EXSS-ATEC: Explainable Smart Systems and Algorithmic Transparency in Emerging Technologies 2020

Smith-Renner, A., Kleanthous, S., Lim, B., Kuflik, T., Stumpf, S. , Otterbacher, J., Sarkar, A., Dugan, C. and Shulner, A. (2020) EXSS-ATEC: Explainable Smart Systems and Algorithmic Transparency in Emerging Technologies 2020. In: Workshop on Explainable Smart Systems for Algorithmic Transparency in Emerging Technologies, 17 Mar 2020,

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Abstract

Smart systems that apply complex reasoning to make decisions and plan behavior, such as decision support systems and personalized recommendations, are difficult for users to understand. Algorithms allow the exploitation of rich and varied data sources, in order to support human decision-making and/or taking direct actions; however, there are increasing concerns surrounding their transparency and accountability, as these processes are typically opaque to the user. Transparency and accountability have attracted increasing interest to provide more effective system training, better reliability and improved usability. This workshop will provide a venue for exploring issues that arise in designing, developing and evaluating intelligent user interfaces that provide system transparency or explanations of their behavior. In addition, our goal is to focus on approaches to mitigate algorithmic biases that can be applied by researchers, even without access to a given system's inter-workings, such as awareness, data provenance, and validation.

Item Type:Conference Proceedings
Status:Published
Refereed:Yes
Glasgow Author(s) Enlighten ID:Stumpf, Dr Simone
Authors: Smith-Renner, A., Kleanthous, S., Lim, B., Kuflik, T., Stumpf, S., Otterbacher, J., Sarkar, A., Dugan, C., and Shulner, A.
College/School:College of Science and Engineering > School of Computing Science
ISSN:1613-0073
Copyright Holders:Copyright © 2020 The Authors
First Published:First published in Proceedings of the Workshop on Explainable Smart Systems for Algorithmic Transparency in Emerging Technologies
Publisher Policy:Reproduced under a Creative Commons License

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