iqLearn: Interactive Q-Learning

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

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

View on CRAN

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

Files in this package

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

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