A validation methodology in hierarchical clustering

Abstract

This paper presents a validation methodology in ascending hierarchical clustering. The objects in validation are clustering hierarchies, and simulation is used. Under certain conditions, this methodology allows us to evaluate the quality of hierarchical structures, its robustness and fiability, according to the data structure. The effect of the application of a given criterion on some kind of structures is also analyzed.