LocalControlStrategy-package |
LocalControlStrategy: Unsupervised, Nonparametric Adjustment for Bias and Confounding |
confirm |
Confirm that Clustering in Covariate X-space yields an "adjusted" LTD/LRC effect-size Distribution |
ivadj |
Instrumental Variable LAO Fitting and Smoothing |
KSperm |
Simulate a p-value for the significance of the Kolmogorov-Smirnov D-statistic from confirm(). |
LCcluster |
Hierarchical Clustering of experimental units (such as patients) in X-covariate Space |
LCcompare |
Display LC Sensitivity Graphic for help in choice of K = Number of Clusters |
LCsetup |
Specify KEY parameters used in Local Control (LC) Strategy to "design" analyses of Observational Data. |
lrcagg |
Calculate the observed Distribution of LRCs in Local Control Strategy |
ltdagg |
Calculate the Observed Distribution of LTDs in Local Control Strategy |
pci15k |
Six-month Survival, Cardiac cost and Baseline Covariate data for 15,487 PCI patients. |
plot.ivadj |
Display an Instrumental Variable (LAO) plot with Linear and smooth.spline Fits |
plot.lrcagg |
Display Visualizations of an Observed LRC Distribution in Local Control Strategy |
plot.ltdagg |
Display Visualizations of an Observed LTD Distribution in Local Control Strategy |
radon |
Radon exposure and lung cancer mortality data for 2,881 US counties in 46 States. |
reveal.data |
Create a data.frame for use in Prediction of a LTD/LRC effect-size Distribution |