CausalPCA.ContCont |
Show a causal diagram of the median correlation between the counterfactuals in the continuous-continuous setting |
Example.Data |
An example dataset |
GoodPretreatContCont |
Examine the plausibility of finding a good pretreatment predictor in the Continuous-continuous case |
Min.Max.Multivar.PCA |
Minimum and maximum values for the multivariate predictive causal association (PCA) in the continuous-continuous case |
Min.R2.delta |
Compute minimum R^2_{delta} for desired prediction accuracy |
Multivar.PCA.ContCont |
Compute the multivariate predictive causal association (PCA) in the Continuous-continuous case |
PCA.ContCont |
Compute the predictive causal association (PCA) in the Continuous-continuous case |
plot GoodPretreatContCont |
Graphically illustrates the theoretical plausibility of finding a good pretreatment predictor in the continuous-continuous case |
plot Min.R2.delta |
Plot R^2_{delta} as a function of delta. |
plot PCA.ContCont |
Plots the Predictive Causal Association in the continuous-continuous case |
plot Predict.Treat.ContCont |
Plots the distribution of the individual causal effect based on S. |
plot Predict.Treat.T0T1.ContCont |
Plots the distribution of the individual causal effect based on S for a specific assumed correlation between the counterfactuals. |
plot.GoodPretreatContCont |
Graphically illustrates the theoretical plausibility of finding a good pretreatment predictor in the continuous-continuous case |
plot.Min.R2.delta |
Plot R^2_{delta} as a function of delta. |
plot.Multivar.PCA.ContCont |
Plots the Predictive Causal Association in the continuous-continuous case |
plot.PCA.ContCont |
Plots the Predictive Causal Association in the continuous-continuous case |
plot.Predict.Treat.ContCont |
Plots the distribution of the individual causal effect based on S. |
plot.Predict.Treat.Multivar.ContCont |
Plots the distribution of the individual causal effect based on S. |
plot.Predict.Treat.T0T1.ContCont |
Plots the distribution of the individual causal effect based on S for a specific assumed correlation between the counterfactuals. |
Predict.Treat.ContCont |
Compute the predicted treatment effect on the true endpoint of a patient based on his or her observed pretreatment predictor value in the continuous-continuous setting |
Predict.Treat.Multivar.ContCont |
Compute the predicted treatment effect on the true endpoint of a patient based on his or her observed vector of pretreatment predictor values in the continuous-continuous setting |
Predict.Treat.T0T1.ContCont |
Compute the predicted treatment effect on the true endpoint of a patient based on his or her observed pretreatment predictor value in the continuous-continuous setting for a particular (single) value of rho_{T0T1}. |