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Binary classifier metrics for optimizing HEP event selection

I discuss the choice of evaluation metrics for binary classifiers in High Energy Physics (HEP) event selection and I point out that the Area Under the ROC Curve (AUC) is of limited relevance in this context, after discussing its use in other domains. I propose new metrics based on Fisher information...

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Detalles Bibliográficos
Autor principal: Valassi, Andrea
Lenguaje:eng
Publicado: 2019
Materias:
Acceso en línea:https://dx.doi.org/10.1051/epjconf/201921406004
http://cds.cern.ch/record/2699582