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Ensemble Learning for Mapper Parameter Optimization

Published in 2023 IEEE 35th International Conference on Tools with Artificial Intelligence (ICTAI) • Nov 6, 2023
NobleIDNI9P28W58R79S49
Authors:
Padraig Fitzpatrick
,
Anna Jurek-Loughrey
,
Paweł Dłotko

Abstract

The Mapper algorithm is a technique from TDA used to create low-dimensional graph-based representations of high-dimensional data, proven effective in numerous exploratory data analysis tasks. The Mapper algorithm’s output depends on several user-chosen parameters, and selecting their values is a non...

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