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Introducing Separability Matrix for Error Correcting Output Codes coding

Bautista, Miguel A, and Pujol, Oriol and Baró, Xavier and Escalera, Sergio (2011) Introducing Separability Matrix for Error Correcting Output Codes coding. Proceedings of the Multiple Classifiers Systems . (Unpublished)

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Abstract

Error Correcting Output Codes (ECOC) have demonstrate to be a powerful tool for treating multi-class problems. Nevertheless, predefined ECOC designs may not benefit from Error-correcting principles for particular multi-class data. In this paper, we introduce the Separability matrix as a tool to study and enhance designs for ECOC coding. In addition, a novel problem-dependent coding design based on the Separability matrix is tested over a wide set of challenging multi-class problems, obtaining very satisfactory results.

Item Type:Article
Subjects:Q Science > QA Mathematics > QA75 Electronic computers. Computer science
ID Code:52
Deposited By:Xavier Baró
Deposited On:11 May 2011 12:20
Last Modified:11 May 2011 12:20

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