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Doubly Robust Learning for Estimating Individualized Treatment with Censored Data

Individualized treatment rules recommend treatments based on individual patient characteristics in order to maximize clinical benefit. When the clinical outcome of interest is survival time, estimation is often complicated by censoring. We develop nonparametric methods for estimating an optimal indi...

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Veröffentlicht in:Biometrika
Hauptverfasser: Zhao, Y. Q., Zeng, D., Laber, E. B., Song, R., Yuan, M., Kosorok, M. R.
Format: Artigo
Sprache:Inglês
Veröffentlicht: 2014
Schlagworte:
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC4414056/
https://ncbi.nlm.nih.gov/pubmed/25937641
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1093/biomet/asu050
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