iqLearn: Interactive Q-Learning
Version 1.4

Estimate an optimal dynamic treatment regime using Interactive Q-learning.

Browse man pages Browse package API and functions Browse package files

AuthorKristin A. Linn, Eric B. Laber, Leonard A. Stefanski
Date of publication2015-08-19 17:13:08
MaintainerKristin A. Linn <kalinn@ncsu.edu>
LicenseGPL-2
Version1.4
Package repositoryView on CRAN
InstallationInstall the latest version of this package by entering the following in R:
install.packages("iqLearn")

Man pages

bmiData: Adolescent BMI data set (generated toy example)
IQ1: IQ-learning: Recommend stage 1 treatment
IQ2: IQ-learning: Recommend stage 2 treatment
iqLearn-package: Interactive Q-learning
iqResids: IQ-learning: standardized residuals
learnIQ1: IQ-learning: estimate optimal first-stage rule
learnIQ1cm: IQ-learning: contrast function mean regression
learnIQ1main: IQ-learning: main effect term regression
learnIQ1var: IQ-learning: contrast variance modeling
learnIQ2: IQ-learning: second-stage regression
plot.iqResids: Plot the standardized residuals
plot.learnIQ1cm: Residual plots for the contrast mean model
plot.learnIQ1main: Residual plots for the main effect term model
plot.learnIQ1var: Residual plots for the contrast variance model
plot.learnIQ2: Residual plots for the second-stage regression
plot.qLearnS1: Residual plots for the first-stage regression
plot.qLearnS2: Residual plots for the second-stage regression
qLearnQ1: Q-learning: Recommend stage 1 treatment
qLearnQ2: Q-learning: Recommend stage 2 treatment
qLearnS1: Q-learning: first-stage regression
qLearnS2: Q-learning: second-stage regression
summary.learnIQ1cm: IQ-learning: contrast mean regression summary
summary.learnIQ1main: IQ-learning: main effect regression summary
summary.learnIQ1var: IQ-learning: contrast variance modeling summary
summary.learnIQ2: IQ-learning: second-stage regression summary
summary.qLearnS1: Q-learning: first-stage regression summary
summary.qLearnS2: Q-learning: second-stage regression summary
summary.value: Estimate plug-in value
value: Estimate plug-in value

Functions

IQ1 Man page Source code
IQ2 Man page Source code
bmiData Man page
iqLearn Man page
iqLearn-package Man page
iqQ1MainEst Man page Source code
iqQ1cmEst Man page Source code
iqQ1varEst Man page Source code
iqQ2Est Man page Source code
iqResids Man page Source code
iqResids.default Man page Source code
learnIQ1 Man page Source code
learnIQ1.default Man page Source code
learnIQ1Est Man page Source code
learnIQ1cm Man page Source code
learnIQ1cm.default Man page Source code
learnIQ1cm.formula Man page Source code
learnIQ1main Man page Source code
learnIQ1main.default Man page Source code
learnIQ1main.formula Man page Source code
learnIQ1var Man page Source code
learnIQ1var.default Man page Source code
learnIQ1var.formula Man page Source code
learnIQ2 Man page Source code
learnIQ2.default Man page Source code
learnIQ2.formula Man page Source code
plot.iqResids Man page Source code
plot.learnIQ1cm Man page Source code
plot.learnIQ1main Man page Source code
plot.learnIQ1var Man page Source code
plot.learnIQ2 Man page Source code
plot.qLearnS1 Man page Source code
plot.qLearnS2 Man page Source code
print.summary.learnIQ1cm Man page Source code
print.summary.learnIQ1main Man page Source code
print.summary.learnIQ1var Man page Source code
print.summary.learnIQ2 Man page Source code
print.summary.qLearnS1 Man page Source code
print.summary.qLearnS2 Man page Source code
print.summary.value Man page Source code
qLearnQ1 Man page Source code
qLearnQ2 Man page Source code
qLearnS1 Man page Source code
qLearnS1.default Man page Source code
qLearnS1.formula Man page Source code
qLearnS1Est Man page Source code
qLearnS2 Man page Source code
qLearnS2.default Man page Source code
qLearnS2.formula Man page Source code
qLearnS2Est Man page Source code
summary.learnIQ1cm Man page Source code
summary.learnIQ1main Man page Source code
summary.learnIQ1var Man page Source code
summary.learnIQ2 Man page Source code
summary.qLearnS1 Man page Source code
summary.qLearnS2 Man page Source code
summary.value Man page Source code
value Man page Source code
value.default Man page Source code
valueEst Man page Source code

Files

inst
inst/CITATION
inst/doc
inst/doc/iqLearn.Rnw
inst/doc/iqLearn.R
inst/doc/iqLearn.pdf
NAMESPACE
data
data/bmiData.RData
R
R/print.summary.learnIQ2.R
R/learnIQ1cm.formula.R
R/iqQ1varEst.R
R/plot.learnIQ1var.R
R/learnIQ1Est.R
R/print.summary.qLearnS2.R
R/plot.qLearnS1.R
R/plot.iqResids.R
R/plot.learnIQ1cm.R
R/learnIQ2.default.R
R/learnIQ1cm.default.R
R/qLearnS1Est.R
R/iqQ2Est.R
R/iqResids.R
R/summary.learnIQ1var.R
R/qLearnQ2.R
R/learnIQ1.R
R/learnIQ1main.default.R
R/learnIQ1main.formula.R
R/summary.learnIQ2.R
R/learnIQ1.default.R
R/IQ1.R
R/summary.value.R
R/iqQ1MainEst.R
R/summary.qLearnS2.R
R/summary.learnIQ1cm.R
R/qLearnS2Est.R
R/print.summary.learnIQ1var.R
R/value.default.R
R/qLearnQ1.R
R/iqQ1cmEst.R
R/qLearnS2.default.R
R/qLearnS1.formula.R
R/learnIQ1var.default.R
R/summary.learnIQ1main.R
R/valueEst.R
R/learnIQ1main.R
R/qLearnS1.R
R/value.R
R/learnIQ1var.formula.R
R/learnIQ2.R
R/print.summary.value.R
R/learnIQ1cm.R
R/print.summary.learnIQ1cm.R
R/plot.learnIQ2.R
R/IQ2.R
R/plot.qLearnS2.R
R/print.summary.qLearnS1.R
R/qLearnS1.default.R
R/print.summary.learnIQ1main.R
R/learnIQ1var.R
R/summary.qLearnS1.R
R/plot.learnIQ1main.R
R/qLearnS2.formula.R
R/iqResids.default.R
R/qLearnS2.R
R/learnIQ2.formula.R
vignettes
vignettes/iq_cites.bib
vignettes/figure1.jpeg
vignettes/iqLearn.Rnw
README.md
MD5
build
build/vignette.rds
DESCRIPTION
man
man/plot.learnIQ2.Rd
man/plot.learnIQ1cm.Rd
man/value.Rd
man/summary.learnIQ1var.Rd
man/qLearnS2.Rd
man/learnIQ2.Rd
man/iqResids.Rd
man/summary.value.Rd
man/iqLearn-package.Rd
man/plot.iqResids.Rd
man/summary.learnIQ2.Rd
man/qLearnQ2.Rd
man/IQ1.Rd
man/learnIQ1cm.Rd
man/plot.learnIQ1main.Rd
man/plot.qLearnS1.Rd
man/plot.qLearnS2.Rd
man/summary.learnIQ1cm.Rd
man/learnIQ1.Rd
man/qLearnS1.Rd
man/summary.qLearnS2.Rd
man/qLearnQ1.Rd
man/plot.learnIQ1var.Rd
man/learnIQ1main.Rd
man/summary.learnIQ1main.Rd
man/IQ2.Rd
man/bmiData.Rd
man/learnIQ1var.Rd
man/summary.qLearnS1.Rd
iqLearn documentation built on May 29, 2017, 11:26 a.m.