Be aware of overfitting by hyperparameter optimization!

Abstract Hyperparameter optimization is very frequently employed in machine learning. However, an optimization of a large space of parameters could result in overfitting of models. In recent studies on solubility prediction the authors collected seven thermodynamic and kinetic solubility datasets fr...

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Bibliographic Details
Main Authors: Igor V. Tetko, Ruud van Deursen, Guillaume Godin
Format: Article
Language:English
Published: BMC 2024-12-01
Series:Journal of Cheminformatics
Online Access:https://doi.org/10.1186/s13321-024-00934-w
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