Search Results for author: Adnan Theerens

Found 4 papers, 0 papers with code

Fuzzy Rough Choquet Distances for Classification

no code implementations18 Mar 2024 Adnan Theerens, Chris Cornelis

This paper introduces a novel Choquet distance using fuzzy rough set based measures.

Attribute Classification

On the Granular Representation of Fuzzy Quantifier-Based Fuzzy Rough Sets

no code implementations27 Dec 2023 Adnan Theerens, Chris Cornelis

The main findings reveal that Choquet-based fuzzy rough sets can be represented granularly under the same conditions as OWA-based fuzzy rough sets, whereas Sugeno-based FRS can always be represented granularly.

Fuzzy Rough Sets Based on Fuzzy Quantification

no code implementations6 Dec 2022 Adnan Theerens, Chris Cornelis

In this paper, we improve on VQFRS by introducing fuzzy quantifier-based fuzzy rough sets (FQFRS), an intuitive generalization of fuzzy rough sets that makes use of general unary and binary quantification models.

Binary Quantification

Choquet-Based Fuzzy Rough Sets

no code implementations22 Feb 2022 Adnan Theerens, Oliver Urs Lenz, Chris Cornelis

In classical fuzzy rough sets, the lower and upper approximations are determined using the minimum and maximum operators, respectively.

BIG-bench Machine Learning Outlier Detection

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