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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)

Mixture of Bilateral-Projection Two-Dimensional Probabilistic Principal Component Analysis CVPR 2016
On Mixtures of Markov Chains NIPS 2016
Interacting Particle Markov Chain Monte Carlo ICML 2016
An Empirical-Bayes Score for Discrete Bayesian Networks PGM 2016
Compressing Bayes Net CPTs with Persistent Leaky Causes PGM 2016
Memory-Bounded Left-Corner Unsupervised Grammar Induction on Child-Directed Input COLING 2016
Synthesis of MCMC and Belief Propagation NIPS 2016
Scalable MAP inference in Bayesian networks based on a Map-Reduce approach PGM 2016
Multi-view Anomaly Detection via Robust Probabilistic Latent Variable Models NIPS 2016
Deep Gaussian Conditional Random Field Network: A Model-Based Deep Network for Discriminative Denoising CVPR 2016
Rényi Divergence Variational Inference NIPS 2016
Multiple Output Regression with Latent Noise JMLR 2016
Visual Path Prediction in Complex Scenes With Crowded Moving Objects CVPR 2016
From Noise Modeling to Blind Image Denoising CVPR 2016
A Probabilistic Collaborative Representation Based Approach for Pattern Classification CVPR 2016
Estimating the Size of a Large Network and its Communities from a Random Sample NIPS 2016
Safe Exploration in Finite Markov Decision Processes with Gaussian Processes NIPS 2016
Optimal Estimation and Completion of Matrices with Biclustering Structures JMLR 2016
Variance Reduction in Stochastic Gradient Langevin Dynamics NIPS 2016
Bayesian group factor analysis with structured sparsity JMLR 2016
Acoustic-to-Articulatory Inversion Mapping Based on Latent Trajectory Gaussian Mixture Model INTERSPEECH 2016
Variational Tempering AISTATS 2016
Flexible Models for Microclustering with Application to Entity Resolution NIPS 2016
Hawkes Processes with Stochastic Excitations ICML 2016
Black-Box Policy Search with Probabilistic Programs AISTATS 2016