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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