The quest for the reliability of machine learning models in binary classification on tabular data

Abstract In this paper we explore the reliability of contexts of machine learning (ML) models. There are several evaluation procedures commonly used to validate a model (precision, F1 Score and others); However, these procedures are not linked to the evaluation of learning itself, but only to the nu...

Full description

Bibliographic Details
Main Authors: Vitor Cirilo Araujo Santos, Lucas Cardoso, Ronnie Alves
Format: Article
Language:English
Published: Nature Portfolio 2023-10-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-45876-9