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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

Whitened Expectation Propagation: Non-Lambertian Shape from Shading and Shadow CVPR 2013
Marginals-to-Models Reducibility NIPS 2013
Completeness Results for Lifted Variable Elimination AISTATS 2013
Computing the M Most Probable Modes of a Graphical Model AISTATS 2013
Holistic Scene Understanding for 3D Object Detection with RGBD Cameras ICCV 2013
Latent Data Association: Bayesian Model Selection for Multi-target Tracking ICCV 2013
Scalable Inference for Logistic-Normal Topic Models NIPS 2013
First-order Decomposition Trees NIPS 2013
Continuous Relaxations for Discrete Hamiltonian Monte Carlo NIPS 2012
Markov Logic Mixtures of Gaussian Processes: Towards Machines Reading Regression Data AISTATS 2012
Efficient Sampling from Combinatorial Space via Bridging AISTATS 2012
Distributed Approximation of Joint Measurement Distributions Using Mixtures of Gaussians RSS 2012
Online Sum-Product Computation Over Trees NIPS 2012
Discriminative Learning of Sum-Product Networks NIPS 2012
A Generative Model for Parts-based Object Segmentation NIPS 2012
The Bethe Partition Function of Log-supermodular Graphical Models NIPS 2012
Slice Normalized Dynamic Markov Logic Networks NIPS 2012
Causality with Gates AISTATS 2012
Lifted Variable Elimination with Arbitrary Constraints AISTATS 2012
Lifted Linear Programming AISTATS 2012
Probabilistic amplitude and frequency demodulation NIPS 2011
Solving Decision Problems with Limited Information NIPS 2011
On the Completeness of First-Order Knowledge Compilation for Lifted Probabilistic Inference NIPS 2011
Collective Graphical Models NIPS 2011
Kernel Embeddings of Latent Tree Graphical Models NIPS 2011