Happiness is assortative in online social networks
arXiv:1103.0784 · doi:10.1162/artl_a_00034
Abstract
Social networks tend to disproportionally favor connections between individuals with either similar or dissimilar characteristics. This propensity, referred to as assortative mixing or homophily, is expressed as the correlation between attribute values of nearest neighbour vertices in a graph. Recent results indicate that beyond demographic features such as age, sex and race, even psychological states such as "loneliness" can be assortative in a social network. In spite of the increasing societal importance of online social networks it is unknown whether assortative mixing of psychological states takes place in situations where social ties are mediated solely by online networking services in the absence of physical contact. Here, we show that general happiness or Subjective Well-Being (SWB) of Twitter users, as measured from a 6 month record of their individual tweets, is indeed assortative across the Twitter social network. To our knowledge this is the first result that shows assortative mixing in online networks at the level of SWB. Our results imply that online social networks may be equally subject to the social mechanisms that cause assortative mixing in real social networks and that such assortative mixing takes place at the level of SWB. Given the increasing prevalence of online social networks, their propensity to connect users with similar levels of SWB may be an important instrument in better understanding how both positive and negative sentiments spread through online social ties. Future research may focus on how event-specific mood states can propagate and influence user behavior in "real life".
17 pages, 9 figures
References in corpus (11)
- The structure and function of complex networks
- Twitter mood predicts the stock market
- Assortative mixing in networks
- Mixing patterns in networks
- Homophily and Contagion Are Generically Confounded in Observational Social Network Studies
- Multirelational Organization of Large-scale Social Networks in an Online World
- The Spontaneous Emergence of Social Influence in Online Systems
- Information dynamics shape the networks of Internet-mediated prostitution
- Negative emotions boost users activity at BBC Forum
- Googling Social Interactions: Web Search Engine Based Social Network Construction
- V-like formations in flocks of artificial birds
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