← Bayesian & Probabilistic
Machine Learning › Bayesian & Probabilistic ›

Bayesian Inference

1724 directly classified papers

Papers per year

Papers

Explaining human multiple object tracking as resource-constrained approximate inference in a dynamic probabilistic model NIPS 2009
Optimizing Multi-Class Spatio-Spectral Filters via Bayes Error Estimation for EEG Classification NIPS 2009
Graph Zeta Function in the Bethe Free Energy and Loopy Belief Propagation NIPS 2009
Manifold Regularization for SIR with Rate Root-n Convergence NIPS 2009
Bayesian Sparse Factor Models and DAGs Inference and Comparison NIPS 2009
A Neural Implementation of the Kalman Filter NIPS 2009
Modelling Relational Data using Bayesian Clustered Tensor Factorization NIPS 2009
Bayesian Nonparametric Models on Decomposable Graphs NIPS 2009
Modeling the spacing effect in sequential category learning NIPS 2009
Sparse Estimation Using General Likelihoods and Non-Factorial Priors NIPS 2009
Accelerating Bayesian Structural Inference for Non-Decomposable Gaussian Graphical Models NIPS 2009
Time-Varying Dynamic Bayesian Networks NIPS 2009
Nonparametric Bayesian Models for Unsupervised Event Coreference Resolution NIPS 2009
Multi-Label Prediction via Sparse Infinite CCA NIPS 2009
Spatial Normalized Gamma Processes NIPS 2009
Learning models of object structure NIPS 2009
Python Environment for Bayesian Learning: Inferring the Structure of Bayesian Networks from Knowledge and Data JMLR 2009
Free energy score space NIPS 2009
Non-stationary continuous dynamic Bayesian networks NIPS 2009
Gaussian process regression with Student-t likelihood NIPS 2009
A Stochastic approximation method for inference in probabilistic graphical models NIPS 2009
Large Scale Nonparametric Bayesian Inference: Data Parallelisation in the Indian Buffet Process NIPS 2009
Variational Inference for the Nested Chinese Restaurant Process NIPS 2009
Approximating MAP by Compensating for Structural Relaxations NIPS 2009
Training Factor Graphs with Reinforcement Learning for Efficient MAP Inference NIPS 2009