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Integer Programming-based Error-Correcting Output Code Design for Robust Classification

Published in arXiv (Cornell University) • Oct 30, 2020
NobleIDNI9P95W76R30S89
Authors:
Samarth Gupta
,
Saurabh Amin

Abstract

Error-Correcting Output Codes (ECOCs) offer a principled approach for combining simple binary classifiers into multiclass classifiers. In this paper, we investigate the problem of designing optimal ECOCs to achieve both nominal and adversarial accuracy using Support Vector Machines (SVMs) and binary...

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