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:	arXiv.org
Hlavní autoři:	Lukas-Valentin Herm, Heinrich, Kai, Wanner, Jonas, Janiesch, Christian
Médium:	Paper
Jazyk:	angličtina
Vydáno:	Ithaca Cornell University Library, arXiv.org 20.06.2022
Témata:	Algorithms Artificial intelligence Complexity Decision making Explainable artificial intelligence Machine learning Perception Tradeoffs
ISSN:	2331-8422
On-line přístup:	Získat plný text
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