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20102023
most citedRandom Graphs for Performance Evaluation of Recommender Systems

2 citations · 9 across the 26 of their papers we have counts for

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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.AI2020

p-d-Separation -- A Concept for Expressing Dependence/Independence Relations in Causal Networks

Mieczysław A. Kłopotek

Spirtes, Glymour and Scheines formulated a Conjecture that a direct dependence test and a head-to-head meeting test would suffice to construe directed acyclic graph decompositions…

cs.AI2020

On Irrelevance of Attributes in Flexible Prediction

Mieczyslaw A. Klopotek, Andrzej Matuszewski

This paper analyses properties of conceptual hierarchy obtained via incremental concept formation method called "flexible prediction" in order to determine what kind of "relevance"…

cs.AI20201 cited

Non-Destructive Sample Generation From Conditional Belief Functions

Mieczysław A. Kłopotek

This paper presents a new approach to generate samples from conditional belief functions for a restricted but non trivial subset of conditional belief functions. It assumes the fac…

cs.AI2019

Query Optimization Properties of Modified VBS

Mieczysław A. Kłopotek, Sławomir T. Wierzchoń

Valuation-Based~System can represent knowledge in different domains including probability theory, Dempster-Shafer theory and possibility theory. More recent studies show that the f…

cs.AI2018

Reasoning and Facts Explanation in Valuation Based Systems

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

In the literature, the optimization problem to identify a set of composite hypotheses H, which will yield the largest where a composite hypothesis is an instantiatio…