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Network-Based Logistic Classification with an Enhanced L (1/2) Solver Reveals Biomarker and Subnetwork Signatures for Diagnosing Lung Cancer

Identifying biomarker and signaling pathway is a critical step in genomic studies, in which the regularization method is a widely used feature extraction approach. However, most of the regularizers are based on L (1)-norm and their results are not good enough for sparsity and interpretation and are...

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Detalles Bibliográficos
Autores principales: Huang, Hai-Hui, Liang, Yong, Liu, Xiao-Ying
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4488258/
https://www.ncbi.nlm.nih.gov/pubmed/26185761
http://dx.doi.org/10.1155/2015/713953