A general solution to the preferential selection model
August 06, 2020 Β· Declared Dead Β· π arXiv.org
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Authors
Jake Ryland Williams, Diana Solano-Oropeza, Jacob R. Hunsberger
arXiv ID
2008.02885
Category
physics.soc-ph
Cross-listed
cs.CL,
cs.CY
Citations
0
Venue
arXiv.org
Last Checked
4 months ago
Abstract
We provide a general analytic solution to Herbert Simon's 1955 model for time-evolving novelty functions. This has far-reaching consequences: Simon's is a pre-cursor model for Barabasi's 1999 preferential attachment model for growing social networks, and our general abstraction of it more considers attachment to be a form of link selection. We show that any system which can be modeled as instances of types---i.e., occurrence data (frequencies)---can be generatively modeled (and simulated) from a distributional perspective with an exceptionally high-degree of accuracy.
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