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Updated: Apr 1, 2026

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Published on: November 21, 2019
The Undecided Have the Key: Interaction-Driven Opinion Dynamics in a Three State Model
Pablo Balenzuela1, Juan Pablo Pinasco2, Viktoriya Semeshenko3
1Departamento de Física, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires and IFIBA, CONICET, Buenos Aires, Argentina.
This study introduces a new opinion formation model where undecided agents are key. A minimum fraction of undecided individuals is crucial for reaching consensus and determining dominant opinions in polarized situations.
Area of Science:
- Social Psychology
- Computational Social Science
- Mathematical Physics
Background:
- Interpersonal interactions drive social aggregation and collective opinion formation.
- Opinion dynamics is a multidisciplinary field studied by sociologists, psychologists, physicists, and mathematicians.
Purpose of the Study:
- To present a novel computational model for opinion formation.
- To investigate the role of undecided agents and persuasion dynamics in collective opinion shifts.
Main Methods:
- Developed a threshold-based model of opinion formation with agents having strict preferences or being undecided.
- Analyzed the influence of the initial fraction of undecided agents and persuasion change per interaction on steady states.
- Presented the theoretical framework using master equations to understand opinion dynamics.
Main Results:
- The model exhibits diverse steady states, including consensus and bi-polarization.
- A minimum fraction of undecided agents is essential for both consensus and establishing a dominant opinion in polarized scenarios.
- The interplay between initial undecided fraction and persuasion change dictates the system's emergent states.
Conclusions:
- The proposed model offers a nuanced understanding of opinion formation dynamics.
- Undecided agents play a critical role in shaping collective opinions, influencing both consensus and polarization.
- The model's complexity, particularly the analytical challenges of its master equations, warrants further investigation.
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