Relationship Between Loss Functions and Confirmation Measures.

Authors :: Carbonell, Jaime G.
Siekmann, Jörg
An, Aijun
Stefanowski, Jerzy
Ramanna, Sheela
Butz, Cory J.
Pedrycz, Witold
Wang, Guoyin
Dembczyński, Krzysztof
Greco, Salvatore
Kotłowski, Wojciech
Słowiński, Roman
Source :: Rough Sets, Fuzzy Sets, Data Mining & Granular Computing (9783540725299); 2007, p338-345, 8p
Publication Year :: 2007
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. [ABSTRACT FROM AUTHOR]

Language :: English
ISBNs :: 9783540725299
Database :: Complementary Index
Journal :: Rough Sets, Fuzzy Sets, Data Mining & Granular Computing (9783540725299)
Publication Type :: Book
Accession number :: 33175806
Full Text :: https://doi.org/10.1007/978-3-540-72530-5_40