Winsorizing

Winsorizing

n. an imputation strategy, intended to reduce the influence of outliers, in which extreme values in a data set are replaced with the highest and lowest remaining values before any calculations are performed. Typically, an equal number of high and low values are replaced, representing 10% to 25% of the total distribution. [Charles P. Winsor]