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map inference

130 papers

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Co-occurring keywords

graphical model (864) markov random field (303) combinatorial optimization (1039) linear programming relaxation (40) message passing (579) approximate inference (253) linear programming (227) lp relaxation (19) determinantal point process (140) probabilistic graphical model (226)

Papers

Nonlinearly Constrained MRFs: Exploring the Intrinsic Dimensions of Higher-Order Cliques CVPR 2013
On Sampling from the Gibbs Distribution with Random Maximum A-Posteriori Perturbations NIPS 2013
Subproblem-Tree Calibration: A Unified Approach to Max-Product Message Passing ICML 2013
Linear Approximation to ADMM for MAP inference ACML 2013
Learning Low-order Models for Enforcing High-order Statistics AISTATS 2012
Efficient and Exact MAP-MRF Inference using Branch and Bound AISTATS 2012
Convergence Rate Analysis of MAP Coordinate Minimization Algorithms NIPS 2012
Globally Convergent Dual MAP LP Relaxation Solvers using Fenchel-Young Margins NIPS 2012
Scaling MPE Inference for Constrained Continuous Markov Random Fields with Consensus Optimization NIPS 2012
Priors for Diversity in Generative Latent Variable Models NIPS 2012
Learning as MAP Inference in Discrete Graphical Models NIPS 2012
MAP Inference in Chains using Column Generation NIPS 2012
Near-Optimal MAP Inference for Determinantal Point Processes NIPS 2012
Multiple Choice Learning: Learning to Produce Multiple Structured Outputs NIPS 2012
Tighter Relaxations for MAP-MRF Inference: A Local Primal-Dual Gap based Separation Algorithm AISTATS 2011
Adaptive Exact Inference in Graphical Models JMLR 2011
Message-Passing for Approximate MAP Inference with Latent Variables NIPS 2011
Exploiting Within-Clique Factorizations in Junction-Tree Algorithms AISTATS 2010
Polynomial-Time Exact Inference in NP-Hard Binary MRFs via Reweighted Perfect Matching AISTATS 2010
Message-passing for Graph-structured Linear Programs: Proximal Methods and Rounding Schemes JMLR 2010
HOP-MAP: Efficient Message Passing with High Order Potentials AISTATS 2010
Training Factor Graphs with Reinforcement Learning for Efficient MAP Inference NIPS 2009
An LP View of the M-best MAP problem NIPS 2009
Approximating MAP by Compensating for Structural Relaxations NIPS 2009
An Integer Projected Fixed Point Method for Graph Matching and MAP Inference NIPS 2009