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A social diffusion model with an application on election simulation.

Jing-Kai Lou1, Fu-Min Wang2, Chin-Hua Tsai2

  • 1Institute of information Science, Academia Sinica, 128 Academia Road, Section 2, Nankang, Taipei 115, Taiwan ; Department of Electrical Engineering, National Taiwan University, No. 1, Section 4, Roosevelt Road, Taipei 10617, Taiwan.

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Summary
This summary is machine-generated.

This study introduces a novel opinion diffusion model for elections, accounting for pre-existing candidate preferences and multi-value opinions. The new model significantly outperforms existing methods in simulating electoral opinion dynamics.

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Area of Science:

  • Social Network Analysis
  • Computational Social Science
  • Political Science

Background:

  • Traditional opinion diffusion models struggle with election scenarios due to pre-existing individual attitudes and the multi-faceted nature of political opinions.
  • Existing models often simplify opinions to single values, failing to capture complex preferences for multiple candidates in electoral contexts.

Purpose of the Study:

  • To design and develop a novel opinion diffusion model capable of handling the complexities of electoral opinion formation.
  • To provide an empirical approach for modeling the interflow and formation of crowd opinions in elections.

Main Methods:

  • Development of a new diffusion model that accommodates intrinsic individual attitudes and multi-candidate preferences.
  • Simulation of opinion diffusion on a network constructed from a publicly available bibliography dataset.
  • Comparative analysis against established models like Independent Cascade.

Main Results:

  • The proposed model consistently demonstrated superior performance compared to existing diffusion models.
  • The model successfully simulated electoral opinion dynamics, offering insights into crowd opinion formation.

Conclusions:

  • The developed model offers a more intuitive and accurate approach to understanding opinion diffusion in electoral settings.
  • This work provides a valuable tool for investigating electoral issues and crowd behavior through simulation.