7 citations · 28 across the 48 of their papers we have counts for
4 papers · 1 filter
High-Dimensional Wide Gap -Means Versus Clustering Axioms
Mieczysław A. Kłopotek
Kleinberg's axioms for distance based clustering proved to be contradictory. Various efforts have been made to overcome this problem. Here we make an attempt to handle the issue by…
How To Overcome Richness Axiom Fallacy
Mieczysław A. Kłopotek, Robert A. Kłopotek
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 g…
Towards Continuous Consistency Axiom
Mieczyslaw A. Klopotek, Robert A. Klopotek
Development of new algorithms in the area of machine learning, especially clustering, comparative studies of such algorithms as well as testing according to software engineering pr…
A Clustering Preserving Transformation for k-Means Algorithm Output
Mieczysław A. Kłopotek
This note introduces a novel clustering preserving transformation of cluster sets obtained from -means algorithm. This transformation may be used to generate new labeled data{}s…