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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

Mixture of time-warped trajectory models for movement decoding NIPS 2010
Global seismic monitoring as probabilistic inference NIPS 2010
More data means less inference: A pseudo-max approach to structured learning NIPS 2010
Structural inference affects depth perception in the context of potential occlusion NIPS 2009
Graph Zeta Function in the Bethe Free Energy and Loopy Belief Propagation NIPS 2009
FACTORIE: Probabilistic Programming via Imperatively Defined Factor Graphs NIPS 2009
An LP View of the M-best MAP problem NIPS 2009
Sequential effects reflect parallel learning of multiple environmental regularities NIPS 2009
Fourier Theoretic Probabilistic Inference over Permutations JMLR 2009
Bounds on marginal probability distributions NIPS 2008
The Recurrent Temporal Restricted Boltzmann Machine NIPS 2008
An ideal observer model of infant object perception NIPS 2008
A Convex Upper Bound on the Log-Partition Function for Binary Distributions NIPS 2008
MAS: a multiplicative approximation scheme for probabilistic inference NIPS 2008
Hebbian Learning of Bayes Optimal Decisions NIPS 2008
Learning Bounded Treewidth Bayesian Networks NIPS 2008
Improving on Expectation Propagation NIPS 2008
Goal-directed decision making in prefrontal cortex: a computational framework NIPS 2008
Temporal Dynamics of Cognitive Control NIPS 2008
Continuously-adaptive discretization for message-passing algorithms NIPS 2008
Experience-Guided Search: A Theory of Attentional Control NIPS 2007
Truncating the Loop Series Expansion for Belief Propagation JMLR 2007
Rapid Inference on a Novel AND/OR graph for Object Detection, Segmentation and Parsing NIPS 2007
Efficient Inference for Distributions on Permutations NIPS 2007
Learning Nonparametric Models for Probabilistic Imitation NIPS 2006