Interactive Q-Learning

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Documentation for package ‘iqLearn’ version 1.5

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bmiData Adolescent BMI data set (generated toy example)
IQ1 IQ-learning: Recommend stage 1 treatment
IQ2 IQ-learning: Recommend stage 2 treatment
iqQ1cmEst IQ-learning: contrast function mean regression
iqQ1MainEst IQ-learning: main effect term regression
iqQ1varEst IQ-learning: contrast variance modeling
iqQ2Est IQ-learning: second-stage regression
iqResids IQ-learning: standardized residuals
iqResids.default IQ-learning: standardized residuals
learnIQ1 IQ-learning: estimate optimal first-stage rule
learnIQ1.default IQ-learning: estimate optimal first-stage rule
learnIQ1cm IQ-learning: contrast function mean regression
learnIQ1cm.default IQ-learning: contrast function mean regression
learnIQ1cm.formula IQ-learning: contrast function mean regression
learnIQ1Est IQ-learning: estimate optimal first-stage rule
learnIQ1main IQ-learning: main effect term regression
learnIQ1main.default IQ-learning: main effect term regression
learnIQ1main.formula IQ-learning: main effect term regression
learnIQ1var IQ-learning: contrast variance modeling
learnIQ1var.default IQ-learning: contrast variance modeling
learnIQ1var.formula IQ-learning: contrast variance modeling
learnIQ2 IQ-learning: second-stage regression
learnIQ2.default IQ-learning: second-stage regression
learnIQ2.formula 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
print.summary.learnIQ1cm IQ-learning: contrast mean regression summary
print.summary.learnIQ1main IQ-learning: main effect regression summary
print.summary.learnIQ1var IQ-learning: contrast variance modeling summary
print.summary.learnIQ2 IQ-learning: second-stage regression summary
print.summary.qLearnS1 Q-learning: first-stage regression summary
print.summary.qLearnS2 Q-learning: second-stage regression summary
print.summary.value Estimate plug-in value
qLearnQ1 Q-learning: Recommend stage 1 treatment
qLearnQ2 Q-learning: Recommend stage 2 treatment
qLearnS1 Q-learning: first-stage regression
qLearnS1.default Q-learning: first-stage regression
qLearnS1.formula Q-learning: first-stage regression
qLearnS1Est Q-learning: first-stage regression
qLearnS2 Q-learning: second-stage regression
qLearnS2.default Q-learning: second-stage regression
qLearnS2.formula Q-learning: second-stage regression
qLearnS2Est 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
value.default Estimate plug-in value
valueEst Estimate plug-in value