Stability selection for LASSO with weights based on AUC

Abstract Stability selection is a variable selection algorithm based on resampling a dataset. Based on stability selection, we propose weighted stability selection to select variables by weighing them using the area under the receiver operating characteristic curve (AUC) from additional modelling. T...

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Bibliographic Details
Main Authors: Yonghan Kwon, Kyunghwa Han, Young Joo Suh, Inkyung Jung
Format: Article
Language:English
Published: Nature Portfolio 2023-03-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-023-32517-4