delta.calculate |
Calculates the rank-based test statistic for Y and S and the difference, delta |
delta.calculate.extension |
Calculates the rank-based test statistic for Y and S and the difference, delta, accomodating paired data and allowing for a two-sided test |
est.power |
Estimated power to detect a valid surrogate |
example.data |
Example data |
example.data.highdim |
Example data for the high-dimensional functions |
rise.evaluate |
Performs the evaluation stage of RISE: Two-Stage Rank-Based Identification of High-Dimensional Surrogate Markers |
rise.screen |
Perform the screening stage of RISE: Two-Stage Rank-Based Identification of High-Dimensional Surrogate Markers |
test.surrogate |
Tests whether the surrogate is valid |
test.surrogate.extension |
Tests whether the surrogate is valid, extended to the paired, two sided test setting |
test.surrogate.rise |
Performs RISE: Two-Stage Rank-Based Identification of High-Dimensional Surrogate Markers |