Outliers have more than two centuries’ history in the field of statistics. Recently, they have become a focal topic because of their relevance to terrorism, network intrusions, financial fraud, and other areas where rare events are critical to understanding a process. This paper presents a new algorithm, called hdoutliers, for detecting multidimensional outliers. It is unique for a) dealing wit...