Propensity score prediction for electronic healthcare databases using Super Learner and High-dimensional Propensity Score Methods

The optimal learner for prediction modeling varies depending on the underlying data-generating distribution. Super Learner (SL) is a generic ensemble learning algorithm that uses cross-validation to select among a “library” of candidate prediction models. While SL has been widely studied in a number...

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Veröffentlicht in:J Appl Stat
Hauptverfasser: Ju, Cheng, Combs, Mary, Lendle, Samuel D, Franklin, Jessica M, Wyss, Richard, Schneeweiss, Sebastian, van der Laan, Mark J.
Format: Artigo
Sprache:Inglês
Veröffentlicht: 2019
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Article
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7444746/
https://ncbi.nlm.nih.gov/pubmed/32843815
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1080/02664763.2019.1582614
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