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Explainable Agents as Static Web Pages: UAV Simulation Example

Motivated by the apparent societal need to design complex autonomous systems whose decisions and actions are humanly intelligible, the study of explainable artificial intelligence, and with it, research on explainable autonomous agents has gained increased attention from the research community. One...

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Autores principales: Mualla, Yazan, Kampik, Timotheus, Tchappi, Igor H., Najjar, Amro, Galland, Stéphane, Nicolle, Christophe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7338151/
http://dx.doi.org/10.1007/978-3-030-51924-7_9
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author Mualla, Yazan
Kampik, Timotheus
Tchappi, Igor H.
Najjar, Amro
Galland, Stéphane
Nicolle, Christophe
author_facet Mualla, Yazan
Kampik, Timotheus
Tchappi, Igor H.
Najjar, Amro
Galland, Stéphane
Nicolle, Christophe
author_sort Mualla, Yazan
collection PubMed
description Motivated by the apparent societal need to design complex autonomous systems whose decisions and actions are humanly intelligible, the study of explainable artificial intelligence, and with it, research on explainable autonomous agents has gained increased attention from the research community. One important objective of research on explainable agents is the evaluation of explanation approaches in human-computer interaction studies. In this demonstration paper, we present a way to facilitate such studies by implementing explainable agents and multi-agent systems that i) can be deployed as static files, not requiring the execution of server-side code, which minimizes administration and operation overhead, and ii) can be embedded into web front ends and other JavaScript-enabled user interfaces, hence increasing the ability to reach a broad range of users. We then demonstrate the approach with the help of an application that was designed to assess the effect of different explainability approaches on the human intelligibility of an unmanned aerial vehicle simulation.
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spelling pubmed-73381512020-07-07 Explainable Agents as Static Web Pages: UAV Simulation Example Mualla, Yazan Kampik, Timotheus Tchappi, Igor H. Najjar, Amro Galland, Stéphane Nicolle, Christophe Explainable, Transparent Autonomous Agents and Multi-Agent Systems Article Motivated by the apparent societal need to design complex autonomous systems whose decisions and actions are humanly intelligible, the study of explainable artificial intelligence, and with it, research on explainable autonomous agents has gained increased attention from the research community. One important objective of research on explainable agents is the evaluation of explanation approaches in human-computer interaction studies. In this demonstration paper, we present a way to facilitate such studies by implementing explainable agents and multi-agent systems that i) can be deployed as static files, not requiring the execution of server-side code, which minimizes administration and operation overhead, and ii) can be embedded into web front ends and other JavaScript-enabled user interfaces, hence increasing the ability to reach a broad range of users. We then demonstrate the approach with the help of an application that was designed to assess the effect of different explainability approaches on the human intelligibility of an unmanned aerial vehicle simulation. 2020-06-04 /pmc/articles/PMC7338151/ http://dx.doi.org/10.1007/978-3-030-51924-7_9 Text en © Springer Nature Switzerland AG 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Mualla, Yazan
Kampik, Timotheus
Tchappi, Igor H.
Najjar, Amro
Galland, Stéphane
Nicolle, Christophe
Explainable Agents as Static Web Pages: UAV Simulation Example
title Explainable Agents as Static Web Pages: UAV Simulation Example
title_full Explainable Agents as Static Web Pages: UAV Simulation Example
title_fullStr Explainable Agents as Static Web Pages: UAV Simulation Example
title_full_unstemmed Explainable Agents as Static Web Pages: UAV Simulation Example
title_short Explainable Agents as Static Web Pages: UAV Simulation Example
title_sort explainable agents as static web pages: uav simulation example
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7338151/
http://dx.doi.org/10.1007/978-3-030-51924-7_9
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