R packages by yuzhou-isabella

QTOCen - Quantile-Optimal Treatment Regimes with Censored Data

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.

Last updated 6 years ago

1.00 score 1 stars 147 downloads

quantoptr - Algorithms for Quantile- And Mean-Optimal Treatment Regimes

Estimation methods for optimal treatment regimes under three different criteria, namely marginal quantile, marginal mean, and mean absolute difference. For the first two criteria, both one-stage and two-stage estimation method are implemented. A doubly robust estimator for estimating the quantile-optimal treatment regime is also included.

Last updated 7 years ago

1.00 score 8 scripts 212 downloads