Other packages > Find by keyword >

DTRlearn2  

Statistical Learning Methods for Optimizing Dynamic Treatment Regimes
View on CRAN: Click here


Download and install DTRlearn2 package within the R console
Install from CRAN:
install.packages("DTRlearn2")

Install from Github:
library("remotes")
install_github("cran/DTRlearn2")

Install by package version:
library("remotes")
install_version("DTRlearn2", "1.1")



Attach the package and use:
library("DTRlearn2")
Maintained by
Yuan Chen
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2019-01-03
Latest Update: 2020-04-22
Description:
We provide a comprehensive software to estimate general K-stage DTRs from SMARTs with Q-learning and a variety of outcome-weighted learning methods. Penalizations are allowed for variable selection and model regularization. With the outcome-weighted learning scheme, different loss functions - SVM hinge loss, SVM ramp loss, binomial deviance loss, and L2 loss - are adopted to solve the weighted classification problem at each stage; augmentation in the outcomes is allowed to improve efficiency. The estimated DTR can be easily applied to a new sample for individualized treatment recommendations or DTR evaluation.
How to cite:
Yuan Chen (2019). DTRlearn2: Statistical Learning Methods for Optimizing Dynamic Treatment Regimes. R package version 1.1, https://cran.r-project.org/web/packages/DTRlearn2
Previous versions and publish date:
1.0 (2019-01-03 18:00)
Other packages that cited DTRlearn2 R package
View DTRlearn2 citation profile
Other R packages that DTRlearn2 depends, imports, suggests or enhances
Functions, R codes and Examples using the DTRlearn2 R package
Some associated functions: adhd . owl . predict.owl . predict.ql . ql . sim_Kstage . 
Some associated R codes: owl.R . owl_aug.R . owl_l2.R . owl_logit.R . owl_ramp.R . predict_all.R . ql.R . sim_Kstage.R . wsvm_solve.R .  Full DTRlearn2 package functions and examples
Downloads during the last 30 days
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

Today's Hot Picks in Authors and Packages

QuantileNPCI  
Nonparametric Confidence Intervals for Quantiles
Based on Alan D. Hutson (1999) , "Calculating nonparametric confidence i ...
Download / Learn more Package Citations See dependency  
Maintainer: Li Yan (view profile)
cdcfluview  
Retrieve Flu Season Data from the United States Centers for Disease Control and Prevention ("CDC") "FluView" Portal
The 'U.S.' Centers for Disease Control and Prevention (CDC) maintain a portal ...
Download / Learn more Package Citations See dependency  
factorplot  
Graphical Presentation of Simple Contrasts
Methods to calculate, print, summarize and plot pairwise differences from GLMs, GLHT or Multinomial ...
Download / Learn more Package Citations See dependency  
srm  
Structural Equation Modeling for the Social Relations Model
Provides functionality for structural equation modeling for the social relations model (Kenny & ...
Download / Learn more Package Citations See dependency  
FMCCSD  
Efficient Estimation of Clustered Current Status Data
Current status data abounds in the field of epidemiology and public health, where the only observab ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resizer for Images, Tables and Fancy Resizable Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  

22,114

R Packages

188,080

Dependencies

55,244

Author Associations

22,115

Publication Badges

© Copyright 2022 - present. All right reserved, rpkg.net. Contact Us / Suggestions / Concerns