On the bayes-optimality of F-measure maximizers

Willem Waegeman; Krzysztof Dembczyński; Arkadiusz Jachnik; Weiwei Cheng; Eyke Hüllermeier

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Title

On the bayes-optimality of F-measure maximizers

Authors

Willem Waegeman
Krzysztof Dembczyński (WI) ^{[ 1 ][ P ]}
Arkadiusz Jachnik (WI) ^{[ 2 ][ D ]}
Weiwei Cheng
Eyke Hüllermeier

^{[ 1 ]} Instytut Informatyki, Wydział Informatyki, Politechnika Poznańska | ^{[ 2 ]} Wydział Informatyki, Politechnika Poznańska | ^{[ P ]} employee | ^{[ D ]} phd student

Year of publication

2014

Published in

Journal of Machine Learning Research

Journal year: 2014 | Journal volume: vol. 15 | Journal number: iss. 1

Article type

scientific article

Publication language

english

Keywords

EN

f-measure
bayes-optimal predictions
regret
statistical decision theory
multi-label classification
structured output prediction

Pages (from - to)

3333 - 3388

Ministry points / journal

50

Impact Factor

2,473

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