Abstract
Emotion entrainment refers to the phenomenon that people gradually synchronize to other’s emotion states through social interactions. Previous studies mainly focus on conducting laboratory experiments or small-scale offline surveys. Large-scale empirical studies on real-world emotion entrainment among individuals are still to be explored. Especially, determinants that influence this process are not clear. Also, how emotion evolves among people in a large scale population is still unknown. In this study, we attempt to conduct a large-scale empirical analysis on emotion entrainment based on online social media information. For this purpose, we develop a model-free framework to measure entrainment strength among people. Experimental results indicate that interaction partners with strong reciprocal entrainment tend to assume similar emotion states, and negative emotion is more empathetic in an intimate relationship. Especially, when the relationship is balanced, users are more emotionally similar to each other.
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References
Leshed, G., Kaye, J.J.: Understanding how bloggers feel: Recognizing affect in blog posts. In: CHI 2006 Extended Abstracts on Human Factors in Computing Systems, pp. 1019–1024. ACM (2006)
Will, U., Berg, E.: Brain wave synchronization and entrainment to periodic acoustic stimuli. Neuroscience Letters 424, 55–60 (2007)
Vicente, R., Wibral, M., Lindner, M., Pipa, G.: Transfer entropy—a model-free measure of effective connectivity for the neurosciences. Journal of Computational Neuroscience 30, 45–67 (2011)
He, S., Zheng, X., Zeng, D., Cui, K., Zhang, Z., Luo, C.: Identifying peer influence in online social networks using transfer entropy. In: Wang, G.A., Zheng, X., Chau, M., Chen, H. (eds.) PAISI 2013. LNCS, vol. 8039, pp. 47–61. Springer, Heidelberg (2013)
He, S., Bao, X., Ma, H., Zheng, X., Zeng, D., Xu, B., Li, C., Hao, H.: Characterizing Emotion Entrainment in Social Media. In: The 2014 IEEE/ACM International Conference on Advances in Social Network Analysis and Mining. ACM (2014)
He, S., Zheng, X., Zeng, D., Xu, B., Li, C., Hao, H.: Ranking Online Memes in Emergency Events Based on Transfer Entropy. In: IEEE Joint Intelligence and Security Informatics Conference (JISIC), The Hague, The Netherlands (2014)
Harrison, D.A., Mohammed, S., McGrath, J.E., Florey, A.T., Vanderstoep, S.W.: Time matters in team performance: Effects of member familiarity, entrainment, and task discontinuity on speed and quality. Personnel Psychology 56, 633–669 (2003)
Tang, J., Zhang, Y., Sun, J., Rao, J., Yu, W., Chen, Y., Fong, A.C.M.: Quantitative study of individual emotional states in social networks. AIEEE Transactions on Affective Computing 3, 132–144 (2012)
Fan, R., Zhao, J., Chen, Y., Xu, K.: Anger is more influential than joy: Sentiment correlation in weibo. arXiv preprint arXiv:1309.2402 (2013)
Rensing, L., Ruoff, P.: Temperature effect on entrainment, phase shifting, and amplitude of circadian clocks and its molecular bases. Chronobiology International 19, 807–864 (2002)
Aschoff, J., Hoffmann, K., Pohl, H., Wever, R.: Re-entrainment of circadian rhythms after phase-shifts of the Zeitgeber. Chronobiologia 2, 23–78 (1974)
Ugander, J., Backstrom, L., Marlow, C., Kleinberg, J.: Structural diversity in social contagion. Proceedings of the National Academy of Sciences 109, 5962–5966 (2012)
Zheng, X., Zhong, Y., Zeng, D., Wang, F.-Y.: Social influence and spread dynamics in social networks. Frontiers of Computer Science 6, 611–620 (2012)
Heider, F.: Attitudes and cognitive organization. The Journal of Psychology 21, 107–112 (1946)
Zheng, X., Zeng, D., Wang, F.-Y.: Social balance in signed networks. Information Systems Frontiers, 1–19 (2014)
Khanafiah, D., Situngkir, H.: Social balance theory: Revisiting Heider’s balance theory for many agents (2004)
Traag, V.A., Van Dooren, P., De Leenheer, P.: Dynamical models explaining social balance and evolution of cooperation. PloS One 8, e60063 (2013)
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He, S., Zheng, X., Zeng, D., Xu, B., Tian, G., Hao, H. (2014). Emotion Evolution under Entrainment in Social Media. In: Huang, H., Liu, T., Zhang, HP., Tang, J. (eds) Social Media Processing. SMP 2014. Communications in Computer and Information Science, vol 489. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-662-45558-6_14
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DOI: https://doi.org/10.1007/978-3-662-45558-6_14
Publisher Name: Springer, Berlin, Heidelberg
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