Sentiment paradoxes in social networks: Why your friends are more positive than you?

Xinyi Zhou, Shengmin Jin, Reza Zafarani

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Most people consider their friends to be more positive than themselves, exhibiting a Sentiment Paradox. Psychology research attributes this paradox to human cognition bias. With the goal to understand this phenomenon, we study sentiment paradoxes in social networks. Our work shows that social connections (friends, followees, or followers) of users are indeed (not just illusively) more positive than the users themselves. This is mostly due to positive users having more friends.We identify five sentiment paradoxes at different network levels ranging from triads to large-scale communities. Empirical and theoretical evidence are provided to validate the existence of such sentiment paradoxes. By investigating the relationships between the sentiment paradox and other well-developed network paradoxes, i.e., friendship paradox and activity paradox, we find that user sentiments are positively correlated to their number of friends but rarely to their social activity. Finally, we demonstrate how sentiment paradoxes can be used to predict user sentiments.

Original languageEnglish (US)
Title of host publicationProceedings of the 14th International AAAI Conference on Web and Social Media, ICWSM 2020
PublisherAAAI Press
Pages798-807
Number of pages10
ISBN (Electronic)9781577357889
StatePublished - 2020
Event14th International AAAI Conference on Web and Social Media, ICWSM 2020 - Atlanta, Virtual, United States
Duration: Jun 8 2020Jun 11 2020

Publication series

NameProceedings of the 14th International AAAI Conference on Web and Social Media, ICWSM 2020

Conference

Conference14th International AAAI Conference on Web and Social Media, ICWSM 2020
CountryUnited States
CityAtlanta, Virtual
Period6/8/206/11/20

ASJC Scopus subject areas

  • Computer Networks and Communications

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