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Decentralized Learning Framework of Meta-Survival Analysis for Developing Robust Prognostic Signatures

PURPOSE: A significant hurdle in developing reliable gene expression–based prognostic models has been the limited sample size, which can cause overfitting and false discovery. Combining data from multiple studies can enhance statistical power and reduce spurious findings, but how to address the biol...

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Bibliografiske detaljer
Udgivet i:JCO Clin Cancer Inform
Main Authors: Cui, Yi, Li, Bailiang, Li, Ruijiang
Format: Artigo
Sprog:Inglês
Udgivet: American Society of Clinical Oncology 2017
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC6873986/
https://ncbi.nlm.nih.gov/pubmed/30657395
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1200/CCI.17.00077
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