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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
'05
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'25

Papers (including subtopics)

Multi-Task Learning for Classification with Dirichlet Process Priors JMLR 2007
A Probabilistic Analysis of EM for Mixtures of Separated, Spherical Gaussians JMLR 2007
Integrating Naïve Bayes and FOIL JMLR 2007
Characterizing the Function Space for Bayesian Kernel Models JMLR 2007
"Ideal Parent” Structure Learning for Continuous Variable Bayesian Networks JMLR 2007
Active Policy Learning for Robot Planning and Exploration under Uncertainty RSS 2007
Unified Inference for Variational Bayesian Linear Gaussian State-Space Models NIPS 2006
Bayesian Image Super-resolution, Continued NIPS 2006
Bayesian Ensemble Learning NIPS 2006
Detecting Humans via Their Pose NIPS 2006
Hidden Markov Dirichlet Process: Modeling Genetic Recombination in Open Ancestral Space NIPS 2006
Bayesian Detection of Infrequent Differences in Sets of Time Series with Shared Structure NIPS 2006
Modeling Dyadic Data with Binary Latent Factors NIPS 2006
Accelerated Variational Dirichlet Process Mixtures NIPS 2006
A Nonparametric Bayesian Method for Inferring Features From Similarity Judgments NIPS 2006
Hierarchical Dirichlet Processes with Random Effects NIPS 2006
Isotonic Conditional Random Fields and Local Sentiment Flow NIPS 2006
Temporal and Cross-Subject Probabilistic Models for fMRI Prediction Tasks NIPS 2006
Particle Filtering for Nonparametric Bayesian Matrix Factorization NIPS 2006
Non-rigid point set registration: Coherent Point Drift NIPS 2006
Learning Nonparametric Models for Probabilistic Imitation NIPS 2006
Tighter PAC-Bayes Bounds NIPS 2006
Statistical Modeling of Images with Fields of Gaussian Scale Mixtures NIPS 2006
Recursive Attribute Factoring NIPS 2006
Information Bottleneck for Non Co-Occurrence Data NIPS 2006