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Online social capital : mood, topical and psycholinguistic analysis

conference contribution
posted on 2013-01-01, 00:00 authored by Thin NguyenThin Nguyen, B Dao, Quoc-Dinh Phung, Svetha VenkateshSvetha Venkatesh, Michael BerkMichael Berk
Social media provides rich sources of personal information and community interaction which can be linked to aspect of mental health. In this paper we investigate manifest properties of textual messages, including latent topics, psycholinguistic features, and authors' mood, of a large corpus of blog posts, to analyze the aspect of social capital in social media communities. Using data collected from Live Journal, we find that bloggers with lower social capital have fewer positive moods and more negative moods than those with higher social capital. It is also found that people with low social capital have more random mood swings over time than the people with high social capital. Significant differences are found between low and high social capital groups when characterized by a set of latent topics and psycholinguistic features derived from blogposts, suggesting discriminative features, proved to be useful for classification tasks. Good prediction is achieved when classifying among social capital groups using topic and linguistic features, with linguistic features are found to have greater predictive power than latent topics. The significance of our work lies in the importance of online social capital to potential construction of automatic healthcare monitoring systems. We further establish the link between mood and social capital in online communities, suggesting the foundation of new systems to monitor online mental well-being.



Weblogs and Social Media. AAAI International Conference (7th : 2013 : Cambridge, Massachusetts)


449 - 456


AAAI Press


Cambridge, Massachusetts

Place of publication

Palo Alto, Calif.

Start date


End date






Publication classification

E1 Full written paper - refereed

Copyright notice

2013, The Authors

Title of proceedings

ICWSM 2013 : Proceedings of the 7th AAAI International Conference on Weblogs and Social Media

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