Computational Model Library

Citation Agents: A model of collective learning through scientific publication (1.0.0)

Simulates the construction of scientific journal publications, including authors, references, contents and peer review. Also simulates collective learning on a fitness landscape.

Generates distributions, including power law distributions for papers per author and citations per paper, as seen in bibliometric data. Generates networks, including co-authorship and collaboration. Performs heuristic search on a Kauffman NK fitness landscape, effectively making the scientist authors a form of swarm optimisation.

Described in the paper:

Watts, Christopher & Nigel Gilbert (forthcoming) “Does cumulative advantage affect collective learning in science? An agent-based simulation”, Scientometrics.

CitationsPerPaper.JPG

Release Notes

This version was used to generate the data behind all charts included in the Scientometrics paper.

A later version, which runs in Netlogo 5.1, was developed for our 2014 book, “Simulating Innovation”. Download it from here:
http://www.simian.ac.uk/resources/models/simulating-innovation
A version in Excel 2003/VBA is also available from the book’s site.

Associated Publications

Citation Agents: A model of collective learning through scientific publication 1.0.0

Simulates the construction of scientific journal publications, including authors, references, contents and peer review. Also simulates collective learning on a fitness landscape.

Generates distributions, including power law distributions for papers per author and citations per paper, as seen in bibliometric data. Generates networks, including co-authorship and collaboration. Performs heuristic search on a Kauffman NK fitness landscape, effectively making the scientist authors a form of swarm optimisation.

Described in the paper:

Watts, Christopher & Nigel Gilbert (forthcoming) “Does cumulative advantage affect collective learning in science? An agent-based simulation”, Scientometrics.

Release Notes

This version was used to generate the data behind all charts included in the Scientometrics paper.

A later version, which runs in Netlogo 5.1, was developed for our 2014 book, “Simulating Innovation”. Download it from here:
http://www.simian.ac.uk/resources/models/simulating-innovation
A version in Excel 2003/VBA is also available from the book’s site.

Version Submitter First published Last modified Status
1.0.0 Christopher Watts Fri Jul 31 08:49:28 2015 Mon Feb 19 19:10:02 2018 Published

Discussion

This website uses cookies and Google Analytics to help us track user engagement and improve our site. If you'd like to know more information about what data we collect and why, please see our data privacy policy. If you continue to use this site, you consent to our use of cookies.
Accept