Understanding the Categories and Characteristics of Depressive Moods in Chatbot Data |
Chin, HyoJin
(기초과학연구원 데이터사이언스그룹)
Jung, Chani (KAIST 전산학부) Baek, Gumhee (이화여자대학교 간호대학) Cha, Chiyoung (이화여자대학교 간호대학) Choi, Jeonghoi (심심이 주식회사) Cha, Meeyoung (KAIST 전산학부) |
1 | M. De Choudhury, S. S. Sharma, T. Logar, W. Eekhout, and R. C. Nielsen, "Gender and cross-cultural differences in social media disclosures of mental illness," Proceedings of the 2017 ACM Conference on Computer Supported Cooperative Work and Social Computing, p.353-369, 2017. |
2 | S. R. Pendse, K. Niederhoffer, and A. Sharma, "Cross-cultural differences in the use of online mental health support forums," Proceedings of the ACM on Human-Computer Interaction, CSCW, pp.1-29, 2019. |
3 | K. C. Bathina, M. Ten Thij, L. Lorenzo-Luaces, L. A. Rutter, and J. Bollen, "Individuals with depression express more distorted thinking on social media," Nature Human Behaviour, Vol.5, No.4, pp.458-466, 2021. DOI |
4 | E. L. Park and S. Cho, "KoNLPy: Korean natural language processing in Python," Annual Conference on Human and Language Technology, Human and Language Technology, pp.133-136, 2014. |
5 | H. J. Jeon et al., "Melancholic features and hostility are associated with suicidality risk in Asian patients with major depressive disorder," Journal of Affective Disorders, Vol.148, No.2-3, pp.368-374, 2013. DOI |
6 | R. Zhang, "The stress-buffering effect of self-disclosure on Facebook: An examination of stressful life events, social support, and mental health among college students," Computers in Human Behavior, Vol.75, pp.527-537, 2017. DOI |
7 | M. Paul and M. Dredze, "You are what you tweet: Analyzing twitter for public health," Proceedings of the International AAAI Conference on Web and Social Media, Vol.5, No.1, 2011. |
8 | N. Andalibi, P. Ozturk, and A. Forte, "Sensitive self-disclosures, responses, and social support on instagram: The case of #depression," Proceedings of the 2017 ACM Conference on Computer Supported Cooperative Work and Social Computing, pp.1485-1500, 2017. |
9 | J. Brailovskaia and J. Margraf, "What does media use reveal about personality and mental health? An exploratory investigation among German students," PloS one, Vol.13, No.1, pp.e0191810, 2019. |
10 | C. P. Kimball, "The healer within: The new medicine of mind and body," JAMA, Vol.256, No.23, pp.3290-3290, 1996. DOI |
11 | M. W. Newman, D. Lauterbach, S. A., Munson, P. Resnick, and M. E. Morris, "It's not that I don't have problems, I'm just not putting them on Facebook: Challenges and opportunities in using online social networks for health," In Proceedings of the ACM 2011 Conference on Computer Supported Cooperative Work, pp.341-350, 2011. |
12 | A. Kramer and C. Chung, "Dimensions of self-expression in Facebook status updates," Proceedings of the International AAAI Conference on Web and Social Media, Vol.5, No.1, pp.169-176, 2011. |
13 | R. Skaik and D. Inkpen, "Using social media for mental health surveillance: A review," ACM Computing Surveys (CSUR), Vol.53, No.6, pp.1-31, 2020. |
14 | M. De Choudhury, S. Counts, E. J. Horvitz, and A. Hoff, "Characterizing and predicting postpartum depression from shared facebook data," In Proceedings of the ACM Conference on Computer Supported Cooperative Work & Social Computing (ACM CSCW), Baltimore, Maryland, USA, pp.626-638, 2014. |
15 | M. De Choudhury, and S. De, "Mental health discourse on reddit: Self-disclosure, social support, and anonymity," Eighth International AAAI Conference on Weblogs and Social Media, 2014. |
16 | M. Conway, "Ethical issues in using Twitter for public health surveillance and research: Developing a taxonomy of ethical concepts from the research literature," Journal of Medical Internet Research, Vol.16, No.12, pp.e290, 2014. |
17 | D. M. Blei, A. Y. Ng, and M. I. Jordan, "Latent dirichlet allocation," Journal of Machine Learning Research, Vol.3, No.Jan., pp.993-1022, 2003. |
18 | Y. R. Suh, K. P. Koh, and J. Lee, "An analysis of the change in media's reports and attitudes about face masks during the COVID-19 pandemic in South Korea: A study using Big Data latent dirichlet allocation (LDA) topic modelling," Journal of the Korea Institute of Information and Communication Engineering, Vol.25, No.5, pp.731-740, 2021. DOI |
19 | A. Shrestha and F. Spezzano, "Detecting depressed users in online forums," In Proceedings of the IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, Vancouver, Canada, pp.945-951, 2019. |
20 | H. J. Jeon et al., "Differences in depressive symptoms between Korean and American outpatients with major depressive disorder," International Clinical Psychopharmacology, Vol.29, No.3, pp.150-156, 2014. DOI |
21 | H. Chin and M. Y. Yi, "Voices that care differently: Understanding the effectiveness of a conversational agent with an alternative empathy orientation and emotional expressivity in mitigating verbal abuse," International Journal of Human-Computer Interaction, Vol.38, No.12, pp.1153-1167, 2022 DOI |
22 | M. Park, C. Cha, and M. Cha, "Depressive moods of users portrayed in Twitter," In Proceedings of the ACM SIGKDD Workshop on Health Informatics, Beijing, China, pp.1-8, 2012. |
23 | D. Mowery, H. Smith, T. Cheney, G. Stoddard, G. Coppersmith, C., Bryan, and M. Conway, "Understanding depressive symptoms and psychosocial stressors on Twitter: a corpus- based study," Journal of Medical Internet Research, Vol.19, No.2, pp.e6895, 2017. |
24 | G. Dosovitsky, B. S. Pineda, N. C. Jacobson, C. Chang, and E. L. Bunge, "Artificial intelligence chatbot for depression: Descriptive study of usage," JMIR Formative Research, Vol.4, No.11, pp.e17065, 2020. |
25 | G. M. Lucas, A. Rizzo, J. Gratch, S. Scherer, G. Stratou, J. Boberg, and L. P. Morency, "Reporting mental health symptoms: Breaking down barriers to care with virtual human interviewers," Frontiers in Robotics and AI, Vol.4, No.51, pp.1-9, 2017. |
26 | M. C. Klos, M. Escoredo, A. Joerin, V. N. Lemos, M. Rauws, and E. L. Bunge, "Artificial intelligence-based chatbot for anxiety and depression in university students: Pilot randomized controlled trial," JMIR Formative Research, Vol.5, No.8, pp.e20678, 2021. |
27 | B. Reeves and C. I. Nass, "The media equation: How people treat computers, television, and new media like real people and places," Cambridge University Press, 1996. |
28 | E. M. Lachmar, A. K. Wittenborn, K. W. Bogen, and H. L. McCauley, "#MyDepressionLooksLike: Examining public discourse about depression on Twitter," JMIR Mental Health, Vol.4, No.4, pp.e43, 2017. |
29 | M. Kumar, M. Dredze, G. Coppersmith, and M. De Choudhury, "Detecting changes in suicide content manifested in social media following celebrity suicides," In Proceedings of the 26th ACM Conference on Hypertext & Social Media, pp.85-94, 2015. |
30 | M. Lee, S. Ackermans, N. Van As, H. Chang, E. Lucas, and W. IJsselsteijn, "Caring for vincent: A chatbot for self-compassion," In Proceedings of the CHI Conference on Human Factors in Computing Systems (ACM CHI), Glasgow, Scotland, UK., pp.1-13, 2019. |
31 | X. Ma, J. Hancock, and M. Naama, "Anonymity, intimacy and self-disclosure in social media," In Proceedings of the CHI Conference on Human Factors in Computing Systems (ACM CHI), San Jose, CA, USA, pp.3857-3869, 2016. |
32 | B. J. Bushman, R. F. Baumeister, and C. M. Phillips, "Do people aggress to improve their mood? Catharsis beliefs, affect regulation opportunity, and aggressive responding," Journal of Personality and Social Psychology, Vol.81, No.1, pp.17-32, 2001. DOI |
33 | G. Dosovitsky, E. Kim, and E. L. Bunge, "Psychometric properties of a chatbot version of the PHQ-9 with adults and older adults," Frontiers in Digital Health, Vol.3, pp.41, 2021. |
34 | S. Park et al., "The association of suicide risk with negative life events and social support according to gender in Asian patients with major depressive disorder," Psychiatry Research, Vol.228, No.3, pp.277-282, 2015. DOI |
35 | Y. C. Lee, N. Yamashita, Y. Huang, and W. Fu, "I Hear You, I Feel You: Encouraging deep self-disclosure through a chatbot," In Proceedings of the CHI Conference on Human Factors in Computing Systems (ACM CHI), Honolulu, HI, USA, pp.1-12, 2020. |
36 | J. Posner, J. A. Russell, and B. S. Peterson, "The circumplex model of affect: An integrative approach to affective neuroscience, cognitive development, and psychopathology," Development and Psychopathology, Vol.17, No.3, pp.715-34, 2005. DOI |