Relationship between loss functions and confirmation measures

K. Dembczynski, Salvatore Greco, W. Kotlowski, R. Slowinski

Research output: Chapter in Book/Report/Conference proceedingChapter (peer-reviewed)peer-review

Abstract

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.
Original languageEnglish
Title of host publicationRough sets, fuzzy sets, data mining and granular computing: proceedings of the 11th international conference
EditorsA. An, J. Stefanowski, S. Ramanna, C. Butz, W. Pedrycz, G. Wang
Place of PublicationBerlin
PublisherSpringer
Pages338-345
Number of pages8
Volume4482
Edition4482
ISBN (Print)9783540725299
DOIs
Publication statusPublished - 2007

Publication series

NameLecture notes in computer science
PublisherSpringer
Number4482
ISSN (Print)0302-9743

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