A game theoretic analysis of the twitter follow-unfollow mechanism
Resource type
Authors/contributors
- Chen, Jundong (Author)
- Hossain, Md Shafaeat (Author)
- Brust, Matthias R. (Author)
- Johnson, Naomi (Author)
- Bushnell, Linda (Editor)
- Poovendran, Radha (Editor)
- Başar, Tamer (Editor)
Title
A game theoretic analysis of the twitter follow-unfollow mechanism
Abstract
Twitter users often crave more followers to increase their social popularity. While a variety of factors have been shown to attract the followers, very little work has been done to analyze the mechanism how Twitter users follow or unfollow each other. In this paper, we apply game theory to modeling the follow-unfollow mechanism on Twitter. We first present a two-player game which is based on the Prisoner’s Dilemma, and subsequently evaluate the payoffs when the two players adopt different strategies. To allow two players to play multiple rounds of the game, we propose a multi-stage game model. We design a Twitter bot analyzer which follows or unfollows other Twitter users by adopting the strategies from the multi-stage game. We develop an algorithm which enables the Twitter bot analyzer to automatically collect and analyze the data. The results from analyzing the data collected in our experiment show that the follow-back ratios for both of the Twitter bots are very low, which are 0.76%0.76%0.76\% and 0.86%0.86%0.86\%. This means that most of the Twitter users do not cooperate and only want to be followed instead of following others. Our results also exhibit the effect of different strategies on the follow-back followers and on the non-following followers as well.
Proceedings Title
Decision and Game Theory for Security
Publisher
Springer International Publishing
Place
Cham
Date
2018
Volume
11199
Pages
265-276
Series
Lecture Notes in Computer Science
ISBN
978-3-030-01554-1
Citation Key
chenGameTheoreticAnalysis2018
Language
English
Library Catalog
Springer Link
Extra
2 citations (Crossref) [2023-10-31]
Citation Key Alias: chenGameTheoreticAnalysis2018, pop00231
tex.type: [object Object]
DOI: 10.1007/978-3-030-01554-1_15
Citation
Chen, J., Hossain, M. S., Brust, M. R., & Johnson, N. (2018). A game theoretic analysis of the twitter follow-unfollow mechanism. In L. Bushnell, R. Poovendran, & T. Başar (Eds.), Decision and Game Theory for Security (Vol. 11199, pp. 265–276). Springer International Publishing. https://doi.org/10.1007/978-3-030-01554-1_15
Link to this record