← Optimization & Theory
Machine Learning › Optimization & Theory ›

Bayesian Inference

4821 directly classified papers

Papers per year

Papers

Neural Reconstruction with Approximate Message Passing (NeuRAMP) NIPS 2011
Bayesian Partitioning of Large-Scale Distance Data NIPS 2011
Approximate inference for the loss-calibrated Bayesian AISTATS 2011
Dense Message Passing for Sparse Principal Component Analysis AISTATS 2010
Construction of Dependent Dirichlet Processes based on Poisson Processes NIPS 2010
A highly efficient blocked Gibbs sampler reconstruction of multidimensional NMR spectra AISTATS 2010
Learning Bayesian Network Structure using LP Relaxations AISTATS 2010
Simple Exponential Family PCA AISTATS 2010
Inference with Multivariate Heavy-Tails in Linear Models NIPS 2010
Approximate inference in continuous time Gaussian-Jump processes NIPS 2010
Functional form of motion priors in human motion perception NIPS 2010
Deterministic Bayesian inference for the $p*$ model AISTATS 2010
Dirichlet Process Mixtures of Generalized Linear Models AISTATS 2010
Variational methods for Reinforcement Learning AISTATS 2010
Approximate Inference by Compilation to Arithmetic Circuits NIPS 2010
Approximation of hidden Markov models by mixtures of experts with application to particle filtering AISTATS 2010
Bayesian Generalized Kernel Models AISTATS 2010
Gaussian sampling by local perturbations NIPS 2010
Latent Variable Models for Predicting File Dependencies in Large-Scale Software Development NIPS 2010
Variational Inference over Combinatorial Spaces NIPS 2010
A generalization of the Multiple-try Metropolis algorithm for Bayesian estimation and model selection AISTATS 2010
Switching state space model for simultaneously estimating state transitions and nonstationary firing rates NIPS 2010
Posterior distributions are computable from predictive distributions AISTATS 2010
MAP Estimation for Graphical Models by Likelihood Maximization NIPS 2010
Auto-Regressive HMM Inference with Incomplete Data for Short-Horizon Wind Forecasting NIPS 2010