conftrace_
← Bayesian & Probabilistic
Machine Learning › Bayesian & Probabilistic ›

Probabilistic Modeling

2,252 papers

Papers per year

5
84
58
212
96
'05
'10
'15
'20
'25

Papers

Maximum-likelihood learning of cumulative distribution functions on graphs AISTATS 2010
Learning Bayesian Network Structure using LP Relaxations AISTATS 2010
Solving the Uncapacitated Facility Location Problem Using Message Passing Algorithms AISTATS 2010
Simple Exponential Family PCA AISTATS 2010
Supervised Dimension Reduction Using Bayesian Mixture Modeling AISTATS 2010
Parallelizable Sampling of Markov Random Fields AISTATS 2010
Approximation of hidden Markov models by mixtures of experts with application to particle filtering AISTATS 2010
A generalization of the Multiple-try Metropolis algorithm for Bayesian estimation and model selection AISTATS 2010
Identifying Cause and Effect on Discrete Data using Additive Noise Models AISTATS 2010
Nonparametric prior for adaptive sparsity AISTATS 2010
Efficient Learning of Deep Boltzmann Machines AISTATS 2010
Polynomial-Time Exact Inference in NP-Hard Binary MRFs via Reweighted Perfect Matching AISTATS 2010
Dense Message Passing for Sparse Principal Component Analysis AISTATS 2010
Inference of Sparse Networks with Unobserved Variables. Application to Gene Regulatory Networks AISTATS 2010
On the Convergence Properties of Contrastive Divergence AISTATS 2010
Inference and Learning in Networks of Queues AISTATS 2010
HOP-MAP: Efficient Message Passing with High Order Potentials AISTATS 2010
Unsupervised Aggregation for Classification Problems with Large Numbers of Categories AISTATS 2010
State-Space Inference and Learning with Gaussian Processes AISTATS 2010
Sequential Monte Carlo Samplers for Dirichlet Process Mixtures AISTATS 2010
An Alternative Prior Process for Nonparametric Bayesian Clustering AISTATS 2010
Dependent Indian Buffet Processes AISTATS 2010
Modeling annotator expertise: Learning when everybody knows a bit of something AISTATS 2010
Matrix-Variate Dirichlet Process Mixture Models AISTATS 2010
Learning models of object structure NIPS 2009