Literature DB >> 25983351

AGENT-BASED MODELS IN EMPIRICAL SOCIAL RESEARCH.

Elizabeth Bruch1, Jon Atwell1.   

Abstract

Agent-based modeling has become increasingly popular in recent years, but there is still no codified set of recommendations or practices for how to use these models within a program of empirical research. This article provides ideas and practical guidelines drawn from sociology, biology, computer science, epidemiology, and statistics. We first discuss the motivations for using agent-based models in both basic science and policy-oriented social research. Next, we provide an overview of methods and strategies for incorporating data on behavior and populations into agent-based models, and review techniques for validating and testing the sensitivity of agent-based models. We close with suggested directions for future research.

Entities:  

Year:  2015        PMID: 25983351      PMCID: PMC4430112          DOI: 10.1177/0049124113506405

Source DB:  PubMed          Journal:  Sociol Methods Res        ISSN: 0049-1241


  33 in total

1.  Individual-based perspectives on R(0).

Authors:  M J Keeling; B T Grenfell
Journal:  J Theor Biol       Date:  2000-03-07       Impact factor: 2.691

2.  Modelling disease outbreaks in realistic urban social networks.

Authors:  Stephen Eubank; Hasan Guclu; V S Anil Kumar; Madhav V Marathe; Aravind Srinivasan; Zoltán Toroczkai; Nan Wang
Journal:  Nature       Date:  2004-05-13       Impact factor: 49.962

3.  A comparison of random vs. chemotaxis-driven contacts of T cells with dendritic cells during repertoire scanning.

Authors:  Thomas Riggs; Adrienne Walts; Nicolas Perry; Laura Bickle; Jennifer N Lynch; Amy Myers; Joanne Flynn; Jennifer J Linderman; Mark J Miller; Denise E Kirschner
Journal:  J Theor Biol       Date:  2007-10-18       Impact factor: 2.691

4.  The evolution of cooperation.

Authors:  R Axelrod; W D Hamilton
Journal:  Science       Date:  1981-03-27       Impact factor: 47.728

5.  Modelling to contain pandemics.

Authors:  Joshua M Epstein
Journal:  Nature       Date:  2009-08-06       Impact factor: 49.962

6.  Perceived job insecurity and worker health in the United States.

Authors:  Sarah A Burgard; Jennie E Brand; James S House
Journal:  Soc Sci Med       Date:  2009-09       Impact factor: 4.634

7.  Parameter estimation and sensitivity analysis in an agent-based model of Leishmania major infection.

Authors:  Garrett M Dancik; Douglas E Jones; Karin S Dorman
Journal:  J Theor Biol       Date:  2009-10-23       Impact factor: 2.691

8.  METHODOLOGICAL ISSUES IN THE ANALYSIS OF RESIDENTIAL PREFERENCES, RESIDENTIAL MOBILITY, AND NEIGHBORHOOD CHANGE.

Authors:  Elizabeth E Bruch; Robert D Mare
Journal:  Sociol Methodol       Date:  2012-08

9.  Interdisciplinarity and systems science to improve population health: a view from the NIH Office of Behavioral and Social Sciences Research.

Authors:  Patricia L Mabry; Deborah H Olster; Glen D Morgan; David B Abrams
Journal:  Am J Prev Med       Date:  2008-08       Impact factor: 5.043

10.  Cooperation and contagion in web-based, networked public goods experiments.

Authors:  Siddharth Suri; Duncan J Watts
Journal:  PLoS One       Date:  2011-03-11       Impact factor: 3.240

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  21 in total

1.  How Initial Prevalence Moderates Network-based Smoking Change: Estimating Contextual Effects with Stochastic Actor-based Models.

Authors:  Jimi Adams; David R Schaefer
Journal:  J Health Soc Behav       Date:  2016-03

2.  Climate Change and Migration: New Insights from a Dynamic Model of Out-Migration and Return Migration.

Authors:  Barbara Entwisle; Ashton Verdery; Nathalie Williams
Journal:  AJS       Date:  2020-05

3.  Cooperation Is Not Enough—Exploring Social-Ecological Micro-Foundations for Sustainable Common-Pool Resource Use [corrected].

Authors:  Caroline Schill; Nanda Wijermans; Maja Schlüter; Therese Lindahl
Journal:  PLoS One       Date:  2016-08-24       Impact factor: 3.240

Review 4.  Using Agent-Based Models to Develop Public Policy about Food Behaviours: Future Directions and Recommendations.

Authors:  Philippe J Giabbanelli; Rik Crutzen
Journal:  Comput Math Methods Med       Date:  2017-03-21       Impact factor: 2.238

5.  A Model for the Spread of Infectious Diseases in a Region.

Authors:  Elizabeth Hunter; Brian Mac Namee; John D Kelleher
Journal:  Int J Environ Res Public Health       Date:  2020-04-30       Impact factor: 3.390

6.  An open-data-driven agent-based model to simulate infectious disease outbreaks.

Authors:  Elizabeth Hunter; Brian Mac Namee; John Kelleher
Journal:  PLoS One       Date:  2018-12-19       Impact factor: 3.240

7.  Why should we apply ABM for decision analysis for infectious diseases?-An example for dengue interventions.

Authors:  Florian Miksch; Beate Jahn; Kurt Junshean Espinosa; Jagpreet Chhatwal; Uwe Siebert; Nikolas Popper
Journal:  PLoS One       Date:  2019-08-27       Impact factor: 3.240

8.  Complex systems models for causal inference in social epidemiology.

Authors:  Hiba N Kouser; Ruby Barnard-Mayers; Eleanor Murray
Journal:  J Epidemiol Community Health       Date:  2020-11-10       Impact factor: 3.710

9.  An application of the Continuous Opinions and Discrete Actions (CODA) model to adolescent smoking initiation.

Authors:  Ruoyan Sun; David Mendez
Journal:  PLoS One       Date:  2017-10-11       Impact factor: 3.240

10.  Developing agent-based models of complex health behaviour.

Authors:  Jennifer Badham; Edmund Chattoe-Brown; Nigel Gilbert; Zaid Chalabi; Frank Kee; Ruth F Hunter
Journal:  Health Place       Date:  2018-10-02       Impact factor: 4.078

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