A Smart Home Testbed for Evaluating XAI with Non-experts

Kevin McAreavey; Kim Bauters; Weiru Liu

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Paper

A Smart Home Testbed for Evaluating XAI with Non-experts

Topics: Explainable Artificial Intelligence; Industrial Applications of AI

In Proceedings of the 14th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART, 773-784, 2022

Authors: Kevin McAreavey ; Kim Bauters and Weiru Liu

Affiliation: Department of Engineering Mathematics, University of Bristol, U.K.

Keyword(s): Explainable AI (XAI), Explainable Machine Learning, Explainable AI Planning (XAIP), Smart Homes.

Abstract: Smart homes are powered by increasingly advanced AI, yet are controlled by, and affect, non-experts. These non-expert home users are an under-represented stakeholder in the explainable AI (XAI) literature. In this paper we facilitate future XAI research by introducing a family of smart home applications serving as a testbed to evaluate XAI with non-experts. The testbed is a hybrid-AI system spanning several AI disciplines, including machine learning and AI planning. Applications include a smart home battery and smart thermostatic radiator valve (TRV). End-user functionality is representative of leading commercial products and relevant research applications. The testbed is based on a flexible software architecture and web-based user interface, supports a range of AI tools in a modular fashion, and can be easily deployed using inexpensive consumer hardware.

CC BY-NC-ND 4.0

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Paper citation in several formats:

McAreavey, K.; Bauters, K. and Liu, W. (2022). A Smart Home Testbed for Evaluating XAI with Non-experts. In Proceedings of the 14th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART; ISBN 978-989-758-547-0; ISSN 2184-433X, SciTePress, pages 773-784. DOI: 10.5220/0010908100003116

@conference{icaart22,
author={Kevin McAreavey. and Kim Bauters. and Weiru Liu.},
title={A Smart Home Testbed for Evaluating XAI with Non-experts},
booktitle={Proceedings of the 14th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART},
year={2022},
pages={773-784},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010908100003116},
isbn={978-989-758-547-0},
issn={2184-433X},
}

TY - CONF

JO - Proceedings of the 14th International Conference on Agents and Artificial Intelligence - Volume 3: ICAART
TI - A Smart Home Testbed for Evaluating XAI with Non-experts
SN - 978-989-758-547-0
IS - 2184-433X
AU - McAreavey, K.
AU - Bauters, K.
AU - Liu, W.
PY - 2022
SP - 773
EP - 784
DO - 10.5220/0010908100003116
PB - SciTePress