14–18 Sept 2025
University of Piraeus
Europe/Athens timezone

Towards A Nonparametric Bump Hunting Algorithm for Rule Generation In High-dimensional Data

16 Sept 2025, 16:25
20m
Amphitheater 002 (Ground floor)

Amphitheater 002 (Ground floor)

Machine Learning Machine Learning

Speaker

Abdelaziz Berrado (Mohammed V University in Rabat, EMI)

Description

PRIM is a Bump Hunting algorithm traditional used in a supervised learning setting to find regions in the input variables subspace while being guided by the data analyst, that are associated with the highest or lowest occurrence of a target label of a class variable.
We present in this work a non-parametric PRIM-based algorithm that involves all the relevant attributes for rule generation and that provides an additional post processing step for rule pruning and organization.

Classification Both methodology and application
Keywords XAI, bump hunting, PRIM

Primary author

Abdelaziz Berrado (Mohammed V University in Rabat, EMI)

Co-author

Mrs Rym Nassih (Mohammed V University in Rabat, EMI)

Presentation materials

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