conftrace_

markov random field

303 papers

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Also known as

MRF

Co-occurring keywords

graphical model (864) map inference (130) variational inference (2069) belief propagation (177) combinatorial optimization (1039) energy minimization (121) probabilistic modeling (852) bayesian inference (1907) message passing (579) graph cut (89)

Papers

Approximate Inference by Intersecting Semidefinite Bound and Local Polytope AISTATS 2012
glm-ie: Generalised Linear Models Inference & Estimation Toolbox JMLR 2012
Minimization of Continuous Bethe Approximations: A Positive Variation NIPS 2012
Efficient and Exact MAP-MRF Inference using Branch and Bound AISTATS 2012
High-dimensional Sparse Inverse Covariance Estimation using Greedy Methods AISTATS 2012
Semiparametric Pseudo-Likelihood Estimation in Markov Random Fields AISTATS 2012
Algorithms for Learning Markov Field Policies NIPS 2012
Scaling MPE Inference for Constrained Continuous Markov Random Fields with Consensus Optimization NIPS 2012
Kernel Belief Propagation AISTATS 2011
On Tracking The Partition Function NIPS 2011
$\theta$-MRF: Capturing Spatial and Semantic Structure in the Parameters for Scene Understanding NIPS 2011
Tighter Relaxations for MAP-MRF Inference: A Local Primal-Dual Gap based Separation Algorithm AISTATS 2011
Sparse Inverse Covariance Matrix Estimation Using Quadratic Approximation NIPS 2011
Structured Determinantal Point Processes NIPS 2010
Layered image motion with explicit occlusions, temporal consistency, and depth ordering NIPS 2010
MAP estimation in Binary MRFs via Bipartite Multi-cuts NIPS 2010
Epitome driven 3-D Diffusion Tensor image segmentation: on extracting specific structures NIPS 2010
Generating more realistic images using gated MRF's NIPS 2010
Worst-case bounds on the quality of max-product fixed-points NIPS 2010
Parallelizable Sampling of Markov Random Fields AISTATS 2010
Message-passing for Graph-structured Linear Programs: Proximal Methods and Rounding Schemes JMLR 2010
Polynomial-Time Exact Inference in NP-Hard Binary MRFs via Reweighted Perfect Matching AISTATS 2010
libDAI: A Free and Open Source C++ Library for Discrete Approximate Inference in Graphical Models JMLR 2010
On the Convergence Properties of Contrastive Divergence AISTATS 2010
Learning in Markov Random Fields using Tempered Transitions NIPS 2009