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Samenvatting
This article contains a critical reflection on eXplainable Artificial Intelligence (XAI): the idea that AI based decision-making using AI should be transparent to people faced with these decisions. We discuss the main objections to XAI. XAI focuses on a variety of explainees, with different expectations and values; XAI is not a neutral activity, but very value-sensitive; AI is dynamic and so XAI quickly becomes obsolete; many problems are ‘wicked’, which further complicates XAI. In addition, the context of XAI matters – a high level of politicization and a high perceived impact of AI-based decisions, will often result in much criticism of AI and will limit the opportunities of XAI. We also discuss a number of alternative or additional strategies – more attention to negotiated algorithms; to competing algorithms; or to value-sensitive algorithms, which may contribute to more trust in AI-based decision-making.
Bestuurskunde |
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Transparantie en Explainable Artificial Intelligence: beperkingen en strategieën |
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Trefwoorden | transparency, Explainable artificial intelligence, Algorithms |
Auteurs | Prof. mr. dr. Hans de Bruijn, Prof. dr. ir. Marijn Janssen en Dr. Martijn Warnier |
DOI | 10.5553/Bk/092733872020029004003 |
Auteursinformatie |
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