Testing the Acceptability of Social Support Agents in Online Communities

被引:3
|
作者
Medeiros, Lenin [1 ]
Bosse, Tibor [1 ]
机构
[1] Vrije Univ Amsterdam, Behav Informat Grp, Boelelaan 1081, NL-1081 HV Amsterdam, Netherlands
关键词
Social media; Empathic agents; Chatbots; Pilot study; Text mining; Emotion regulation;
D O I
10.1007/978-3-319-67074-4_13
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper describes the first steps towards development and evaluation of an 'artificial friend', i.e., an intelligent agent that provides support via text messages in social media in order to alleviate the stress that users experience as a result of everyday problems. The agent consists of three main components: (1) a module that processes text messages based on text mining and classifies them into categories of problems, (2) a module that selects appropriate support strategies based on a validated psychological model of emotion regulation, and (3) a module that generates appropriate responses based on the output of the first two modules. The application has been tested in a pilot study involving 33 participants that were asked to interact with different variants of the agent via the social network Telegram. The results provide hints that the agent is appreciated over a baseline version that generates random support messages, but also point at some possibilities to further improve the agent.
引用
收藏
页码:125 / 136
页数:12
相关论文
共 50 条
  • [1] Communities of Support: Social Support Exchange in a HIV Online Forum
    Gao, Zheng
    Shih, Patrick C.
    [J]. PROCEEDINGS OF CHINESE CHI 2019: SEVENTH INTERNATIONAL SYMPOSIUM OF CHINESE CHI (CHINESE CHI 2019), 2019, : 37 - 43
  • [2] Social Support and User Engagement in Online Health Communities
    Wang, Xi
    Zhao, Kang
    Street, Nick
    [J]. SMART HEALTH, ICSH 2014, 2014, 8549 : 97 - 110
  • [3] The role of identification in soliciting social support in online communities
    An, Zheng
    Meng, Jingbo
    Mendiola-Smith, Luana
    [J]. COMPUTERS IN HUMAN BEHAVIOR, 2020, 104
  • [4] Social Support is Contagious: Exploring the Effect of Social Support in Online Mental Health Communities
    Chen, Yixin
    Xu, Yang
    [J]. EXTENDED ABSTRACTS OF THE 2021 CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS (CHI'21), 2021,
  • [5] Social support acquisition in online health communities: a social capital perspective
    Liu, Xuan
    Lin, Shan
    Jiang, Shan
    Chen, Ming
    Li, Jia
    [J]. INTERNET RESEARCH, 2023, 33 (02) : 664 - 695
  • [6] Social Support and Social Satisfaction for Older Adults in Online Virtual Communities
    Liao, Ruochen
    Kishore, Rajiv
    Zhou, Junjie
    [J]. AMCIS 2017 PROCEEDINGS, 2017,
  • [7] Social Support in Online Health Communities: A Social-Network Approach
    Parameswaran, Srikanth
    Kishore, Rajiv
    [J]. SIGMIS-CPR'18: PROCEEDINGS OF THE 2018 ACM SIGMIS CONFERENCE ON COMPUTERS AND PEOPLE RESEARCH, 2018, : 93 - 94
  • [8] Understanding the Dynamics of Online Social Support Among Postpartum Mothers in Online Communities
    Rhee, E. Soo
    Kim, Hyang-Sook
    [J]. MATERNAL AND CHILD HEALTH JOURNAL, 2023,
  • [9] Understanding the Dynamics of Online Social Support Among Postpartum Mothers in Online Communities
    Rhee, E. Soo
    Kim, Hyang-Sook
    [J]. MATERNAL AND CHILD HEALTH JOURNAL, 2023, 27 (04) : 690 - 697
  • [10] Understanding the Dynamics of Online Social Support Among Postpartum Mothers in Online Communities
    E. Soo Rhee
    Hyang-Sook Kim
    [J]. Maternal and Child Health Journal, 2023, 27 (4) : 690 - 697