activity
20172025
most citedTowards Continuous Consistency Axiom

3 citations · 7 across the 5 of their papers we have counts for

collaborators

6 papers

econ.GN2025★ 2 cited

GDP-GFCF Dynamics Across Global Economies: A Comparative Study of Panel Regressions and Random Forest

Alina Landowska, Robert A. Kłopotek, Dariusz Filip +1

This study examines the relationship between GDP growth and Gross Fixed Capital Formation (GFCF) across developed economies (G7, EU-15, OECD) and emerging markets (BRICS). We integ…

cs.AI2022

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…

cs.AI2022★ 3 cited

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…

cs.SI2017

Network Capacity Bound for Personalized PageRank in Multimodal Networks

M. A. Kłopotek, S. T. Wierzchoń, R. A. Kłopotek

In a former paper the concept of Bipartite PageRank was introduced and a theorem on the limit of authority flowing between nodes for personalized PageRank has been generalized. In…

cs.SI2017

Traditional PageRank versus Network Capacity Bound

Mieczysław A. Kłopotek, Sławomir T. Wierzchom, Robert A. Kłopotek +1

In a former paper we simplified the proof of a theorem on personalized random walk that is fundamental to graph nodes clustering and generalized it to bipartite graphs for a specif…

cs.LG2017★ 2 cited

On the Discrepancy Between Kleinberg's Clustering Axioms and -Means Clustering Algorithm Behavior

Robert Kłopotek, Mieczysław Kłopotek

This paper investigates the validity of Kleinberg's axioms for clustering functions with respect to the quite popular clustering algorithm called -means. While Kleinberg's axiom…