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02/23/2023
A Statistical Learning Take on the Concordance Index for Survival Analysis
The introduction of machine learning (ML) techniques to the field of sur...
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05/31/2021
Max-Margin is Dead, Long Live Max-Margin!
The foundational concept of Max-Margin in machine learning is ill-posed ...
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07/02/2020
Consistent Structured Prediction with Max-Min Margin Markov Networks
Max-margin methods for binary classification such as the support vector ...
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06/16/2020
Structured and Localized Image Restoration
We present a novel approach to image restoration that leverages ideas fr...
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02/05/2019
A General Theory for Structured Prediction with Smooth Convex Surrogates
In this work we provide a theoretical framework for structured predictio...
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10/16/2018