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Conference Paper/Proceeding/Abstract 1160 views 94 downloads

Context-based and Explainable Decision Making with Argumentation

Zhiwei Zeng, Xiuyi Fan, Chunyan Miao, Cyril Leung, Chin Jing Jih, Ong Yew Soon

Proceedings of the 17th International Conference on Autonomous Agents and Multiagent Systems

Swansea University Author: Xiuyi Fan

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Published in: Proceedings of the 17th International Conference on Autonomous Agents and Multiagent Systems
ISBN: 978-1-4503-5649-7
ISSN: 2523-5699
Published: Stockholm International conference on Autonomous Agents and Multi-Agent Systems 2018
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URI: https://cronfa.swan.ac.uk/Record/cronfa39573
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first_indexed 2018-04-26T19:39:48Z
last_indexed 2020-07-13T13:00:27Z
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fullrecord <?xml version="1.0"?><rfc1807><datestamp>2020-07-13T12:01:53.4244947</datestamp><bib-version>v2</bib-version><id>39573</id><entry>2018-04-26</entry><title>Context-based and Explainable Decision Making with Argumentation</title><swanseaauthors><author><sid>a88a07c43b3e80f27cb96897d1bc2534</sid><firstname>Xiuyi</firstname><surname>Fan</surname><name>Xiuyi Fan</name><active>true</active><ethesisStudent>false</ethesisStudent></author></swanseaauthors><date>2018-04-26</date><abstract/><type>Conference Paper/Proceeding/Abstract</type><journal>Proceedings of the 17th International Conference on Autonomous Agents and Multiagent Systems</journal><publisher>International conference on Autonomous Agents and Multi-Agent Systems</publisher><placeOfPublication>Stockholm</placeOfPublication><isbnElectronic>978-1-4503-5649-7</isbnElectronic><issnElectronic>2523-5699</issnElectronic><keywords>Decision making; context-awareness; argumentation; explanation</keywords><publishedDay>11</publishedDay><publishedMonth>7</publishedMonth><publishedYear>2018</publishedYear><publishedDate>2018-07-11</publishedDate><doi/><url>http://ifaamas.org/Proceedings/aamas2018/pdfs/p1114.pdf</url><notes>Originality:In this paper, we present a new argumentation-based approach for making context-based and explainable decisions. We propose a novel graphical representation for modelling decision problems involving varying contexts, Decision Graph with Context (DGC), and a reasoning mechanism for making context-based decisions. We introduce two types of explanations identifying the reasons for decision making.Significance:Argumentation-based decision making has been studied in the past. However, to make suitable decisions, one usually needs to explicitly consider the context information as well. At the same time, making the decision-making process transparent, i.e., realizing &#x201C;explainable&#x201D; decision making, is needed to gain trust for any decision-making system. This paper addresses both concerns by introducing DGC and mechanisms for extracting explanations from decision-making processes.Rigor:All results are shown with full proofs. This paper is published in the AAMAS conference, a top conference in artificial intelligence.</notes><college>COLLEGE NANME</college><CollegeCode>COLLEGE CODE</CollegeCode><institution>Swansea University</institution><apcterm/><lastEdited>2020-07-13T12:01:53.4244947</lastEdited><Created>2018-04-26T14:19:05.9248692</Created><path><level id="1">Faculty of Science and Engineering</level><level id="2">School of Mathematics and Computer Science - Computer Science</level></path><authors><author><firstname>Zhiwei</firstname><surname>Zeng</surname><order>1</order></author><author><firstname>Xiuyi</firstname><surname>Fan</surname><order>2</order></author><author><firstname>Chunyan</firstname><surname>Miao</surname><order>3</order></author><author><firstname>Cyril</firstname><surname>Leung</surname><order>4</order></author><author><firstname>Chin Jing</firstname><surname>Jih</surname><order>5</order></author><author><firstname>Ong Yew</firstname><surname>Soon</surname><order>6</order></author></authors><documents><document><filename>39573__8746__2d88849f5ae842f69ed989422f0023b6.pdf</filename><originalFilename>aamas-2018-camera.pdf</originalFilename><uploaded>2018-04-26T14:20:15.9400000</uploaded><type>Output</type><contentLength>654802</contentLength><contentType>application/pdf</contentType><version>Accepted Manuscript</version><cronfaStatus>true</cronfaStatus><embargoDate>2018-04-26T00:00:00.0000000</embargoDate><copyrightCorrect>true</copyrightCorrect><language>eng</language></document></documents><OutputDurs/></rfc1807>
spelling 2020-07-13T12:01:53.4244947 v2 39573 2018-04-26 Context-based and Explainable Decision Making with Argumentation a88a07c43b3e80f27cb96897d1bc2534 Xiuyi Fan Xiuyi Fan true false 2018-04-26 Conference Paper/Proceeding/Abstract Proceedings of the 17th International Conference on Autonomous Agents and Multiagent Systems International conference on Autonomous Agents and Multi-Agent Systems Stockholm 978-1-4503-5649-7 2523-5699 Decision making; context-awareness; argumentation; explanation 11 7 2018 2018-07-11 http://ifaamas.org/Proceedings/aamas2018/pdfs/p1114.pdf Originality:In this paper, we present a new argumentation-based approach for making context-based and explainable decisions. We propose a novel graphical representation for modelling decision problems involving varying contexts, Decision Graph with Context (DGC), and a reasoning mechanism for making context-based decisions. We introduce two types of explanations identifying the reasons for decision making.Significance:Argumentation-based decision making has been studied in the past. However, to make suitable decisions, one usually needs to explicitly consider the context information as well. At the same time, making the decision-making process transparent, i.e., realizing “explainable” decision making, is needed to gain trust for any decision-making system. This paper addresses both concerns by introducing DGC and mechanisms for extracting explanations from decision-making processes.Rigor:All results are shown with full proofs. This paper is published in the AAMAS conference, a top conference in artificial intelligence. COLLEGE NANME COLLEGE CODE Swansea University 2020-07-13T12:01:53.4244947 2018-04-26T14:19:05.9248692 Faculty of Science and Engineering School of Mathematics and Computer Science - Computer Science Zhiwei Zeng 1 Xiuyi Fan 2 Chunyan Miao 3 Cyril Leung 4 Chin Jing Jih 5 Ong Yew Soon 6 39573__8746__2d88849f5ae842f69ed989422f0023b6.pdf aamas-2018-camera.pdf 2018-04-26T14:20:15.9400000 Output 654802 application/pdf Accepted Manuscript true 2018-04-26T00:00:00.0000000 true eng
title Context-based and Explainable Decision Making with Argumentation
spellingShingle Context-based and Explainable Decision Making with Argumentation
Xiuyi Fan
title_short Context-based and Explainable Decision Making with Argumentation
title_full Context-based and Explainable Decision Making with Argumentation
title_fullStr Context-based and Explainable Decision Making with Argumentation
title_full_unstemmed Context-based and Explainable Decision Making with Argumentation
title_sort Context-based and Explainable Decision Making with Argumentation
author_id_str_mv a88a07c43b3e80f27cb96897d1bc2534
author_id_fullname_str_mv a88a07c43b3e80f27cb96897d1bc2534_***_Xiuyi Fan
author Xiuyi Fan
author2 Zhiwei Zeng
Xiuyi Fan
Chunyan Miao
Cyril Leung
Chin Jing Jih
Ong Yew Soon
format Conference Paper/Proceeding/Abstract
container_title Proceedings of the 17th International Conference on Autonomous Agents and Multiagent Systems
publishDate 2018
institution Swansea University
isbn 978-1-4503-5649-7
issn 2523-5699
publisher International conference on Autonomous Agents and Multi-Agent Systems
college_str Faculty of Science and Engineering
hierarchytype
hierarchy_top_id facultyofscienceandengineering
hierarchy_top_title Faculty of Science and Engineering
hierarchy_parent_id facultyofscienceandengineering
hierarchy_parent_title Faculty of Science and Engineering
department_str School of Mathematics and Computer Science - Computer Science{{{_:::_}}}Faculty of Science and Engineering{{{_:::_}}}School of Mathematics and Computer Science - Computer Science
url http://ifaamas.org/Proceedings/aamas2018/pdfs/p1114.pdf
document_store_str 1
active_str 0
published_date 2018-07-11T03:50:16Z
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score 11.037319

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