论文标题
如何克服丰富度公理谬论
How To Overcome Richness Axiom Fallacy
论文作者
论文摘要
纸张指出了克莱恩伯格公理系统中丰富的公理所暗示的悲伤问题,并提出了决议。丰富性总体上引起了可学习性问题,并导致与一致性公理发生冲突。作为解决方案,提出了限制和以中心一致性的限制或对被考虑的聚类域对超球聚类的域的限制。
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.