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Bayesian & Probabilistic

4,335 papers (2 classified directly here)

Subtopics

Probabilistic Modeling (2,599) Bayesian Learning (1,663) Bayesian Inference (523) Variational Inference (107) Gaussian Processes (6) Bayesian Networks (5)

Papers per year

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Papers (including subtopics)

Probabilistic n-Choose-k Models for Classification and Ranking NIPS 2012
Repulsive Mixtures NIPS 2012
Forward-Backward Activation Algorithm for Hierarchical Hidden Markov Models NIPS 2012
Slice sampling normalized kernel-weighted completely random measure mixture models NIPS 2012
Monte Carlo Methods for Maximum Margin Supervised Topic Models NIPS 2012
A Marginalized Particle Gaussian Process Regression NIPS 2012
Bayesian Probabilistic Co-Subspace Addition NIPS 2012
From Deformations to Parts: Motion-based Segmentation of 3D Objects NIPS 2012
Bayesian models for Large-scale Hierarchical Classification NIPS 2012
Random Utility Theory for Social Choice NIPS 2012
A Nonparametric Conjugate Prior Distribution for the Maximizing Argument of a Noisy Function NIPS 2012
A nonparametric variable clustering model NIPS 2012
Transelliptical Graphical Models NIPS 2012
Collaborative Gaussian Processes for Preference Learning NIPS 2012
Smooth-projected Neighborhood Pursuit for High-dimensional Nonparanormal Graph Estimation NIPS 2012
Fully Bayesian inference for neural models with negative-binomial spiking NIPS 2012
Complex Inference in Neural Circuits with Probabilistic Population Codes and Topic Models NIPS 2012
Distributed Probabilistic Learning for Camera Networks with Missing Data NIPS 2012
A P300 BCI for the Masses: Prior Information Enables Instant Unsupervised Spelling NIPS 2012
Dynamic Pruning of Factor Graphs for Maximum Marginal Prediction NIPS 2012
Priors for Diversity in Generative Latent Variable Models NIPS 2012
Effective Split-Merge Monte Carlo Methods for Nonparametric Models of Sequential Data NIPS 2012
The Time-Marginalized Coalescent Prior for Hierarchical Clustering NIPS 2012
Nonparametric Max-Margin Matrix Factorization for Collaborative Prediction NIPS 2012
Slice Normalized Dynamic Markov Logic Networks NIPS 2012