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Bayesian Inference

1724 directly classified papers

Papers per year

Papers

An Approximate Inference Approach to Temporal Optimization in Optimal Control NIPS 2010
Approximate Inference by Compilation to Arithmetic Circuits NIPS 2010
Tree-Structured Stick Breaking for Hierarchical Data NIPS 2010
Construction of Dependent Dirichlet Processes based on Poisson Processes NIPS 2010
A Bayesian Approach to Concept Drift NIPS 2010
Inter-time segment information sharing for non-homogeneous dynamic Bayesian networks NIPS 2010
Global Analytic Solution for Variational Bayesian Matrix Factorization NIPS 2010
A Bayesian Framework for Figure-Ground Interpretation NIPS 2010
Deterministic Single-Pass Algorithm for LDA NIPS 2010
Learning concept graphs from text with stick-breaking priors NIPS 2010
A rational decision making framework for inhibitory control NIPS 2010
PAC-Bayesian Model Selection for Reinforcement Learning NIPS 2010
Optimal Bayesian Recommendation Sets and Myopically Optimal Choice Query Sets NIPS 2010
Slice sampling covariance hyperparameters of latent Gaussian models NIPS 2010
Dynamic Infinite Relational Model for Time-varying Relational Data Analysis NIPS 2010
Group Sparse Coding with a Laplacian Scale Mixture Prior NIPS 2010
Variational bounds for mixed-data factor analysis NIPS 2010
Auto-Regressive HMM Inference with Incomplete Data for Short-Horizon Wind Forecasting NIPS 2010
Near-Optimal Bayesian Active Learning with Noisy Observations NIPS 2010
MAP Estimation for Graphical Models by Likelihood Maximization NIPS 2010
Switching state space model for simultaneously estimating state transitions and nonstationary firing rates NIPS 2010
Extended Bayesian Information Criteria for Gaussian Graphical Models NIPS 2010
Probabilistic Belief Revision with Structural Constraints NIPS 2010
Categories and Functional Units: An Infinite Hierarchical Model for Brain Activations NIPS 2010
Joint Analysis of Time-Evolving Binary Matrices and Associated Documents NIPS 2010