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Interpretable concept-based classification with Shapley values

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Publication:2038054
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DOI10.1007/978-3-030-57855-8_7zbMath1476.68231OpenAlexW3086769609MaRDI QIDQ2038054

Dmitry I. Ignatov, Léonard Kwuida

Publication date: 8 July 2021

Full work available at URL: https://doi.org/10.1007/978-3-030-57855-8_7


zbMATH Keywords

Shapley valuesformal conceptsinterpretable machine learningJSM hypotheses


Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Learning and adaptive systems in artificial intelligence (68T05) Knowledge representation (68T30)


Related Items (2)

Formal Concept Analysis and Extensions for Complex Data Analytics ⋮ On Shapley value interpretability in concept-based learning with formal concept analysis




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