Another Look at Resampling: Replenishing Small Samples with Virtual Data through S-SMART

Abstract

A new resampling method is introduced to generate virtual data through a smoothing technique for replenishing small samples. The replenished analyzable sample retains the statistical properties of the original small sample, has small standard errors and possesses adequate statistical power.