Skip to main content
Top
Published in: Social Network Analysis and Mining 1/2019

01-12-2019 | Original Article

User interactions and behaviors in a large-scale online emotional support service

Authors: Derek Doran, Luisa Massari, Maria Carla Calzarossa, Yu Li, Daniele Tessera, Junjie Zhang

Published in: Social Network Analysis and Mining | Issue 1/2019

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Among the most important reasons why people communicate with each other is to share and support each other through emotional problems, yet most online social systems are uncomfortable or unsafe spaces for this purpose. This has led to the development of online emotional support systems, where users needing to speak to someone can anonymously connect to a crowd of trained listeners for a one-on-one conversation. Toward understanding the qualities of this emerging type of online social system, this article examines the users, conversations, and activities performed across 7 Cups, a massive, vibrant emotional support system with a community of listeners ready to help those with any number of emotional issues. The study makes intriguing insights along the worldwide adoption of the service, the need of its users to seek support from many others, a power-law effect of listener popularity, that users have a penchant to connecting to others along common interests and that a core periphery-like structure emerges among conversation networks, and identifies qualities of the system that drive user engagement and retention. We further study the words and actions of misbehaving users who have been reported on or blocked, and build a machine learning classifier able to anticipate their undesirable actions with reasonable accuracy and very low false positive rate. The qualities recovered gave insight into the user dynamics and communication structure of an online emotional support service, the features that drive engagement, and a means of identifying misbehaving users automatically.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literature
go back to reference Attfield S, Kazai G, Lalmas M, Piwowarski B (2011) Towards a science of user engagement (position paper). In: Proceedings of the WSDM workshop on user modelling for Web applications, pp 9–12 Attfield S, Kazai G, Lalmas M, Piwowarski B (2011) Towards a science of user engagement (position paper). In: Proceedings of the WSDM workshop on user modelling for Web applications, pp 9–12
go back to reference Bar-Lev S (2008) “We are here to give you emotional support”: performing emotions in an online HIV/AIDS support group. Qual Health Res 18(4):509–521CrossRef Bar-Lev S (2008) “We are here to give you emotional support”: performing emotions in an online HIV/AIDS support group. Qual Health Res 18(4):509–521CrossRef
go back to reference Barak A (2007) Emotional support and suicide prevention through the internet: a field project report. Comput Hum Behav 23(2):971–984MathSciNetCrossRef Barak A (2007) Emotional support and suicide prevention through the internet: a field project report. Comput Hum Behav 23(2):971–984MathSciNetCrossRef
go back to reference Binik YM, Cantor J, Ochs E, Meana M (1997) From the couch to the keyboard: psychotherapy in cyberspace. In: Kiesler S (ed) Culture of the internet. Psychology Press, pp 71–102 Binik YM, Cantor J, Ochs E, Meana M (1997) From the couch to the keyboard: psychotherapy in cyberspace. In: Kiesler S (ed) Culture of the internet. Psychology Press, pp 71–102
go back to reference Booth D, Jansen BJ (2010) A review of methodologies for analyzing websites. In: Web technologies: concepts, methodologies, tools, and applications. IGI Global, pp 145–166 Booth D, Jansen BJ (2010) A review of methodologies for analyzing websites. In: Web technologies: concepts, methodologies, tools, and applications. IGI Global, pp 145–166
go back to reference Bright JI, Baker KD, Neimeyer RA (1999) Professional and paraprofessional group treatments for depression: a comparison of cognitive-behavioral and mutual support interventions. J Consult Clin Psychol 67(4):491CrossRef Bright JI, Baker KD, Neimeyer RA (1999) Professional and paraprofessional group treatments for depression: a comparison of cognitive-behavioral and mutual support interventions. J Consult Clin Psychol 67(4):491CrossRef
go back to reference Calzarossa MC, Tessera D (2015) Modeling and predicting temporal patterns of Web content changes. J Netw Comput Appl 56:115–123CrossRef Calzarossa MC, Tessera D (2015) Modeling and predicting temporal patterns of Web content changes. J Netw Comput Appl 56:115–123CrossRef
go back to reference Calzarossa MC, Massari L, Doran D, Yelne S, Trivedi N, Moriarty G (2016) Measuring the users and conversations of a vibrant online emotional support system. In: Proceedings of the IEEE symposium on computers and communication (ISCC), pp 1193–1199 Calzarossa MC, Massari L, Doran D, Yelne S, Trivedi N, Moriarty G (2016) Measuring the users and conversations of a vibrant online emotional support system. In: Proceedings of the IEEE symposium on computers and communication (ISCC), pp 1193–1199
go back to reference Calzarossa M, Della Vedova M, Massari L, Nebbione G, Tessera D (2019) A methodological approach for time series analysis and forecasting of Web dynamics. LNCS Trans Comput Collect Intell XXXIII 11610:128–143CrossRef Calzarossa M, Della Vedova M, Massari L, Nebbione G, Tessera D (2019) A methodological approach for time series analysis and forecasting of Web dynamics. LNCS Trans Comput Collect Intell XXXIII 11610:128–143CrossRef
go back to reference Chen YR, Chen HH (2015) Opinion spammer detection in web forum. In: Proceedings of the 38th international ACM SIGIR conference on research and development in information retrieval. ACM, pp 759–762 Chen YR, Chen HH (2015) Opinion spammer detection in web forum. In: Proceedings of the 38th international ACM SIGIR conference on research and development in information retrieval. ACM, pp 759–762
go back to reference Chou WYS, Prestin A, Lyons C, Wen KY (2013) Web 2.0 for health promotion: reviewing the current evidence. Am J Public Health 103(1):e9–e18CrossRef Chou WYS, Prestin A, Lyons C, Wen KY (2013) Web 2.0 for health promotion: reviewing the current evidence. Am J Public Health 103(1):e9–e18CrossRef
go back to reference Chu Z, Gianvecchio S, Koehl A, Wang H, Jajodia S (2013) Blog or block: detecting blog bots through behavioral biometrics. Comput Netw 57(3):634–646CrossRef Chu Z, Gianvecchio S, Koehl A, Wang H, Jajodia S (2013) Blog or block: detecting blog bots through behavioral biometrics. Comput Netw 57(3):634–646CrossRef
go back to reference Cristianini N, Shawe-Taylor J (2000) An introduction to support vector machines and other kernel-based learning methods. Cambridge University Press, CambridgeMATHCrossRef Cristianini N, Shawe-Taylor J (2000) An introduction to support vector machines and other kernel-based learning methods. Cambridge University Press, CambridgeMATHCrossRef
go back to reference Davison KP, Pennebaker JW, Dickerson SS (2000) Who talks? The social psychology of illness support groups. Am Psychol 55(2):205CrossRef Davison KP, Pennebaker JW, Dickerson SS (2000) Who talks? The social psychology of illness support groups. Am Psychol 55(2):205CrossRef
go back to reference Doran D, Yelne S, Massari L, Calzarossa M, Jackson L, Moriarty G (2015) Stay awhile and listen: user interactions in a crowdsourced platform offering emotional support. In: Proceedings of the IEEE/ACM international conference on advances in social networks analysis and mining (ASONAM). ACM, pp 667–674 Doran D, Yelne S, Massari L, Calzarossa M, Jackson L, Moriarty G (2015) Stay awhile and listen: user interactions in a crowdsourced platform offering emotional support. In: Proceedings of the IEEE/ACM international conference on advances in social networks analysis and mining (ASONAM). ACM, pp 667–674
go back to reference Fakhraei S, Foulds J, Shashanka M, Getoor L (2015) Collective spammer detection in evolving multi-relational social networks. In: Proceedings of the 21st ACM international conference on knowledge discovery and data mining, pp 1769–1778 Fakhraei S, Foulds J, Shashanka M, Getoor L (2015) Collective spammer detection in evolving multi-relational social networks. In: Proceedings of the 21st ACM international conference on knowledge discovery and data mining, pp 1769–1778
go back to reference Gao H, Hu J, Wilson C, Li Z, Chen Y, Zhao BY (2010) Detecting and characterizing social spam campaigns. In: Proceedings of the 10th ACM SIGCOMM internet measurement conference (IMC), pp 35–47 Gao H, Hu J, Wilson C, Li Z, Chen Y, Zhao BY (2010) Detecting and characterizing social spam campaigns. In: Proceedings of the 10th ACM SIGCOMM internet measurement conference (IMC), pp 35–47
go back to reference Grando F, Granville L, Lamb L (2018) Machine learning in network centrality measures: tutorial and outlook. ACM Comput Surv 51(5):102:1–102:32CrossRef Grando F, Granville L, Lamb L (2018) Machine learning in network centrality measures: tutorial and outlook. ACM Comput Surv 51(5):102:1–102:32CrossRef
go back to reference Han J, Kamber M, Pei J (2006) Data mining: concepts and techniques. Morgan Kaufmann, Los AltosMATH Han J, Kamber M, Pei J (2006) Data mining: concepts and techniques. Morgan Kaufmann, Los AltosMATH
go back to reference Hastie T, Tibshirani R, Friedman J (2009) The elements of statistical learning. Springer, BerlinMATHCrossRef Hastie T, Tibshirani R, Friedman J (2009) The elements of statistical learning. Springer, BerlinMATHCrossRef
go back to reference Hemmati A, Chung KSK (2014) Associations between personal social network properties and mental health in cancer care. In: Proceedings of the IEEE/ACM international conference on advances in social networks analysis and mining (ASONAM), pp 828–835 Hemmati A, Chung KSK (2014) Associations between personal social network properties and mental health in cancer care. In: Proceedings of the IEEE/ACM international conference on advances in social networks analysis and mining (ASONAM), pp 828–835
go back to reference Hu Y (2005) Efficient, high-quality force-directed graph drawing. Math J 10(1):37–71 Hu Y (2005) Efficient, high-quality force-directed graph drawing. Math J 10(1):37–71
go back to reference Hu X, Liu H, Tang J (2014) Online social spammer detection. In: Proceedings of the 28th AAAI conference on artificial intelligence, pp 59–65 Hu X, Liu H, Tang J (2014) Online social spammer detection. In: Proceedings of the 28th AAAI conference on artificial intelligence, pp 59–65
go back to reference Huang MP, Alessi NE (1996) The internet and the future of psychiatry. Am J Psychiatry 153(7):861–869CrossRef Huang MP, Alessi NE (1996) The internet and the future of psychiatry. Am J Psychiatry 153(7):861–869CrossRef
go back to reference Ikehara CS, Crosby ME (2005) Assessing cognitive load with physiological sensors. In: Proceedings of the 38th annual Hawaii international conference on system sciences. IEEE Ikehara CS, Crosby ME (2005) Assessing cognitive load with physiological sensors. In: Proceedings of the 38th annual Hawaii international conference on system sciences. IEEE
go back to reference Jacques RD (1996) The nature of engagement and its role in hypermedia evaluation and design. Ph.D. thesis, South Bank University Jacques RD (1996) The nature of engagement and its role in hypermedia evaluation and design. Ph.D. thesis, South Bank University
go back to reference Kayes I, Iamnitchi A (2017) Privacy and security in online social networks: a survey. Online Soc Netw Media 3–4:1–21 Kayes I, Iamnitchi A (2017) Privacy and security in online social networks: a survey. Online Soc Netw Media 3–4:1–21
go back to reference Konradt U, Sulz K (2001) The experience of flow in interacting with a hypermedia learning environment. J Educ Multimed Hypermedia 10(1):69–84 Konradt U, Sulz K (2001) The experience of flow in interacting with a hypermedia learning environment. J Educ Multimed Hypermedia 10(1):69–84
go back to reference Lalmas M, O’Brien H, Yom-Tov E (2014) Measuring user engagement. Synth Lect Inf Concepts Retr Serv 6(4):1–132 Lalmas M, O’Brien H, Yom-Tov E (2014) Measuring user engagement. Synth Lect Inf Concepts Retr Serv 6(4):1–132
go back to reference Leskovec J, Kleinberg J, Faloutsos C (2007) Graph evolution: densification and shrinking diameters. ACM Trans Knowl Discov Data 1(1):2CrossRef Leskovec J, Kleinberg J, Faloutsos C (2007) Graph evolution: densification and shrinking diameters. ACM Trans Knowl Discov Data 1(1):2CrossRef
go back to reference Li Y, Kim DW, Zhang J, Doran D (2018) Teafilter: detecting suspicious members in an online emotional support service. In: Proceedings EAI international conference on security and privacy in communication networks Li Y, Kim DW, Zhang J, Doran D (2018) Teafilter: detecting suspicious members in an online emotional support service. In: Proceedings EAI international conference on security and privacy in communication networks
go back to reference Lupien SJ, McEwen BS, Gunnar MR, Heim C (2009) Effects of stress throughout the lifespan on the brain, behaviour and cognition. Nat Rev Neurosci 10(6):434CrossRef Lupien SJ, McEwen BS, Gunnar MR, Heim C (2009) Effects of stress throughout the lifespan on the brain, behaviour and cognition. Nat Rev Neurosci 10(6):434CrossRef
go back to reference Maloney-Krichmar D, Preece J (2005) A multilevel analysis of sociability, usability, and community dynamics in an online health community. ACM Trans Comput–Hum Interact 12(2):201–232CrossRef Maloney-Krichmar D, Preece J (2005) A multilevel analysis of sociability, usability, and community dynamics in an online health community. ACM Trans Comput–Hum Interact 12(2):201–232CrossRef
go back to reference Mislove A, Marcon M, Gummadi KP, Druschel P, Bhattacharjee B (2007) Measurement and analysis of online social networks. In: Proceedings of the 7th ACM SIGCOMM conference on Internet measurement. ACM, pp 29–42 Mislove A, Marcon M, Gummadi KP, Druschel P, Bhattacharjee B (2007) Measurement and analysis of online social networks. In: Proceedings of the 7th ACM SIGCOMM conference on Internet measurement. ACM, pp 29–42
go back to reference Newman MW, Lauterbach D, Munson SA, Resnick P, Morris ME (2011) 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. ACM, pp 341–350 Newman MW, Lauterbach D, Munson SA, Resnick P, Morris ME (2011) 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. ACM, pp 341–350
go back to reference Ploderer B, Smith W, Howard S, Pearce J, Borland R (2013) Patterns of support in an online community for smoking cessation. In: Proceedings of the 6th international conference on communities and technologies. ACM, pp 26–35 Ploderer B, Smith W, Howard S, Pearce J, Borland R (2013) Patterns of support in an online community for smoking cessation. In: Proceedings of the 6th international conference on communities and technologies. ACM, pp 26–35
go back to reference Procidano ME, Heller K (1983) Measures of perceived social support from friends and from family: three validation studies. Am J Community Psychol 11(1):1–24CrossRef Procidano ME, Heller K (1983) Measures of perceived social support from friends and from family: three validation studies. Am J Community Psychol 11(1):1–24CrossRef
go back to reference Rochlen AB, Zack JS, Speyer C (2004) Online therapy: review of relevant definitions, debates, and current empirical support. J Clin Psychol 60(3):269–283CrossRef Rochlen AB, Zack JS, Speyer C (2004) Online therapy: review of relevant definitions, debates, and current empirical support. J Clin Psychol 60(3):269–283CrossRef
go back to reference Seah Ml, Cairns P (2008) From immersion to addiction in videogames. In: Proceedings of the British HCI group annual conference on people and computers: culture, creativity, interaction. British Computer Society, pp 55–63 Seah Ml, Cairns P (2008) From immersion to addiction in videogames. In: Proceedings of the British HCI group annual conference on people and computers: culture, creativity, interaction. British Computer Society, pp 55–63
go back to reference Stanton-Salazar RD, Spina SU (2005) Adolescent peer networks as a context for social and emotional support. Youth Soc 36(4):379–417CrossRef Stanton-Salazar RD, Spina SU (2005) Adolescent peer networks as a context for social and emotional support. Youth Soc 36(4):379–417CrossRef
go back to reference Tsai YC, Liu CH (2012) Factors and symptoms associated with work stress and health-promoting lifestyles among hospital staff: a pilot study in Taiwan. BMC Health Serv Res 12(1):199CrossRef Tsai YC, Liu CH (2012) Factors and symptoms associated with work stress and health-promoting lifestyles among hospital staff: a pilot study in Taiwan. BMC Health Serv Res 12(1):199CrossRef
go back to reference Wang YC, Kraut R, Levine JM (2012) To stay or leave? The relationship of emotional and informational support to commitment in online health support groups. In: Proceedings of the ACM 2012 conference on computer supported cooperative work. ACM, pp 833–842 Wang YC, Kraut R, Levine JM (2012) To stay or leave? The relationship of emotional and informational support to commitment in online health support groups. In: Proceedings of the ACM 2012 conference on computer supported cooperative work. ACM, pp 833–842
go back to reference Webster J, Ho H (1997) Audience engagement in multimedia presentations. ACM SIGMIS Database 28(2):63–77CrossRef Webster J, Ho H (1997) Audience engagement in multimedia presentations. ACM SIGMIS Database 28(2):63–77CrossRef
go back to reference White M, Dorman SM (2001) Receiving social support online: implications for health education. Health Educ Res 16(6):693–707CrossRef White M, Dorman SM (2001) Receiving social support online: implications for health education. Health Educ Res 16(6):693–707CrossRef
go back to reference Wu F, Shu J, Huang Y, Yuan Z (2015) Social spammer and spam message co-detection in microblogging with social context regularization. In: Proceedings of the 24th ACM international on conference on information and knowledge management. ACM, pp 1601–1610 Wu F, Shu J, Huang Y, Yuan Z (2015) Social spammer and spam message co-detection in microblogging with social context regularization. In: Proceedings of the 24th ACM international on conference on information and knowledge management. ACM, pp 1601–1610
go back to reference Yang J, Leskovec J (2015) Defining and evaluating network communities based on ground-truth. Knowl Inf Syst 42(1):181–213CrossRef Yang J, Leskovec J (2015) Defining and evaluating network communities based on ground-truth. Knowl Inf Syst 42(1):181–213CrossRef
go back to reference Yang C, Harkreader RC, Gu G (2011) Die free or live hard? Empirical evaluation and new design for fighting evolving Twitter spammers. In: Proceedings of the international workshop on recent advances in intrusion detection. Springer, Berlin, pp 318–337 Yang C, Harkreader RC, Gu G (2011) Die free or live hard? Empirical evaluation and new design for fighting evolving Twitter spammers. In: Proceedings of the international workshop on recent advances in intrusion detection. Springer, Berlin, pp 318–337
go back to reference Yuen EK, Goetter EM, Herbert JD, Forman EM (2012) Challenges and opportunities in internet-mediated telemental health. Prof Psychol Res Pract 43(1):1–8CrossRef Yuen EK, Goetter EM, Herbert JD, Forman EM (2012) Challenges and opportunities in internet-mediated telemental health. Prof Psychol Res Pract 43(1):1–8CrossRef
go back to reference Zuckerman E (2003) Finding, evaluating, and incorporating internet self-help resources into psychotherapy practice. J Clin Psychol 59(2):217–225CrossRef Zuckerman E (2003) Finding, evaluating, and incorporating internet self-help resources into psychotherapy practice. J Clin Psychol 59(2):217–225CrossRef
Metadata
Title
User interactions and behaviors in a large-scale online emotional support service
Authors
Derek Doran
Luisa Massari
Maria Carla Calzarossa
Yu Li
Daniele Tessera
Junjie Zhang
Publication date
01-12-2019
Publisher
Springer Vienna
Published in
Social Network Analysis and Mining / Issue 1/2019
Print ISSN: 1869-5450
Electronic ISSN: 1869-5469
DOI
https://doi.org/10.1007/s13278-019-0581-y

Other articles of this Issue 1/2019

Social Network Analysis and Mining 1/2019 Go to the issue

Premium Partner