How To Overcome Richness Axiom Fallacy
arXiv:2210.15507
Abstract
The paper points at the grieving problems implied by the richness axiom in the Kleinberg's axiomatic system and suggests resolutions. The richness induces learnability problem in general and leads to conflicts with consistency axiom. As a resolution, learnability constraints and usage of centric consistency or restriction of the domain of considered clusterings to super-ball-clusterings is proposed.
18 pages, 3 figures, 3 tables, an extended version of ISMIS2022 paper