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Correspondence between old and new estimates of events binary classification and statistical detection criteria ouality

Abstract

Correspondence between old and new estimates of events binary classification and statistical detection criteria ouality

Zvezhinskiy S.S, Shelukhin O.I.

Incoming article date: 05.10.2024

The relationship between "old" and "new" concepts/metrics for quality assensing of statistical detection criteria and binary events classification is considered. Independence and consistency assessments of analyzed metrics relative to initial input data volume/composition are provided. Recommendations for the use of "new" metrics for assessing the quality of detection and binary classification events are clarified.

Keywords: Type I and Type II errors, accuracy, recall, specificity, F-score, ROC curve; AUC integral metric