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Visualization of Interval Regression for Facilitating Data and Model Insight

Kabir, Shaily; Wagner, Christian

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Authors

Shaily Kabir



Abstract

With growing significance of interval-valued data, interest in artificial intelligence methods tailored to this data type is similarly increasing across a range of application domains. Here, regression, i.e., the modelling of the association between interval-valued variables has been shown to be both challenging and rewarding. Beyond the mathematical challenges, fundamentals, such as the visualization of regression models, are not similarly available for interval-valued data, limiting both accessibility and utility of resulting models. Recently, the Interval Regression Graph (IRG) was introduced, providing a powerful visualization tool for interval-valued regression models. In this paper, we demonstrate the IRG in a practical data-science application, showing how it can rapidly highlight powerful insights of data. Specifically, we focus on consumer characteristics, analyzing potential relationships between their demographic characteristics and their product purchase intentions. We conclude with a brief outlook on the potential and remaining challenges of leveraging interval-valued data using fuzzy systems and artificial intelligence more broadly.

Citation

Kabir, S., & Wagner, C. (2022). Visualization of Interval Regression for Facilitating Data and Model Insight. In 2022 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). https://doi.org/10.1109/FUZZ-IEEE55066.2022.9882717

Conference Name IEEE World Congress on Computational Intelligence 2022 (IEEE WCCI 2022)
Conference Location Padova, Italy
Start Date Jul 18, 2022
End Date Jul 23, 2022
Acceptance Date Apr 26, 2022
Online Publication Date Sep 14, 2022
Publication Date Jul 18, 2022
Deposit Date Jun 9, 2022
Publicly Available Date Mar 28, 2024
Publisher IEEE
Volume 2022-July
Book Title 2022 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)
ISBN 9781665467100
DOI https://doi.org/10.1109/FUZZ-IEEE55066.2022.9882717
Keywords Index Terms-Intervals; regression; uncertainty; linear
Public URL https://nottingham-repository.worktribe.com/output/8396282
Publisher URL https://ieeexplore.ieee.org/document/9882717
Related Public URLs https://wcci2022.org/

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