A FRAMEWORK FOR THE CALIBRATION OF SOCIAL SIMULATION MODELS

Giovanni Luca Ciampaglia ()
Additional contact information
Giovanni Luca Ciampaglia: Center for Complex Networks and Systems Research, School of Informatics and Computing, Indiana University, 919 E 10th St., Bloomington, IN 47408, USA

Advances in Complex Systems (ACS), 2013, vol. 16, issue 04n05, 1-29

Abstract: Simulation with agent-based models is increasingly used in the study of complex socio-technical systems and in social simulation in general. This paradigm offers a number of attractive features, namely the possibility of modeling emergent phenomena within large populations. As a consequence, often the quantity in need of calibration may be a distribution over the population whose relation with the parameters of the model is analytically intractable. Nevertheless, we can simulate. In this paper we present a simulation-based framework for the calibration of agent-based models with distributional output based on indirect inference. We illustrate our method step by step on a model of norm emergence in an online community of peer production, using data from three large Wikipedia communities. Model fit and diagnostics are discussed.

Keywords: Agent-based model; calibration; indirect inference; Wikipedia; norm emergence (search for similar items in EconPapers)
Date: 2013
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (1)

Downloads: (external link)
http://www.worldscientific.com/doi/abs/10.1142/S0219525913500306
Access to full text is restricted to subscribers

Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.

Export reference: BibTeX RIS (EndNote, ProCite, RefMan) HTML/Text

Persistent link: https://EconPapers.repec.org/RePEc:wsi:acsxxx:v:16:y:2013:i:04n05:n:s0219525913500306

Ordering information: This journal article can be ordered from

DOI: 10.1142/S0219525913500306

Access Statistics for this article

Advances in Complex Systems (ACS) is currently edited by Frank Schweitzer

More articles in Advances in Complex Systems (ACS) from World Scientific Publishing Co. Pte. Ltd.
Bibliographic data for series maintained by Tai Tone Lim ().