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Modelling the "transactive memory system" in multimodal multiparty interactions.

Modelling the "transactive memory system" in multimodal multiparty interactions.

Authors :
Biancardi, Beatrice
Mancini, Maurizio
Ravenet, Brian
Varni, Giovanna
Source :
Journal on Multimodal User Interfaces; Mar2024, Vol. 18 Issue 1, p103-117, 15p
Publication Year :
2024

Abstract

Transactive memory system (TMS) is a team emergent state representing the knowledge of each member about "who knows what" in a team performing a joint task. We present a study to show how the three TMS dimensions Credibility, Specialisation, Coordination, can be modelled as a linear combination of the nonverbal multimodal features displayed by the team performing the joint task. Results indicate that, to some extent, the three dimensions of TMS can be expressed as a linear combination of nonverbal multimodal features. Moreover, the higher the number of modalities (audio, movement, spatial), the better the modelling. Results could be used in future work to design human-centered computing applications able to automatically estimate TMS from teams' behavioural patterns, to provide feedback and help teams' interactions. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
17837677
Volume :
18
Issue :
1
Database :
Complementary Index
Journal :
Journal on Multimodal User Interfaces
Publication Type :
Academic Journal
Accession number :
175340605
Full Text :
https://doi.org/10.1007/s12193-023-00426-5