Prediction of Therapeutic Success Help Pages

 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}.