The paper develops optimality theory for linear discriminant analysis in the high dimensional setting. A data-driven and tuning-free classification rule, which is based on an adaptive constrained ...

Linear discriminant analysis (LDA) was applied on these parameters to differentiate the opiate addicts included in MMTP or in detoxification treatment and the healthy subjects.

High-breakdown estimation is a procedure designed to remove this cause for concern by producing estimates that are immune to serious distortion by a minority of outliers, regardless of their severity.