Actionable Explainable AI (AxAI): A Practical Example with Aggregation Functions for Adaptive Classification and Textual Explanations for Interpretable Machine Learning

In many domains of our daily life (e.g., agriculture, forestry, health, etc.), both laymen and experts need to classify entities into two binary classes (yes/no, good/bad, sufficient/insufficient, benign/malign, etc.). For many entities, this decision is difficult and we need another class called “m...

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Bibliographic Details
Published in:Machine learning and knowledge extraction Vol. 4; no. 4; pp. 924 - 953
Main Authors: Saranti, Anna, Hudec, Miroslav, Mináriková, Erika, Takáč, Zdenko, Großschedl, Udo, Koch, Christoph, Pfeifer, Bastian, Angerschmid, Alessa, Holzinger, Andreas
Format: Journal Article
Language:English
Published: Basel MDPI AG 01.12.2022
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ISSN:2504-4990, 2504-4990
Online Access:Get full text
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