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The Fermi–Dirac distribution provides a calibrated probabilistic output for binary classifiers

Binary classification is one of the central problems in machine-learning research and, as such, investigations of its general statistical properties are of interest. We studied the ranking statistics of items in binary classification problems and observed that there is a formal and surprising relati...

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Detalles Bibliográficos
Autores principales: Kim, Sung-Cheol, Arun, Adith S., Ahsen, Mehmet Eren, Vogel, Robert, Stolovitzky, Gustavo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8403970/
https://www.ncbi.nlm.nih.gov/pubmed/34413191
http://dx.doi.org/10.1073/pnas.2100761118