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A Hybrid Opinion Formation and Polarization Model
Baizhong Yang1, Quan Yu2,3, Yi Fan2,3
1School of Mathematics and Statistic, Guizhou University, Guiyang 550025, China.
Entropy (Basel, Switzerland)
|November 24, 2022
Summary
This study introduces a hybrid opinion model where agents have discrete opinions (Yes/No/Neutral) and continuous support degrees. Simulations explore how these factors influence opinion dynamics and polarization.
Area of Science:
- Social Sciences
- Computational Social Science
- Network Science
Background:
- Traditional opinion formation models use numerical representations, limiting nuanced opinion dynamics.
- Existing models often fail to capture the gradual shift in opinion strength.
Purpose of the Study:
- To propose a novel hybrid opinion model integrating discrete opinions with continuous support degrees.
- To investigate the evolution of both opinion and support degree within social networks.
- To explore extensions of the model leading to opinion polarization.
Main Methods:
- Developed a hybrid agent-based model representing opinions as discrete states (Yes/No/Neutral) with associated continuous support degrees.
- Simulated opinion evolution by updating support degrees based on interactions, allowing for progressive changes.
- Analyzed the impact of key parameters: number of agents, initial support degree distribution, and support degree change per interaction.
Main Results:
- The hybrid model captures the dual evolution of opinion state and support intensity.
- Simulations demonstrate how progressive changes in support degree can lead to opinion shifts.
- Model extensions show potential for generating opinion polarization within social groups.
Conclusions:
- The hybrid opinion model offers a more realistic representation of opinion dynamics in social systems.
- Support degree evolution is a critical factor influencing opinion change and polarization.
- The model provides a framework for studying complex social phenomena like opinion polarization.
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