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Fairness, Accountability, Transparency, and Explainability in Intelligent Automation : Emerging Trends in Internet Technologies, Summer Term 2021

Braun, Bastian Franz; Cordts, Maren; Siebeneich, David

Abstract:

Background: The focus of this thesis is to find out which properties are important for autonomous vehicles to generate trust. Reference is made to the concept of FATE properties (Fairness, Accountability, Transparency, and Explainability) by Shin (2020).
Objective: The aim is to identify the extent to which such a FATE framework helps build trust, the extent to which the FATE attributes are already being applied in practice, and the measures that can be used to promote the FATE attributes.
Methods: As part of the research, six experts from research and industry were interviewed in qualitative, semi-structured interviews. For the qualitative analysis of the interviews, the Inductive and the Deductive-Inductive Hybrid Approach of Mayring is used.
Results: The results show that individual FATE properties are considered in the development, but that the framework in this constellation is not known to the experts and is not applied in this composition. Rather, the terms are often used in an undifferentiated manner. In principle, the experts see the potential for application in the FATE framework. Especially since compliance with each aspect promotes trust.
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Verlagsausgabe §
DOI: 10.5445/IR/1000150078
Cover der Publikation
Zugehörige Institution(en) am KIT Institut für Angewandte Informatik und Formale Beschreibungsverfahren (AIFB)
Publikationstyp Buchaufsatz
Publikationsmonat/-jahr 08.2022
Sprache Englisch
Identifikator KITopen-ID: 1000150089
Erschienen in cii Student Papers - 2022. Ed.: A. Sunyaev
Verlag Karlsruher Institut für Technologie (KIT)
Seiten 1-18
Schlagwörter Autonomous driving, FATE, Fairness, Accountability, Transparency, Explainability, Intelligent automation
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