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Using psychological characteristics of situations for social situation comprehension in support agents

Research output: Contribution to JournalArticleAcademicpeer-review

Abstract

Support agents that help users in their daily lives need to take into account not only the user’s characteristics, but also the social situation of the user. Existing work on including social context uses some type of situation cue as an input to information processing techniques in order to assess the expected behavior of the user. However, research shows that it is important to also determine the meaning of a situation, a step which we refer to as social situation comprehension. We propose using psychological characteristics of situations, which have been proposed in social science for ascribing meaning to situations, as the basis for social situation comprehension. Using data from user studies, we evaluate this proposal from two perspectives. First, from a technical perspective, we show that psychological characteristics of situations can be used as input to predict the priority of social situations, and that psychological characteristics of situations can be predicted from the features of a social situation. Second, we investigate the role of the comprehension step in human–machine meaning making. We show that psychological characteristics can be successfully used as a basis for explanations given to users about the decisions of an agenda management personal assistant agent.
Original languageEnglish
Article number24
Pages (from-to)1-29
Number of pages29
JournalAutonomous Agents and Multi-Agent Systems
Volume37
Issue number2
Early online date28 Apr 2023
DOIs
Publication statusPublished - Dec 2023
Externally publishedYes

Funding

We would like to thank the anonymous reviewers for their valuable comments and suggestions which helped improve the quality of the manuscript. This work is part of the research programme CoreSAEP, with project number 639.022.416, which is financed by the Netherlands Organisation for Scientific Research (NWO). This work was partly funded by the Hybrid Intelligence Center, a 10-year programme funded the Dutch Ministry of Education, Culture and Science through NWO grant number 024.004.022 and by EU H2020 ICT48 project \u201CHumane AI Net\u201D under contract # 952026. We would like to thank the anonymous reviewers for their valuable comments and suggestions which helped improve the quality of the manuscript. This work is part of the research programme CoreSAEP, with project number 639.022.416, which is financed by the Netherlands Organisation for Scientific Research (NWO). This work was partly funded by the Hybrid Intelligence Center, a 10-year programme funded the Dutch Ministry of Education, Culture and Science through NWO grant number 024.004.022 and by EU H2020 ICT48 project \u201CHumane AI Net\u201D under contract 952026.

FundersFunder number
H2020 ICT48
Horizon 2020 Framework Programme952026
Ministerie van Onderwijs, Cultuur en Wetenschap024.004.022
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