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probabilistic inference

310 papers

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Co-occurring keywords

graphical model (863) bayesian inference (1904) variational inference (2069) belief propagation (177) bayesian network (378) probabilistic modeling (851) approximate inference (253) markov chain monte carlo (724) lifted inference (46) message passing (578)

Papers

Learning unbelievable probabilities NIPS 2011
Neuronal Adaptation for Sampling-Based Probabilistic Inference in Perceptual Bistability NIPS 2011
Inverting Grice's Maxims to Learn Rules from Natural Language Extractions NIPS 2011
Accelerated Adaptive Markov Chain for Partition Function Computation NIPS 2011
Uniqueness of Belief Propagation on Signed Graphs NIPS 2011
Complexity of Inference in Latent Dirichlet Allocation NIPS 2011
Query-Aware MCMC NIPS 2011
Inference with Multivariate Heavy-Tails in Linear Models NIPS 2010
A Bayesian Approach to Concept Drift NIPS 2010
Deterministic Single-Pass Algorithm for LDA NIPS 2010
Worst-case bounds on the quality of max-product fixed-points NIPS 2010
Auto-Regressive HMM Inference with Incomplete Data for Short-Horizon Wind Forecasting NIPS 2010
Approximate Inference by Compilation to Arithmetic Circuits NIPS 2010
On Combining Graph-based Variance Reduction schemes AISTATS 2010
Variational Inference over Combinatorial Spaces NIPS 2010
Continuous Time Bayesian Network Reasoning and Learning Engine JMLR 2010
Parallelizable Sampling of Markov Random Fields AISTATS 2010
A Markov-Chain Monte Carlo Approach to Simultaneous Localization and Mapping AISTATS 2010
Probabilistic Lane Estimation using Basis Curves RSS 2010
HOP-MAP: Efficient Message Passing with High Order Potentials AISTATS 2010
Mass Fatality Incident Identification based on nuclear DNA evidence AISTATS 2010
Solving the Uncapacitated Facility Location Problem Using Message Passing Algorithms AISTATS 2010
Learning Efficient Markov Networks NIPS 2010
Inference and Learning in Networks of Queues AISTATS 2010
Probabilistic Inference and Differential Privacy NIPS 2010