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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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'25

Papers (including subtopics)

The Multidimensional Wisdom of Crowds NIPS 2010
Implicitly Constrained Gaussian Process Regression for Monocular Non-Rigid Pose Estimation NIPS 2010
MAP Estimation for Graphical Models by Likelihood Maximization NIPS 2010
Probabilistic Belief Revision with Structural Constraints NIPS 2010
Structured Determinantal Point Processes NIPS 2010
Evaluation of Rarity of Fingerprints in Forensics NIPS 2010
Variational bounds for mixed-data factor analysis NIPS 2010
Copula Bayesian Networks NIPS 2010
Group Sparse Coding with a Laplacian Scale Mixture Prior NIPS 2010
More data means less inference: A pseudo-max approach to structured learning NIPS 2010
Lifted Inference Seen from the Other Side : The Tractable Features NIPS 2010
Switched Latent Force Models for Movement Segmentation NIPS 2010
Categories and Functional Units: An Infinite Hierarchical Model for Brain Activations NIPS 2010
Dynamic Infinite Relational Model for Time-varying Relational Data Analysis NIPS 2010
Exact learning curves for Gaussian process regression on large random graphs NIPS 2010
Sparse Instrumental Variables (SPIV) for Genome-Wide Studies NIPS 2010
Computing Marginal Distributions over Continuous Markov Networks for Statistical Relational Learning NIPS 2010
Gaussian Process Preference Elicitation NIPS 2010
Slice sampling covariance hyperparameters of latent Gaussian models NIPS 2010
Gated Softmax Classification NIPS 2010
Improving Human Judgments by Decontaminating Sequential Dependencies NIPS 2010
PAC-Bayesian Model Selection for Reinforcement Learning NIPS 2010
Worst-case bounds on the quality of max-product fixed-points NIPS 2010
Infinite Relational Modeling of Functional Connectivity in Resting State fMRI NIPS 2010
Learning concept graphs from text with stick-breaking priors NIPS 2010