Conference Paper/Proceeding/Abstract 1096 views 78 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
-
PDF | Accepted Manuscript
Download (639.46KB)
Abstract
Context-based and Explainable Decision Making with Argumentation
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
|
Online Access: |
Check full text
|
URI: | https://cronfa.swan.ac.uk/Record/cronfa39573 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
first_indexed |
2018-04-26T19:39:48Z |
---|---|
last_indexed |
2020-07-13T13:00:27Z |
id |
cronfa39573 |
recordtype |
SURis |
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 “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.</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 |
_version_ |
1763752455014711296 |
score |
11.021648 |