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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)

Semantically-Based Human Scanpath Estimation with HMMs ICCV 2013
Fingerspelling Recognition with Semi-Markov Conditional Random Fields ICCV 2013
A Unified Probabilistic Approach Modeling Relationships between Attributes and Objects ICCV 2013
Robust Matrix Factorization with Unknown Noise ICCV 2013
A Deep Sum-Product Architecture for Robust Facial Attributes Analysis ICCV 2013
Parallel Markov Chain Monte Carlo for Nonparametric Mixture Models ICML 2013
Principal Component Analysis on non-Gaussian Dependent Data ICML 2013
Learning Linear Bayesian Networks with Latent Variables ICML 2013
Active Learning for Multi-Objective Optimization ICML 2013
Gaussian Process Vine Copulas for Multivariate Dependence ICML 2013
Subproblem-Tree Calibration: A Unified Approach to Max-Product Message Passing ICML 2013
Squared-loss Mutual Information Regularization: A Novel Information-theoretic Approach to Semi-supervised Learning ICML 2013
Bayesian Games for Adversarial Regression Problems ICML 2013
Learning Multiple Behaviors from Unlabeled Demonstrations in a Latent Controller Space ICML 2013
Inference algorithms for pattern-based CRFs on sequence data ICML 2013
A Fast and Exact Energy Minimization Algorithm for Cycle MRFs ICML 2013
Message passing with l1 penalized KL minimization ICML 2013
Hierarchical Tensor Decomposition of Latent Tree Graphical Models ICML 2013
Spectral Learning of Hidden Markov Models from Dynamic and Static Data ICML 2013
Factorial Multi-Task Learning : A Bayesian Nonparametric Approach ICML 2013
Modeling Information Propagation with Survival Theory ICML 2013
Kernelized Bayesian Matrix Factorization ICML 2013
Learning the Structure of Sum-Product Networks ICML 2013
Fast Dual Variational Inference for Non-Conjugate Latent Gaussian Models ICML 2013
Smooth Operators ICML 2013