An Incremental Subgradient Algorithm for Approximate MAP Estimation in Graphical Models
Mixing sum-product and max-product type updates to tighten tree-reweighted upper bounds for the log-partiton function
An Alternating Direction Method for Dual MAP LP Relaxation
An LP View of the M-Best MAP Problem
Graphical Models and Applications
MAP inference in Discrete Models
MAP Estimation with Perfect Graphs
Optimization in Learning and Data Analysis
Kernel methods and Support Vector Machines
Elements of Inference