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Discrete model of opinion changes using knowledge and emotions as control variables
1KEN 94/140, Warsaw, Poland. pawelsobko@gmail.com
Plos One
|September 18, 2012
Summary
This study introduces a new model for opinion dynamics, incorporating emotional state and information. The model reveals complex agent behaviors and opinion shifts, even with simple communication structures.
Area of Science:
- Computational Social Science
- Agent-Based Modeling
- Opinion Dynamics
Background:
- Understanding opinion change is crucial for social simulations.
- Existing models often lack flexibility in representing individual attitude dynamics.
- Emotional states and information processing significantly influence individual opinions.
Purpose of the Study:
- To develop a flexible, discrete model of individual attitude dynamics for agent-based simulations.
- To represent opinion changes influenced by an agent's emotional state and information level.
- To explore the application of this model in diverse social environments.
Main Methods:
- A discrete version of the cusp catastrophe model was adapted.
- Information was modeled as a normal factor, and emotional arousal as a splitting factor.
- Agent communication was simulated with a fully connected topology.
Main Results:
- The model demonstrates complex agent behavior and opinion dynamics.
- Phase transitions were observed, driven by external propaganda and symmetry breaking.
- Stable distributions of agents with varying emotions, information, and opinions emerged.
Conclusions:
- The proposed model offers a flexible representation of opinion dynamics.
- Agent emotional states and information levels are key drivers of opinion change.
- The model's complexity highlights the impact of external factors like propaganda on social systems.
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