Emotional persistence in online chatting communities
arXiv:1205.2466 · doi:10.1038/srep00402
Abstract
How do users behave in online chatrooms, where they instantaneously read and write posts? We analyzed about 2.5 million posts covering various topics in Internet relay channels, and found that user activity patterns follow known power-law and stretched exponential distributions, indicating that online chat activity is not different from other forms of communication. Analysing the emotional expressions (positive, negative, neutral) of users, we revealed a remarkable persistence both for individual users and channels. I.e. despite their anonymity, users tend to follow social norms in repeated interactions in online chats, which results in a specific emotional "tone" of the channels. We provide an agent-based model of emotional interaction, which recovers qualitatively both the activity patterns in chatrooms and the emotional persistence of users and channels. While our assumptions about agent's emotional expressions are rooted in psychology, the model allows to test different hypothesis regarding their emotional impact in online communication.
34 pages, 4 main and 12 supplementary figures
References in corpus (9)
- Power-law distributions in empirical data
- Uncovering individual and collective human dynamics from mobile phone records
- A Poissonian explanation for heavy-tails in e-mail communication
- Recurrence time analysis, long-term correlations, and extreme events
- Negative emotions boost users activity at BBC Forum
- Circadian pattern and burstiness in mobile phone communication
- An Agent-Based Model of Collective Emotions in Online Communities
- Positive words carry less information than negative words
- Zipf's law unzipped
Cited by in corpus (21)
- Causality-Driven Slow-Down and Speed-Up of Diffusion in Non-Markovian Temporal Networks
- Multiscale characteristics of the emerging global cryptocurrency market
- Social Resilience in Online Communities: The Autopsy of Friendster
- Persistence in Complex Systems
- The Role of Emotions in Contributors Activity: A Case Study on the GENTOO Community
- The Dynamics of Emotions in Online Interaction
- Participatory Patterns in an International Air Quality Monitoring Initiative
- An agent-based framework of active matter with applications in biological and social systems
- Measuring Cultural Dynamics Through the Eurovision Song Contest
- Self-Organised Criticality and Emergent Hyperbolic Networks -- Blueprint for Complexity in Social Dynamics
- Emoticon-based Ambivalent Expression: A Hidden Indicator for Unusual Behaviors in Weibo
- Emergent user behavior on Twitter modelled by a stochastic differential equation
- Modeling and analysis of social phenomena: challenges and possible research directions
- Associative nature of event participation dynamics: a network theory approach
- Applying a Text-Based Affective Dialogue System in Psychological Research: Case Studies on the Effects of System Behavior, Interaction Context and Social Exclusion
- Entropy-growth-based model of emotionally charged online dialogues
- Statistical analysis of emotions and opinions at Digg website
- Modelling of temporal fluctuation scaling in online news network with independent cascade model
- Dynamical phase transition due to preferential cluster growth of collective emotions in online communities
- The QWERTY effect on the web: How typing shapes the meaning of words in online human-computer interaction
- The role of taste affinity in agent-based models for social recommendation