In the context of outlier-based association method, outliers are observations markedly different from other points.
When a group of points have some common characteristics, and these common characteristics are “outliers”, these points are associated with each other in some or the other way.
Statistical tests depend on the distribution of the data
whether
or not
the distribution parameters are known,
the number of excepted outliers, the types of excepted outliers