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» Optimal Extension of Error Correcting Output Codes

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AI
2010
Springer

170views Artificial Intelligence» more AI 2010»

Improving Multiclass Text Classification with Error-Correcting Output Coding and Sub-class Partitions

13 years 8 months ago

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Error-Correcting Output Coding (ECOC) is a general framework for multiclass text classification with a set of binary classifiers. It can not only help a binary classifier solve mul...

Baoli Li, Carl Vogel

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PAMI
2008

155views more PAMI 2008»

Subclass Problem-Dependent Design for Error-Correcting Output Codes

13 years 6 months ago

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A common way to model multiclass classification problems is by means of Error-Correcting Output Codes (ECOCs). Given a multiclass problem, the ECOC technique designs a code word fo...

Sergio Escalera, David M. J. Tax, Oriol Pujol, Pet...

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MCS
2010
Springer

217views Pattern Recognition» more MCS 2010»

Class-Separability Weighting and Bootstrapping in Error Correcting Output Code Ensembles

14 years 1 months ago

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A method for applying weighted decoding to error-correcting output code ensembles of binary classiﬁers is presented. This method is sensitive to the target class in that a separa...

Raymond S. Smith, Terry Windeatt

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PKDD
2009
Springer

164views Data Mining» more PKDD 2009»

Efficient Decoding of Ternary Error-Correcting Output Codes for Multiclass Classification

13 years 11 months ago