Human-centred explanation of rule-based decision-making systems in the legal domain

Autor:	Zuurmond, Suzan, Borg, AnneMarie, van Kempen, Matthijs, Wieten, Remi
Rok vydání:	2023
Předmět:	Computer Science - Artificial Intelligence Computer Science - Human-Computer Interaction
Druh dokumentu:	Working Paper
Popis:	We propose a human-centred explanation method for rule-based automated decision-making systems in the legal domain. Firstly, we establish a conceptual framework for developing explanation methods, representing its key internal components (content, communication and adaptation) and external dependencies (decision-making system, human recipient and domain). Secondly, we propose an explanation method that uses a graph database to enable question-driven explanations and multimedia display. This way, we can tailor the explanation to the user. Finally, we show how our conceptual framework is applicable to a real-world scenario at the Dutch Tax and Customs Administration and implement our explanation method for this scenario. Comment: This is the full version of a demo at the 36th International Conference on Legal Knowledge and Information Systems (JURIX'23)
Databáze:	arXiv
Externí odkaz:	http://arxiv.org/abs/2310.16704 Zobrazit plný text záznamu View this record from Arxiv