Contextual Morality for Human-Centered Machine Learning (bibtex)
by van Berkel, Niels, Goncalves, Jorge, Tag, Benjamin and Hosio, Simo
Abstract:
Big data and the increased use of Artificial Intelligence (AI) and Machine Learning (ML) have opened many new opportunities for continuous decision-support by autonomous systems. While initial work has begun to explore how human morality can inform the decision-making of future AI’s [4], these approaches consider human morality as a static concept. We note that human morality and decision-making is affected not only by cultures and personalities but is to a large degree affected by an individual’s context. In order to align with the moral judgements of their users, future ML applications should adjust their decision-making accordingly based on user context. In this work, we discuss our critical take on the importance of contextual morality for AI and identify opportunities for future work.
Reference:
N. van Berkel, J. Goncalves, B. Tag, S. Hosio, "Contextual Morality for Human-Centered Machine Learning", in Adjunct Proceedings of the ACM SIGCHI Conference on Human Factors in Computing Systems (CHI'19 EA), 2019, 1-4.
Bibtex Entry:
@inproceedings{Berkel2019ContextualMoralityML,
	Abstract = {Big data and the increased use of Artificial Intelligence (AI) and Machine Learning (ML) have opened many new opportunities for continuous decision-support by autonomous systems. While initial work has begun to explore how human morality can inform the decision-making of future AI’s [4], these approaches consider human morality as a static concept. We note that human morality and decision-making is affected not only by cultures and personalities but is to a large degree affected by an individual’s context. In order to align with the moral judgements of their users, future ML applications should adjust their decision-making accordingly based on user context. In this work, we discuss our critical take on the importance of contextual morality for AI and identify opportunities for future work.},
	Author = {van Berkel, Niels and Goncalves, Jorge and Tag, Benjamin and Hosio, Simo},
	Booktitle = {Adjunct Proceedings of the ACM SIGCHI Conference on Human Factors in Computing Systems},
	Location = {CHI'19 EA},
	Pages = {1-4},
	Title = {Contextual Morality for Human-Centered Machine Learning},
	Type = {Conference Paper},
	Url = {https://nielsvanberkel.com/files/publications/chi2019b.pdf},
	Year = {2019}}
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