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Quantifying socio-economic multiplex networks in a massive multiplayer online game

Quantifying socio-economic multiplex networks in a massive multiplayer online game

Stefan Thurner (ORCID: 0000-0003-2495-6819)
  • Grant DOI 10.55776/P23378
  • Funding program Principal Investigator Projects
  • Status ended
  • Start September 1, 2011
  • End October 31, 2015
  • Funding amount € 292,110
  • E-mail

Disciplines

Other Social Sciences (25%); Computer Sciences (20%); Mathematics (25%); Sociology (30%)

Keywords

    Social Network Analysis, Human Collective Behavior, Socio-Dynamics, Online Browser Games, Time Series Analysis, Behavioral Economics

Abstract Final report

Understanding human group-behavior and social dynamics poses a unique challenge. One bottleneck in quantitative approaches is the availability and the quality of data. Massive multiplayer online games (MMOG) provide a fascinating way of simultaneously observing thousands of individuals engaged in social activities and pursuing basic economic activities to sustain a `living` in a virtual game-universe. We have compiled a unique dataset of a MMOG which is currently played by 300,000 players. In this game every player has to generate some virtual income through economic activities to `survive`, and is generally engaged and embedded in a multitude of social activities o?ered within the game. We recorded log-?les tracking practically every action of all players over the past 4 years. In previous work we started to test the validity of the game data as a model for non-virtual human societies. In this pro ject we propose to scienti?cally analyze this dataset with state of the art methodology of social network analysis and modern statistics. In particular we want to study structure and dynamics of friendship-, enemy-, trade, aggression- and communication networks and the mutual in?uence of these networks on each other (multiplex networks). For the ?rst time we have the unique possibility to measure the dynamical (!) in?uences of one type of social network on an other. We want to monitor and analyze `economic indices` in the game and relate them with social and economic behavior. We want to test how the `position` (degree, betweenness, clustering, etc.) of players within these networks in?uence their behavior. Further, we quantify group formation patterns and test social-stability hypotheses. Players disclose their gender in the game so that gender speci?c di?erences of `networking` patterns in social and economical behavior will be investigated. The dataset further allows to study economic decision making under quantitatively observable social and economical environments. This might be the ?rst large-scale study of a dynamical complex human socio-economic unit, with practically all social and economic data available from a unique and coherent source

Understanding human group-behavior and social dynamics poses a unique challenge. One bottleneck in quantitative approaches is the availability and the quality of data. Massive multiplayer online games (MMOG) provide a fascinating way of simultaneously observing thousands of individuals engaged in social activities and pursuing basic economic activities to sustain a living in a virtual game-universe. We have compiled a unique dataset of a MMOG which is currently played by more than 300,000 players. In this game every player has to generate some virtual income through economic activities to survive, and is generally engaged and embedded in a multitude of social activities offered within the game. We recorded log-files tracking practically every action of all players over the past 4 years. This data comprises one of the first instances worldwide, that complete information about a human society is available for scientific study. In this project we used this complete data to study a number of facets of human behavior and human interactions. In particular the detailed simultaneous knowledge of various timevarying social networks allowed us to quantify how humans form social bonds, how they organize, how they manage aggression, to what extent their behavior is gender specific, how the build their social relations, and how wealth of players is related to locations within in their high- dimensional social multiplex networks. We believe that studying model societies even though they are not real world societies nevertheless opens a window into a much deeper understanding how human societies are formed and self-organize into stable and resilient units. Moreover the methodology developed in the project might open a completely new perspective and a novel paradigm to a new way of doing computational social science with future big social data sets. The project has generated some public interested and was featured in many international newspaper articles, and has generated several well-cited publications. The work was presented in many international conferences, often as invited plenary talks.

Research institution(s)
  • Medizinische Universität Wien - 100%

Research Output

  • 1501 Citations
  • 29 Publications
Publications
  • 2015
    Title Interevent time distributions of human multi-level activity in a virtual world
    DOI 10.1016/j.physa.2014.09.056
    Type Journal Article
    Author Mryglod O
    Journal Physica A: Statistical Mechanics and its Applications
    Pages 681-690
    Link Publication
  • 2015
    Title Understanding scaling through history-dependent processes with collapsing sample space
    DOI 10.1073/pnas.1420946112
    Type Journal Article
    Author Corominas-Murtra B
    Journal Proceedings of the National Academy of Sciences
    Pages 5348-5353
    Link Publication
  • 2015
    Title The weak core and the structure of elites in social multiplex Networks.
    Type Book Chapter
    Author Corominas-Murtra B
  • 2015
    Title Understanding Zipf's law of word frequencies through sample-space collapse in sentence formation
    DOI 10.1098/rsif.2015.0330
    Type Journal Article
    Author Thurner S
    Journal Journal of The Royal Society Interface
    Pages 20150330
    Link Publication
  • 2016
    Title The Weak Core and the Structure of Elites in Social Multiplex Networks
    DOI 10.1007/978-3-319-23947-7_10
    Type Book Chapter
    Author Corominas-Murtra B
    Publisher Springer Nature
    Pages 165-177
  • 2016
    Title Interconnected Networks
    DOI 10.1007/978-3-319-23947-7
    Type Book
    Publisher Springer Nature
  • 2016
    Title Analyses of a Virtual World
    DOI 10.1007/978-3-319-39445-9_7
    Type Book Chapter
    Author Holovatch Y
    Publisher Springer Nature
    Pages 115-130
  • 2011
    Title Emergence of good conduct, scaling and Zipf laws in human behavioral sequences in an online world
    DOI 10.48550/arxiv.1107.0392
    Type Preprint
    Author Thurner S
  • 2018
    Title Virtual social science
    DOI 10.48550/arxiv.1811.08156
    Type Preprint
    Author Thurner S
  • 2013
    Title Triadic closure dynamics drives scaling-laws in social multiplex networks
    DOI 10.48550/arxiv.1301.0259
    Type Preprint
    Author Klimek P
  • 2013
    Title How women organize social networks different from men
    DOI 10.1038/srep01214
    Type Journal Article
    Author Szell M
    Journal Scientific Reports
    Pages 1214
    Link Publication
  • 2012
    Title Emergence of Good Conduct, Scaling and Zipf Laws in Human Behavioral Sequences in an Online World
    DOI 10.1371/journal.pone.0029796
    Type Journal Article
    Author Thurner S
    Journal PLoS ONE
    Link Publication
  • 2012
    Title How women organize social networks different from men
    DOI 10.48550/arxiv.1205.4683
    Type Preprint
    Author Szell M
  • 2012
    Title SOCIAL DYNAMICS IN A LARGE-SCALE ONLINE GAME
    DOI 10.1142/s0219525912500646
    Type Journal Article
    Author Szell M
    Journal Advances in Complex Systems
    Pages 1250064
  • 2015
    Title Physical Forces between Humans and How Humans Attract and Repel Each Other Based on Their Social Interactions in an Online World
    DOI 10.1371/journal.pone.0133185
    Type Journal Article
    Author Thurner S
    Journal PLOS ONE
    Link Publication
  • 2014
    Title Fractal multi-level organisation of human groups in a virtual world
    DOI 10.1038/srep06526
    Type Journal Article
    Author Fuchs B
    Journal Scientific Reports
    Pages 6526
    Link Publication
  • 2012
    Title Understanding mobility in a social petri dish
    DOI 10.1038/srep00457
    Type Journal Article
    Author Szell M
    Journal Scientific Reports
    Pages 457
    Link Publication
  • 2013
    Title Resting-brain functional connectivity predicted by analytic measures of network communication
    DOI 10.1073/pnas.1315529111
    Type Journal Article
    Author Goñi J
    Journal Proceedings of the National Academy of Sciences
    Pages 833-838
    Link Publication
  • 2013
    Title Triadic closure dynamics drives scaling laws in social multiplex networks
    DOI 10.1088/1367-2630/15/6/063008
    Type Journal Article
    Author Klimek P
    Journal New Journal of Physics
    Pages 063008
    Link Publication
  • 2014
    Title Fractal multi-level organisation of human groups in a virtual world
    DOI 10.48550/arxiv.1403.3228
    Type Preprint
    Author Fuchs B
  • 2014
    Title Interevent time distributions of human multi-level activity in a virtual world
    DOI 10.48550/arxiv.1407.2006
    Type Preprint
    Author Mryglod O
  • 2014
    Title Physical forces between humans and how humans attract and repel each other based on their social interactions in an online world
    DOI 10.48550/arxiv.1412.2958
    Type Preprint
    Author Thurner S
  • 2014
    Title Behavioral and Network Origins of Wealth Inequality: Insights from a Virtual World
    DOI 10.48550/arxiv.1403.6342
    Type Preprint
    Author Fuchs B
  • 2014
    Title Towards a mathematical theory of meaningful communication
    DOI 10.1038/srep04587
    Type Journal Article
    Author Corominas-Murtra B
    Journal Scientific Reports
    Pages 4587
    Link Publication
  • 2014
    Title Behavioral and Network Origins of Wealth Inequality: Insights from a Virtual World
    DOI 10.1371/journal.pone.0103503
    Type Journal Article
    Author Fuchs B
    Journal PLoS ONE
    Link Publication
  • 2014
    Title Detection of the Elite Structure in a Virtual Multiplex Social System by Means of a Generalised K-Core
    DOI 10.1371/journal.pone.0112606
    Type Journal Article
    Author Corominas-Murtra B
    Journal PLoS ONE
    Link Publication
  • 2013
    Title On the origins of hierarchy in complex networks
    DOI 10.1073/pnas.1300832110
    Type Journal Article
    Author Corominas-Murtra B
    Journal Proceedings of the National Academy of Sciences
    Pages 13316-13321
    Link Publication
  • 2014
    Title Fractal multi-level organisation of human groups in a virtual world
    DOI 10.3929/ethz-b-000091213
    Type Other
    Author Fuchs
    Link Publication
  • 0
    Title Dynamical origins of the community structure of multi-layer societies.
    Type Other
    Author Klimek P

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