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THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

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THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme. http://www.tp.umu.se/~holme/. (my collaborator) Fredrik Liljeros decided to come here. complex network boom of early 00’s. (my office mate) Martin Rosvall was invited. Narrative network / memory web. - PowerPoint PPT Presentation
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THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme http://www.tp.umu.se/ ~holme/
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Page 1: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

THE EMERGENCE OF COLLECTIVE MEMORIES

Sungmin LeeVerónica RamenzoniPetter Holme

http://www.tp.umu.se/~holme/

Page 2: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

Petter@DPG

I became interested in a science career

discrete mathematics

(my collaborator) Fredrik Liljeros decided to come here

complex network boom of early 00’s

(my office mate) MartinRosvall was invited

Narrative network / memory web

Page 3: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

What is the topology of real narrative networks?How can we model the evolution of narrative networks / memory webs?How (much) can communication stabilize collective memories?What are the conditions for groups to form?How does the observations behave as a function of population size?

Outline

Page 4: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

Empirical memory webSource material

Bearman, Moody, Faris, 2003. “Networks and History” Complexity 8:61–71.

Page 5: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

Empirical memory webIndividual memory web 1

Bearman, Moody, Faris, 2003. “Networks and History” Complexity 8:61–71.

Page 6: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

Empirical memory webIndividual memory web 2

Bearman, Moody, Faris, 2003. “Networks and History” Complexity 8:61–71.

Page 7: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

Empirical memory webAggregate memory web

Bearman, Moody, Faris, 2003. “Networks and History” Complexity 8:61–71.

Page 8: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

Empirical memory webDegree distribution

Page 9: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

Empirical memory webCommunity structure

Page 10: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

N agents with individual memory webs connected by a coevolving social networkAgents can learn about history from experience or communication.Closer friends are more likely to communicate & people who communicate often are closer friends.

Events / associative arcs remembered more strongly are more frequently discussed, and vice versa.

Events / associative arcs not talked about are gradually forgotten.

Model ingredients

Page 11: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

Communication modelLearning dynamics

Page 12: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

Example outputMemory overlap, Jaccard index of associative arcs

Page 13: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

Model community structureNumber of groups

Page 14: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

Model community structureMemories and social ties

Page 15: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

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Model community structureSize- & communication-rate scaling of the number of communities

Page 16: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

Model community structureSize-scaling of the diversity regime

Page 17: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

Model community structureSize-scaling of the number of groups

Page 18: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

Narrative networks represent memory webs.Network modeling can be helpful to understand these quantitatively.An empirical narrative network shows skewed (in- and out-) degree distribution.Propose a communication model that shows the emergence of collective memories… and the formation of communities with strong internal connections and similar memory websThe number of communities is limited as a function of N

Summary

Page 19: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

Petter

Vielen Dank!to all of you … from

Sungmin Verónica

http://www.tp.umu.se/~holme/

Page 20: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

Empirical memory webClustering coefficient vs. degree

Page 21: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

Empirical memory webDegree correlations

Page 22: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

Communication modelCommunity structure

Page 23: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

Communication modelErrors & misinterpretations

Page 24: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

Model community structureWhy a peak in g?

Page 25: THE EMERGENCE OF COLLECTIVE MEMORIES Sungmin Lee Verónica Ramenzoni Petter Holme

Model community structureSize-scaling of the diversity regime


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