Relationship between loss functions and confirmation measures

Krzysztof Dembczyński; Salvatore Greco; Krzysztof Kotłowski; Roman Słowiński

doi:10.1007/978-3-540-72530-5_40

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Title

Relationship between loss functions and confirmation measures

Authors

^{[ 1 ]} Instytut Informatyki (II), Wydział Informatyki i Zarządzania, Politechnika Poznańska | ^{[ P ]} employee

Year of publication

2007

Chapter type

paper

Publication language

english

Abstract

EN In the paper, we present the relationship between loss functions and confirmation measures. We show that population minimizers for weighted loss functions correspond to confirmation measures. This result can be used in construction of machine learning methods, particularly, ensemble methods.

Pages (from - to)

338 - 345

DOI

10.1007/978-3-540-72530-5_40

URL

https://link.springer.com/chapter/10.1007/978-3-540-72530-5_40

Book

Rough Sets, Fuzzy Sets, Data Mining and Granular Computing. 11th International Conference, RSFDGrC 2007, Toronto, Canada, May 14-16, 2007. Proceedings

Presented on

11th International Conference Rough Sets, Fuzzy Sets, Data Mining and Granular Computing, RSFDGrC 2007, 14-16.05.2007, Toronto, Canada

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