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Detecting emotional contagion in massive social networks
Lorenzo Coviello1, Yunkyu Sohn2, Adam D I Kramer3
1Electrical and Computer Engineering Department, University of California San Diego, San Diego, California, United States of America.
Emotions spread through online social networks, even to friends not directly experiencing events. This suggests social networks amplify global emotional synchrony.
Area of Science:
- Social Psychology
- Computational Social Science
- Network Science
Background:
- Emotions are known to spread through direct social contact.
- The influence of online social networks on emotional contagion is not well understood.
Purpose of the Study:
- To investigate whether emotional expression spreads through massive online social networks.
- To develop a novel method for measuring emotional contagion in digital environments.
Main Methods:
- Utilized a novel method to measure emotional contagion.
- Analyzed status message data from millions of Facebook users.
- Correlated emotional content with external environmental factors like rainfall.
Main Results:
- Rainfall directly influenced the emotional content of users' status messages.
- Emotional contagion extended to friends in different cities not experiencing rainfall.
- Each directly affected person influenced approximately 1-2 other individuals.
Conclusions:
- Online social networks facilitate the spread of emotional expression.
- Social networks may amplify the intensity of global emotional synchrony.
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