LogSum + L 2 penalized logistic regression model for biomarker selection and cancer classification

Abstract Biomarker selection and cancer classification play an important role in knowledge discovery using genomic data. Successful identification of gene biomarkers and biological pathways can significantly improve the accuracy of diagnosis and help machine learning models have better performance o...

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Bibliographic Details
Main Authors: Xiao-Ying Liu, Sheng-Bing Wu, Wen-Quan Zeng, Zhan-Jiang Yuan, Hong-Bo Xu
Format: Article
Language:English
Published: Nature Publishing Group 2020-12-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-020-79028-0