TY  - CONF
AU  - Miguel Angel Bautista
AU  - Oriol Pujol
AU  - Xavier Baro
AU  - Sergio Escalera
A2  - MCS
ED  - Carlo Sansone
ED  - Josef Kittler
ED  - Fabio Roli
PY  - 2011//
TI  - Introducing the Separability Matrix for Error Correcting Output Codes Coding
T2  - LNCS
BT  - 10th International conference on Multiple Classifier Systems
SP  - 227
EP  - 236
VL  - 6713
PB  - Springer-Verlag Berlin Heidelberg
N2  - 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.
SN  - 978-3-642-21556-8
UR  - http://dl.acm.org/citation.cfm?id=2040929
N1  - MILAB; OR;HuPBA;MV
ID  - Miguel Angel Bautista2011
ER  -