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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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Bibliografiske detaljer
Udgivet i:Cancer Inform
Main Authors: Tian, Xinyu, Wang, Xuefeng, Chen, Jun
Format: Artigo
Sprog:Inglês
Udgivet: Libertas Academica 2015
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC4295837/
https://ncbi.nlm.nih.gov/pubmed/25635165
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.4137/CIN.S17686
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