7 citations · 13 across the 3 of their papers we have counts for
4 papers
Consistent Structured Prediction with Max-Min Margin Markov Networks
Alex Nowak-Vila, Francis Bach, Alessandro Rudi
Max-margin methods for binary classification such as the support vector machine (SVM) have been extended to the structured prediction setting under the name of max-margin Markov ne…
Structured and Localized Image Restoration
Thomas Eboli, Alex Nowak-Vila, Jian Sun +3
We present a novel approach to image restoration that leverages ideas from localized structured prediction and non-linear multi-task learning. We optimize a penalized energy functi…
A General Theory for Structured Prediction with Smooth Convex Surrogates
Alex Nowak-Vila, Francis Bach, Alessandro Rudi
In this work we provide a theoretical framework for structured prediction that generalizes the existing theory of surrogate methods for binary and multiclass classification based o…
Sharp Analysis of Learning with Discrete Losses
Alex Nowak-Vila, Francis Bach, Alessandro Rudi
The problem of devising learning strategies for discrete losses (e.g., multilabeling, ranking) is currently addressed with methods and theoretical analyses ad-hoc for each loss. In…