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approximate inference

253 papers

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EM

Co-occurring keywords

variational inference (2069) graphical model (863) bayesian inference (1904) belief propagation (177) gaussian process (1198) probabilistic inference (310) expectation propagation (86) message passing (578) probabilistic graphical model (226) markov chain monte carlo (724)

Papers

Approximate Bayesian Image Interpretation using Generative Probabilistic Graphics Programs NIPS 2013
Lost! Leveraging the Crowd for Probabilistic Visual Self-Localization CVPR 2013
On Triangular versus Edge Representations --- Towards Scalable Modeling of Networks NIPS 2012
Nonparanormal Belief Propagation (NPNBP) NIPS 2012
Learning visual motion in recurrent neural networks NIPS 2012
Approximate Inference by Intersecting Semidefinite Bound and Local Polytope AISTATS 2012
Approximate Inference in Additive Factorial HMMs with Application to Energy Disaggregation AISTATS 2012
Expectation Propagation in Gaussian Process Dynamical Systems NIPS 2012
Complex Inference in Neural Circuits with Probabilistic Population Codes and Topic Models NIPS 2012
Efficient Sampling for Bipartite Matching Problems NIPS 2012
On Stochastic Optimal Control and Reinforcement Learning by Approximate Inference RSS 2012
Hierarchical Motion Planning in Topological Representations RSS 2012
Affine Independent Variational Inference NIPS 2012
Burn-in, bias, and the rationality of anchoring NIPS 2012
Near-Optimal MAP Inference for Determinantal Point Processes NIPS 2012
Robust Gaussian Process Regression with a Student- Likelihood JMLR 2011
Approximate inference for the loss-calibrated Bayesian AISTATS 2011
Robust Multi-Class Gaussian Process Classification NIPS 2011
Select and Sample - A Model of Efficient Neural Inference and Learning NIPS 2011
Approximate Marginals in Latent Gaussian Models JMLR 2011
Learning unbelievable probabilities NIPS 2011
Efficient Inference in Fully Connected CRFs with Gaussian Edge Potentials NIPS 2011
t-divergence Based Approximate Inference NIPS 2011
An Application of Tree-Structured Expectation Propagation for Channel Decoding NIPS 2011
Sparse Bayesian Multi-Task Learning NIPS 2011