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On Model Evaluation Under Non-constant Class Imbalance

Many real-world classification problems are significantly class-imbalanced to detriment of the class of interest. The standard set of proper evaluation metrics is well-known but the usual assumption is that the test dataset imbalance equals the real-world imbalance. In practice, this assumption is o...

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Detalles Bibliográficos
Autores principales: Brabec, Jan, Komárek, Tomáš, Franc, Vojtěch, Machlica, Lukáš
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7303692/
http://dx.doi.org/10.1007/978-3-030-50423-6_6