Skip to main content

2023 | OriginalPaper | Buchkapitel

Bayesian Approach to Uncertainty Visualization of Heterogeneous Behaviors in Modeling Networked Anagram Games

verfasst von : Xueying Liu, Zhihao Hu, Xinwei Deng, Chris J. Kuhlman

Erschienen in: Complex Networks and Their Applications XI

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Heterogeneous player behaviors are commonly observed in games. It is important to quantify and visualize these heterogeneities in order to understand collective behaviors. Our work focuses on developing a Bayesian approach for uncertainty visualization in a model of networked anagram games. In these games, team members collectively form as many words as possible by sharing letters with their neighbors in a network. Heterogeneous player behaviors include great differences in numbers of words formed and the amount of cooperation among networked neighbors. Our Bayesian approach provides meaningful insights for inferring worst, average, and best player performance within behavioral clusters, overcoming previous model shortcomings. These inferences are integrated into a simulation framework to understand the implications of model uncertainty and players’ heterogeneous behaviors.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Cedeno, V., Hu, Z., et al.: Networked experiments and modeling for producing collective identity in a group of human subjects using an iterative abduction framework. Soc. Netw. Anal. Min. (SNAM), 43 (2020) Cedeno, V., Hu, Z., et al.: Networked experiments and modeling for producing collective identity in a group of human subjects using an iterative abduction framework. Soc. Netw. Anal. Min. (SNAM), 43 (2020)
2.
Zurück zum Zitat Charness, G., Cobo-Reyes, R., et al.: Identities, selection, and contributions in a public-goods game. Games Econ. Beh. (2014) Charness, G., Cobo-Reyes, R., et al.: Identities, selection, and contributions in a public-goods game. Games Econ. Beh. (2014)
3.
Zurück zum Zitat Chen, C.H., Härdle, W.K., Unwin, A.: Handbook of data visualization. Springer Science & Business Media (2007) Chen, C.H., Härdle, W.K., Unwin, A.: Handbook of data visualization. Springer Science & Business Media (2007)
4.
Zurück zum Zitat Cook, D., Lee, E.K., Majumder, M.: Data visualization and statistical graphics in big data analysis. Annual Rev. Stat. Appl. 3, 133–159 (2016)CrossRef Cook, D., Lee, E.K., Majumder, M.: Data visualization and statistical graphics in big data analysis. Annual Rev. Stat. Appl. 3, 133–159 (2016)CrossRef
5.
Zurück zum Zitat Dankulov, M.M., Melnik, R., Tadić, B.: The dynamics of meaningful social interactions and the emergence of collective knowledge. Sci. Rep. 5, 12197-1–12197-10 (2015) Dankulov, M.M., Melnik, R., Tadić, B.: The dynamics of meaningful social interactions and the emergence of collective knowledge. Sci. Rep. 5, 12197-1–12197-10 (2015)
6.
Zurück zum Zitat Dominowski, R.L.: Anagram solving as a function of letter moves. J. Verbal Learn. Verbal Beh. 5, 107–111 (1966)CrossRef Dominowski, R.L.: Anagram solving as a function of letter moves. J. Verbal Learn. Verbal Beh. 5, 107–111 (1966)CrossRef
7.
Zurück zum Zitat Gabry, J., Simpson, D., Vehtari, A., Betancourt, M., Gelman, A.: Visualization in Bayesian workflow. J. R. Stat. Soc. Ser. A (Stat. Soc.) 182(2), 389–402 (2019)CrossRef Gabry, J., Simpson, D., Vehtari, A., Betancourt, M., Gelman, A.: Visualization in Bayesian workflow. J. R. Stat. Soc. Ser. A (Stat. Soc.) 182(2), 389–402 (2019)CrossRef
8.
Zurück zum Zitat House, L., Leman, S., Han, C.: Bayesian visual analytics: Bava. Stat. Anal. Data Mining ASA Data Sci J 8(1), 1–13 (2015)CrossRefMATH House, L., Leman, S., Han, C.: Bayesian visual analytics: Bava. Stat. Anal. Data Mining ASA Data Sci J 8(1), 1–13 (2015)CrossRefMATH
9.
Zurück zum Zitat Hu, Z., Deng, X., Kuhlman, C.J.: Versatile uncertainty quantification of contrastive behaviors for modeling networked anagram games. In: Complex Networks (2021) Hu, Z., Deng, X., Kuhlman, C.J.: Versatile uncertainty quantification of contrastive behaviors for modeling networked anagram games. In: Complex Networks (2021)
10.
Zurück zum Zitat Johnson, C.R., Sanderson, A.R.: A next step: visualizing errors and uncertainty. IEEE Comput. Graph. Appl. 23(5), 6–10 (2003)CrossRef Johnson, C.R., Sanderson, A.R.: A next step: visualizing errors and uncertainty. IEEE Comput. Graph. Appl. 23(5), 6–10 (2003)CrossRef
11.
Zurück zum Zitat Kearns, M., Suri, S., Montfort, N.: An experimental study of the coloring problem on human subject networks. Science 313(5788), 824–827 (2006)CrossRef Kearns, M., Suri, S., Montfort, N.: An experimental study of the coloring problem on human subject networks. Science 313(5788), 824–827 (2006)CrossRef
12.
Zurück zum Zitat Kulis, B., Jordan, M.: Revisiting k-means: New algorithms via Bayesian nonparametrics. In: ICML (2012) Kulis, B., Jordan, M.: Revisiting k-means: New algorithms via Bayesian nonparametrics. In: ICML (2012)
13.
Zurück zum Zitat Liu, X., Hu, Z., Deng, X., Kuhlman, C.J.: A Bayesian uncertainty quantification approach for agent-based modeling of networked anagram games. In: WSC (2022) Liu, X., Hu, Z., Deng, X., Kuhlman, C.J.: A Bayesian uncertainty quantification approach for agent-based modeling of networked anagram games. In: WSC (2022)
14.
Zurück zum Zitat Pang, A.T., Wittenbrink, C.M., Lodha, S.K., et al.: Approaches to uncertainty visualization. Visual Comput. 13(8), 370–390 (1997)CrossRef Pang, A.T., Wittenbrink, C.M., Lodha, S.K., et al.: Approaches to uncertainty visualization. Visual Comput. 13(8), 370–390 (1997)CrossRef
15.
Zurück zum Zitat Potter, K., Rosen, P., Johnson, C.R.: From quantification to visualization: a taxonomy of uncertainty visualization approaches. In: IFIP Working Conference on Uncertainty Quantification, pp. 226–249. Springer (2011) Potter, K., Rosen, P., Johnson, C.R.: From quantification to visualization: a taxonomy of uncertainty visualization approaches. In: IFIP Working Conference on Uncertainty Quantification, pp. 226–249. Springer (2011)
16.
Zurück zum Zitat Russell, D.G., Sarason, I.G.: Test anxiety, sex, and experimental conditions in relation to anagram solution. J. Personal. Social Psychol. 493–496 (1965) Russell, D.G., Sarason, I.G.: Test anxiety, sex, and experimental conditions in relation to anagram solution. J. Personal. Social Psychol. 493–496 (1965)
17.
Zurück zum Zitat Unakafov, A.M., Schultze, T., et al.: Emergence and suppression of cooperation by action visibility in transparent games. PLoS Comput. Biol. 16(1), e1007588 (2020)CrossRef Unakafov, A.M., Schultze, T., et al.: Emergence and suppression of cooperation by action visibility in transparent games. PLoS Comput. Biol. 16(1), e1007588 (2020)CrossRef
Metadaten
Titel
Bayesian Approach to Uncertainty Visualization of Heterogeneous Behaviors in Modeling Networked Anagram Games
verfasst von
Xueying Liu
Zhihao Hu
Xinwei Deng
Chris J. Kuhlman
Copyright-Jahr
2023
DOI
https://doi.org/10.1007/978-3-031-21131-7_46

Premium Partner