iqLearn: Interactive Q-Learning

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

Author
Kristin A. Linn, Eric B. Laber, Leonard A. Stefanski
Date of publication
2015-08-19 17:13:08
Maintainer
Kristin A. Linn <kalinn@ncsu.edu>
License
GPL-2
Version
1.4

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