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QTOCen

Quantile-Optimal Treatment Regimes with Censored Data

Installation

About

Provides methods for estimation of mean- and quantile-optimal treatment regimes from censored data. Specifically, we have developed distinct functions for three types of right censoring for static treatment using quantile criterion: (1) independent/random censoring, (2) treatment-dependent random censoring, and (3) covariates-dependent random censoring. It also includes a function to estimate quantile-optimal dynamic treatment regimes for independent censored data. Finally, this package also includes a simulation data generative model of a dynamic treatment experiment proposed in literature.

Key Metrics

Version 0.1.1
R ≥ 3.3
Published 2019-06-04 1789 days ago
Needs compilation? no
License GPL-2
License GPL-3
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Maintainer

Maintainer

Yu Zhou

zhou0269@umn.edu

Authors

Yu Zhou

cre / aut

Lan Wang

ctb

Material

Reference manual
Package source

In Views

CausalInference

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Depends

R ≥ 3.3
utils

Imports

survival
rgenoud ≥ 5.8
quantreg ≥ 5.18
stats
grDevices
methods
Rdpack
MatrixModels

Suggests

parallel
stringr
testthat
faraway
quantoptr ≥ 0.1.3
survminer