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Pattern Recognition, International Conference on (2010)
Istanbul, Turkey
Aug. 23, 2010 to Aug. 26, 2010
ISSN: 1051-4651
ISBN: 978-0-7695-4109-9
pp: 2945-2948
This article proposes a general extension of the Error Correcting Output Codes (ECOC) framework to the online learning scenario. As a result, the final classifier handles the addition of new classes independently of the base classifier used. Validation on UCI database and two real machine vision applications show that the online problem-dependent ECOC proposal provides a feasible and robust way for handling new classes using any base classifier.
Error-Correcting Output Codes, Multi-class classification
David Masip, Oriol Pujol, Sergio Escalera, Petia Radeva, Eloi Puertas, "Adding Classes Online in Error Correcting Output Codes Framework", Pattern Recognition, International Conference on, vol. 00, no. , pp. 2945-2948, 2010, doi:10.1109/ICPR.2010.722
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