| OTRselect-package {OTRselect} | R Documentation |
Variable Selection for Optimal Treatment Decision
Description
A penalized regression framework that can simultaneously estimate the optimal treatment strategy and identify important variables. Appropriate for either censored or uncensored continuous response.
Details
The DESCRIPTION file:
| Package: | OTRselect |
| Type: | Package |
| Title: | Variable Selection for Optimal Treatment Decision |
| Version: | 1.2 |
| Date: | 2023-11-24 |
| Author: | Wenbin Lu, Hao Helen Zhang, Donglin Zeng, Yuan Geng, and Shannon T. Holloway |
| Maintainer: | Shannon T. Holloway <shannon.t.holloway@gmail.com> |
| Description: | A penalized regression framework that can simultaneously estimate the optimal treatment strategy and identify important variables. Appropriate for either censored or uncensored continuous response. |
| License: | GPL-2 |
| Depends: | stats, lars, survival, methods |
| NeedsCompilation: | no |
Index of help topics:
OTRselect-package Variable Selection for Optimal Treatment
Decision
Qhat Mean Response or Restricted Mean Response Given
a Treatment Regime
censored Variable Selection for Optimal Treatment
Decision with Censored Survival Times
uncensored Variable Selection for Optimal Treatment
Decision with Uncensored Continuous Response
Function censored performs variable selection for censored continuous response. Function uncensored performs variable selection for uncensored continuous response. Function Qhat estimates the restricted mean response given a treatment regime for censored data or the mean response given a treatment regime for uncensored data.
Author(s)
Wenbin Lu, Hao Helen Zhang, Donglin Zeng, Yuan Geng, and Shannon T. Holloway
Maintainer: Shannon T. Holloway <shannon.t.holloway@gmail.com>
References
Lu, W., Zhang, H. H., and Zeng. D. (2013). Variable selection for optimal treatment decision. Statistical Methods in Medical Research, 22, 493–504. PMCID: PMC3303960.
Geng, Y., Lu, W., and Zhang, H. H. (2015). On optimal treatment regimes selection for mean survival time. Statistics in Medicine, 34, 1169–1184. PMCID: PMC4355217.