Predicting smartphone users' general responsiveness to IM contacts based on IM behavior

Hao Ping Lee, Yu Lin Chung, Tilman Dingler, Chia Yu Chen, Chih Heng Lin, Kuan Yin Chen, Yung-Ju Chang

研究成果: Conference contribution同行評審

2 引文 斯高帕斯(Scopus)

摘要

History of conversations through instant messaging (IM) contains abundant information about the communication patterns of the dyad, including conversation partners' mutual responsiveness to messages. We have, however, not seen many examinations of using such information in modeling mobile users' responsiveness in IM communication. In this paper, we present an in-the-wild study, in which we leverage participants' IM messaging logs to build models predicting their general responsiveness. Our models based on data from 33 IM user achieved an accuracy of up to 71% (AUROC). In particular, we show that 90-day IM-communication patterns, in general, outperformed their 14-day equivalent in our prediction models, indicating better coherence between long-term IM patterns with their general communication experience.

原文English
主出版物標題Proceedings of the 21st International Conference on Human-Computer Interaction with Mobile Devices and Services, MobileHCI 2019
發行者Association for Computing Machinery, Inc
ISBN(電子)9781450368254
DOIs
出版狀態Published - 1 10月 2019
事件21st International Conference on Human-Computer Interaction with Mobile Devices and Services, MobileHCI 2019 - Taipei, Taiwan
持續時間: 1 10月 20194 10月 2019

出版系列

名字Proceedings of the 21st International Conference on Human-Computer Interaction with Mobile Devices and Services, MobileHCI 2019

Conference

Conference21st International Conference on Human-Computer Interaction with Mobile Devices and Services, MobileHCI 2019
國家/地區Taiwan
城市Taipei
期間1/10/194/10/19

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