulative Distribution Networks AISTATS 2011
Spectral Chinese Restaurant Processes: Nonparametric Clustering Based on Similarities AISTATS 2011
Kernel Belief Propagation AISTATS 2011
Hierarchical Probabilistic Models for Group Anomaly Detection AISTATS 2011
Dependent Hierarchical Beta Process for Image Interpolation and Denoising AISTATS 2011
Optimal aggregation of affine estimators COLT 2011
Collaborative Filtering with the Trace Norm: Learning, Bounding, and Transducing COLT 2011
Bounds on Individual Risk for Log-loss Predictors COLT 2011
In All Likelihood, Deep Belief Is Not Enough JMLR 2011
Probabilistic Analysis of Correctness of High-Level Robot Behavior with Sensor Error RSS 2011
Linear readout from a neural population with partial correlation data NIPS 2010
Switching state space model for simultaneously estimating state transitions and nonstationary firing rates NIPS 2010