A Geometric Model of Opinion Polarization
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Abstract (arXiv)
We introduce a simple, geometric model of opinion polarization. It is a model of political persuasion, as well as marketing and advertising, utilizing social values. It focuses on the interplay between different topics and persuasion efforts. We demonstrate that societal opinion polarization often arises as an unintended byproduct of influencers attempting to promote a product or idea. We discuss a number of mechanisms for the emergence of polarization involving one or more influencers, sending messages strategically, heuristically, or randomly. We also examine some computational aspects of choosing the most effective means of influencing agents, and the effects of those strategic considerations on polarization.
Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). First posted on arXiv 11 Oct 2019.
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Citing papers per year: 2022: 2; 2023: 2; 2024: 2; 2025: 1.
7 papers.
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- 2023Online Recommendations for Agents with Discounted Adaptive Preferencescited by 5
- 2025Decision-Dependent Stochastic Optimization: The Role of Distribution Dynamicscited by 5
- 2024Online Stackelberg Optimization via Nonlinear Controlcited by 1
- 2024Optimally Improving Cooperative Learning in a Social Settingcited by 0
- 2025Decision-Dependent Stochastic Optimization: The Role of Distribution Dynamics10 Mar 2025
- 2024Online Stackelberg Optimization via Nonlinear Control27 Jun 2024
- 2024Optimally Improving Cooperative Learning in a Social Setting31 May 2024
- 2023Leveraging Large Language Models for Collective Decision-Making3 Nov 2023
- 2023Online Recommendations for Agents with Discounted Adaptive Preferences12 Feb 2023
- 2022Deep Generalized Schr"odinger Bridge20 Sep 2022
- 2022Preference Dynamics Under Personalized Recommendations25 May 2022