Digital Library of Zielona Góra contains 67 670 digital objects
Object
Title: Alike parts: a feature-informed approach to local and global prototype explanations
Contributor:
Okarma, Krzysztof - ed. ; Skrzypczyński, Piotr - ed. ; Stefanowski, Jerzy - ed.
Subtitle:
Group publication title:
Abstract:
Prototype-based explanations offer an intuitive, example-based approach to support the interpretability of machine learning black box classifiers but often lack feature-level granularity. We introduce a framework that integrates feature importance at two levels to address this gap. First, for local explanations, we propose alike parts - a method that uses feature importance scores to highlight the most relevant, shared feature subsets between a classified instance and its nearest prototype, guiding user attention. ; Second, we augment the global prototype selection objective function with a feature importance term to actively promote diversity in the feature attributions of the selected prototypes. Experiments on six benchmark datasets show that this augmented selection process maintains or, in some cases, increases the prediction fidelity of the surrogate model, suggesting that feature diversity does not compromise model fidelity.
Publisher:
Zielona Góra: Uniwersytet Zielonogórski
Resource Identifier:
DOI:
Pages:
Source:
AMCS, volume 36, number 3 (2026)
Language:
License CC BY 4.0:
Rights:
Biblioteka Uniwersytetu Zielonogórskiego
Object collections:
- Digital Library of Zielona Góra > Repository > Faculties > Faculty of Computer, Electrical and Control Engineering
- Digital Library of Zielona Góra > Repository > Types of work > Articles
- Digital Library of Zielona Góra > Repository > Scientific journals and UZ publishing series > International Journal of Applied Mathematics and Computer Science (AMCS) > International Journal of Applied Mathematics and Computer Science (AMCS) (2026)
Last modified:
Nov 6, 2026
In our library since:
Nov 6, 2026
Number of object content hits:
0
All available object's versions:
https://www.zbc.uz.zgora.pl/publication/115172
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 36, number 1 (2026)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 36, number 2 (2026)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 36, number 3 (2026)
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| Edition name | Date |
|---|---|
| Alike parts: a feature-informed approach to local and global prototype explanations | Nov 6, 2026 |
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