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Cox Regression Models with Functional Covariates for Survival Data

We extend the Cox proportional hazards model to cases when the exposure is a densely sampled functional process, measured at baseline. The fundamental idea is to combine penalized signal regression with methods developed for mixed effects proportional hazards models. The model is fit by maximizing t...

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Bibliografische gegevens
Gepubliceerd in:Stat Modelling
Hoofdauteurs: Gellar, Jonathan E., Colantuoni, Elizabeth, Needham, Dale M., Crainiceanu, Ciprian M.
Formaat: Artigo
Taal:Inglês
Gepubliceerd in: 2015
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Online toegang:https://ncbi.nlm.nih.gov/pmc/articles/PMC4591554/
https://ncbi.nlm.nih.gov/pubmed/26441487
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1177/1471082X14565526
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