Other packages > Find by keyword >

JQL  

Jump Q-Learning for Individualized Interval-Valued Dose Rule
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("JQL", "3.6.9")



Attach the package and use:
library("JQL")
Maintained by
Hengrui Cai
[Scholar Profile | Author Map]
First Published: 2019-02-22
Latest Update: 2019-11-15
Description:
We provide tools to estimate the individualized interval-valued dose rule (I2DR) that maximizes the expected beneficial clinical outcome for each individual and returns an optimal interval-valued dose, by using the jump Q-learning (JQL) method. The jump Q-learning method directly models the conditional mean of the response given the dose level and the baseline covariates via jump penalized least squares regression under the framework of Q learning. We develop a searching algorithm by dynamic programming in order to find the optimal I2DR with the time complexity O(n2) and spatial complexity O(n). To alleviate the effects of misspecification of the Q-function, a residual jump Q-learning is further proposed to estimate the optimal I2DR. The outcome of interest includes the best partition of the entire dosage of interest, the regression coefficients of each partition, and the value function under the estimated I2DR as well as the Wald-type confidence interval of value function constructed through the Bootstrap.
How to cite:
Hengrui Cai (2019). JQL: Jump Q-Learning for Individualized Interval-Valued Dose Rule. R package version 3.6.9, https://cran.r-project.org/web/packages/JQL. Accessed 19 Feb. 2025.
Previous versions and publish date:
2.3.3 (2019-02-22 11:30)
Other packages that cited JQL R package
View JQL citation profile
Other R packages that JQL depends, imports, suggests or enhances
Complete documentation for JQL
Functions, R codes and Examples using the JQL R package
Some associated functions: find.I2DR . opt.dose . tune.JQL . tune.RJQL . 
Some associated R codes: find.I2DR.R . opt.dose.R . tune.JQL.R . tune.RJQL.R .  Full JQL package functions and examples
Downloads during the last 30 days
01/2001/2101/2201/2301/2401/2501/2601/2701/2801/2901/3001/3102/0102/0302/0402/0502/0602/0702/0802/0902/1002/1102/1202/1302/1402/1502/1602/1702/18Downloads for JQL0246810121416TrendBars
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

Today's Hot Picks in Authors and Packages

gotop  
Scroll Back to Top Icon in Shiny and R Markdown
Add a scroll back to top 'Font Awesome' icon in 'rmarkdown' documents an ...
Download / Learn more Package Citations See dependency  
cheem  
Interactively Explore Local Explanations with the Radial Tour
Given a non-linear model, calculate the local explanation. We purpose view the data space, explanat ...
Download / Learn more Package Citations See dependency  
krippendorffsalpha  
Measuring Agreement Using Krippendorff's Alpha Coefficient
Provides tools for applying Krippendorff's Alpha methodology . Both t ...
Download / Learn more Package Citations See dependency  
apc  
Age-Period-Cohort Analysis
Functions for age-period-cohort analysis. Aggregate data can be organised in matrices indexed by age ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
distillML  
Model Distillation and Interpretability Methods for Machine Learning Models
Provides several methods for model distillation and interpretability for general black box machine ...
Download / Learn more Package Citations See dependency  

23,712

R Packages

205,795

Dependencies

64,332

Author Associations

23,631

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA