Network-Constrained Group Lasso for High-Dimensional Multinomial Classification with Application to Cancer Subtype Prediction

Classic multinomial logit model, commonly used in multiclass regression problem, is restricted to few predictors and does not take into account the relationship among variables. It has limited use for genomic data, where the number of genomic features far exceeds the sample size. Genomic features su...

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Detalles Bibliográficos
Autores principales: Tian, Xinyu, Wang, Xuefeng, Chen, Jun
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Libertas Academica 2015
Materias:
Original Research
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4295837/
https://www.ncbi.nlm.nih.gov/pubmed/25635165
http://dx.doi.org/10.4137/CIN.S17686

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4295837/
https://www.ncbi.nlm.nih.gov/pubmed/25635165
http://dx.doi.org/10.4137/CIN.S17686

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