Stop ordering machine learning algorithms by their explainability! A user-centered investigation of performance and explainability

Machine learning algorithms enable advanced decision making in contemporary intelligent systems. Research indicates that there is a tradeoff between their model performance and explainability. Machine learning models with higher performance are often based on more complex algorithms and therefore la...

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Vydáno v:	International journal of information management Ročník 69; s. 102538
Hlavní autoři:	Herm, Lukas-Valentin, Heinrich, Kai, Wanner, Jonas, Janiesch, Christian
Médium:	Journal Article
Jazyk:	angličtina
Vydáno:	Elsevier Ltd 01.04.2023
Témata:	Explainability Machine learning Tradeoff XAI XAI Tradeoff Performance Explainability Machine learning
ISSN:	0268-4012, 1873-4707
On-line přístup:	Získat plný text
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