Understanding social fragmentation in a Hamiltonian approach
Understanding social fragmentation in a Hamiltonian approach
Disciplines
Other Social Sciences (5%); Computer Sciences (30%); Mathematics (5%); Physics, Astronomy (60%)
Keywords
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Opinion Formation,
Co-Evolutionary Dynamics,
Social Fragmentation,
Spin Glass,
Phase Transitions,
Social Balance Theory
Like many social phenomena, the formation of individuals` opinions within a society emerges as a result of the complex interactions within friendship-, communication-, or other types of social networks. This happens through a dynamic process in which opinions and the respective network simultaneously co-evolve and influence each other. We currently witness a societal fragmentation where individuals cooperate within groups but become increasingly hostile between groups. While modern social media are often attributed as a cause for this fragmentation, and so called filter bubbles or echo chambers are believed to have a negative impact on opinion formation processes in democracies, its details and dynamics remain largely unknown. We want to clarify the main driving forces behind social fragmentation within the framework of physics-inspired opinion formation models. We propose a model of a toy society that incorporates two fundamentals of social dynamics, opinion formation based on copying opinions of others, and structural social balance, meaning e.g. that my friends friend is my friend. Similar models in physics show phase transitions. They correspond with a rapid change within the system, e.g. the change from ice to water when temperature increases. Similarly to temperature, there are critical parameters that separate a homogenous society from a fragmented one. In this project, we try to find such parameters to better understand, when a society is expected to disintegrate into rivaling groups, impeding democratic decision processes. A main observation is that the increase of communication processes within the population could be involved in the fragmentation process. We want to uncover this possibility within the project.
In today's society, we are witnessing an increasing divide-people form tightly-knit groups where they cooperate internally but grow more hostile toward those outside their circles. This fragmentation emerges from the complex web of social interactions, where opinions and relationships evolve together over time. Two fundamental forces shape these social interactions: homophily and Heider balance. Homophily is the tendency of like-minded individuals to form connections-captured by the saying, "birds of a feather flock together." Heider balance, on the other hand, follows the principle that "the friend of my friend is my friend, and the enemy of my friend is my enemy." These two mechanisms play a crucial role in how opinions spread and how social groups form and evolve. Recently, we have seen a rise in polarization, with people clustering into echo chambers-isolated groups where similar views reinforce one another while differing perspectives are excluded. In this project, we investigated the key forces driving this fragmentation using physics-inspired models of opinion formation. We developed a simplified model of society that incorporates homophily and Heider balance to explore the conditions under which social groups become deeply divided. Just like in physical systems, where matter undergoes phase transitions-such as water turning into ice when temperatures drop-our models reveal that societies can suddenly shift from a state of coexistence to deep polarization. By identifying the key parameters driving these transitions, we gained insight into when and how a society may split into opposing factions. One striking finding is that increased communication-particularly through modern social media-can accelerate fragmentation rather than fostering understanding. The rise of filter bubbles and echo chambers online demonstrates how digital interactions can unintentionally reinforce societal divisions, potentially undermining democratic discourse. By better understanding these mechanisms, we hope to contribute to discussions on how to counteract polarization and build more cohesive societies.
Research Output
- 51 Citations
- 13 Publications
- 13 Disseminations
- 4 Scientific Awards
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2024
Title Nonequilibrium thermodynamics of uncertain stochastic processes DOI 10.1103/physrevresearch.6.013021 Type Journal Article Author Korbel J Journal Physical Review Research Pages 013021 Link Publication -
2021
Title Energy distribution of inelastic gas in a box is dominated by a power law -- a derivation in the framework of sample space reducing processes DOI 10.48550/arxiv.2110.12730 Type Preprint Author Korbel J Link Publication -
2024
Title Firm-level supply chains to minimize unemployment and economic losses in rapid decarbonization scenarios DOI 10.1038/s41893-024-01321-x Type Journal Article Author Stangl J Journal Nature Sustainability Pages 581-589 Link Publication -
2023
Title Energy distribution of inelastic gas in a box is dominated by a power law—a derivation in the framework of sample space reducing processes DOI 10.1088/1367-2630/acaf15 Type Journal Article Author Thurner S Journal New Journal of Physics Pages 013014 Link Publication -
2023
Title Homophily-Based Social Group Formation in a Spin Glass Self-Assembly Framework DOI 10.1103/physrevlett.130.057401 Type Journal Article Author Korbel J Journal Physical Review Letters Pages 057401 Link Publication -
2021
Title Understanding collapse of social systems through co-evolutionary network dynamics Type PhD Thesis Author Tuan Minh Pham Link Publication -
2021
Title Balance and fragmentation in societies with homophily and social balance DOI 10.21203/rs.3.rs-540490/v1 Type Preprint Author Alexander A -
2020
Title Stochastic thermodynamics and fluctuation theorems for non-linear systems DOI 10.48550/arxiv.2011.06866 Type Other Author Korbel J Link Publication -
2022
Title Nonequilibrium thermodynamics of uncertain stochastic processes DOI 10.48550/arxiv.2210.05249 Type Preprint Author Korbel J -
2022
Title Homophily-based social group formation in a spin-glass self-assembly framework DOI 10.48550/arxiv.2211.12210 Type Preprint Author Korbel J -
2021
Title Balance and fragmentation in societies with homophily and social balance DOI 10.1038/s41598-021-96065-5 Type Journal Article Author Pham T Journal Scientific Reports Pages 17188 Link Publication -
2022
Title Empirical social triad statistics can be explained with dyadic homophylic interactions DOI 10.1073/pnas.2121103119 Type Journal Article Author Pham T Journal Proceedings of the National Academy of Sciences Link Publication -
2023
Title Firm-level supply chains to minimize unemployment and economic losses in rapid decarbonization scenarios DOI 10.48550/arxiv.2302.08987 Type Other Author Borsos A Link Publication
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Title Article in "Spektrum der Wissenschaft", Germany DOI 10.1103/physrevresearch.6.013021 Type A press release, press conference or response to a media enquiry/interview Link Link -
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Title Article release in Der Standard on protest movements Type A press release, press conference or response to a media enquiry/interview Link Link -
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Title Article release on Science orf.at about social stability DOI 10.1073/pnas.2121103119 Type A press release, press conference or response to a media enquiry/interview Link Link -
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Title Computation in Dynamical Systems Type Participation in an activity, workshop or similar -
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Title Exchange with professional practioners Type A formal working group, expert panel or dialogue Link Link -
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Title Interdisciplinary communication in network science Type Participation in an activity, workshop or similar Link Link -
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Title Interprofessional exchange on radio Oe1 Type A broadcast e.g. TV/radio/film/podcast (other than news/press) Link Link -
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Title Interview and article release in "News" Type A press release, press conference or response to a media enquiry/interview Link Link -
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Title Multi-disciplinary workshop at ETH Zurich Type A formal working group, expert panel or dialogue Link Link -
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Title Press release, APA Science DOI 10.110.1103/physrevlett.130.057401 Type A press release, press conference or response to a media enquiry/interview Link Link -
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Title Statistical Physics of Opinion Formation & Collective Decision-Making Type Participation in an activity, workshop or similar Link Link -
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Title Trade-offs between thermodynamic cost, intelligence and fitness in living organisms Type Participation in an activity, workshop or similar Link Link -
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Title Workshop on Stochastic Thermodynamics Type Participation in an activity, workshop or similar Link Link
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2024
Title Keynote at the NPCS Annual Conference 2024 Type Personally asked as a key note speaker to a conference Level of Recognition Continental/International -
2024
Title Keynote at ETH Zurich Type Personally asked as a key note speaker to a conference Level of Recognition Continental/International -
2023
Title Dora Brücke-Teleky Award Type Poster/abstract prize DOI 10.1103/physrevlett.130.057401 Level of Recognition National (any country) -
2021
Title 728. WE-Heraeus-Seminar of the Wilhelm and Else Heraeus Foundation Type Poster/abstract prize Level of Recognition National (any country)