A review on the advances of outliers

Abstract

This study x-rays the perspectives, sources, types, incidence and consequences of outliers on some statistical methods and applications. Measures for detection, methods of handling/testing and consequences of outliers are highlighted. Controversies and remedies associated with estimating or discarding outliers in their distributional or structural form are discussed.