Literature DB >> 33335448

A software architecture for mechanism-based social systems modelling in agent-based simulation models.

Tuong Manh Vu1, Charlotte Probst2, Alexandra Nielsen3, Hao Bai4, Charlotte Buckley4, Petra S Meier1, Mark Strong1, Alan Brennan1, Robin C Purshouse4.   

Abstract

This paper introduces the MBSSM (Mechanism-Based Social Systems Modelling) software architecture that is designed for expressing mechanisms of social theories with individual behaviour components in a unified way and implementing these mechanisms in an agent-based simulation model. The MBSSM architecture is based on a middle-range theory approach most recently expounded by analytical sociology and is designed in the object-oriented programming paradigm with Unified Modelling Language diagrams. This paper presents two worked examples of using the architecture for modelling individual behaviour mechanisms that give rise to the dynamics of population-level alcohol use: a single-theory model of norm theory and a multi-theory model that combines norm theory with role theory. The MBSSM architecture provides a computational environment within which theories based on social mechanisms can be represented, compared, and integrated. The architecture plays a fundamental enabling role within a wider simulation model-based framework of abductive reasoning in which families of theories are tested for their ability to explain concrete social phenomena.

Entities:  

Keywords:  abductive reasoning; agent-based modelling; analytical sociology; social simulation; software architecture

Year:  2020        PMID: 33335448      PMCID: PMC7743915          DOI: 10.18564/jasss.4282

Source DB:  PubMed          Journal:  J Artif Soc Soc Simul        ISSN: 1460-7425


  10 in total

Review 1.  Pattern-oriented modeling of agent-based complex systems: lessons from ecology.

Authors:  Volker Grimm; Eloy Revilla; Uta Berger; Florian Jeltsch; Wolf M Mooij; Steven F Railsback; Hans-Hermann Thulke; Jacob Weiner; Thorsten Wiegand; Donald L DeAngelis
Journal:  Science       Date:  2005-11-11       Impact factor: 47.728

2.  Planning for alcohol-problem prevention through complex systems modeling: results from SimCom.

Authors:  H D Holder
Journal:  Subst Use Misuse       Date:  1998-02       Impact factor: 2.164

3.  On Using Surrogates with Genetic Programming.

Authors:  Torsten Hildebrandt; Jürgen Branke
Journal:  Evol Comput       Date:  2014-11-24       Impact factor: 3.277

Review 4.  Social contagion theory: examining dynamic social networks and human behavior.

Authors:  Nicholas A Christakis; James H Fowler
Journal:  Stat Med       Date:  2012-06-18       Impact factor: 2.373

5.  The relative impact of injunctive norms on college student drinking: the role of reference group.

Authors:  Clayton Neighbors; Roisin M O'Connor; Melissa A Lewis; Neharika Chawla; Christine M Lee; Nicole Fossos
Journal:  Psychol Addict Behav       Date:  2008-12

6.  Social roles and alcohol consumption: a study of 10 industrialised countries.

Authors:  Sandra Kuntsche; Ronald A Knibbe; Gerhard Gmel
Journal:  Soc Sci Med       Date:  2009-02-21       Impact factor: 4.634

7.  The Normative Underpinnings of Population-Level Alcohol Use: An Individual-Level Simulation Model.

Authors:  Charlotte Probst; Tuong Manh Vu; Joshua M Epstein; Alexandra E Nielsen; Charlotte Buckley; Alan Brennan; Jürgen Rehm; Robin C Purshouse
Journal:  Health Educ Behav       Date:  2020-02-24

8.  Toward inverse generative social science using multi-objective genetic programming.

Authors:  Tuong Manh Vu; Charlotte Probst; Joshua M Epstein; Alan Brennan; Mark Strong; Robin C Purshouse
Journal:  Genet Evol Comput Conf       Date:  2019-07

9.  Correlates of stages in the progression from everyday drinking to problem drinking.

Authors:  R A Knibbe; M J Drop; A Muytjens
Journal:  Soc Sci Med       Date:  1987       Impact factor: 4.634

10.  'Hidden Habitus': A Qualitative Study of Socio-Ecological Influences on Drinking Practices and Social Identity in Mid-Adolescence.

Authors:  Stephanie Scott; Janet Shucksmith; Rachel Baker; Eileen Kaner
Journal:  Int J Environ Res Public Health       Date:  2017-06-08       Impact factor: 3.390

  10 in total
  6 in total

1.  An integrated dual process simulation model of alcohol use behaviours in individuals, with application to US population-level consumption, 1984-2012.

Authors:  Charlotte Buckley; Matt Field; Tuong Manh Vu; Alan Brennan; Thomas K Greenfield; Petra S Meier; Alexandra Nielsen; Charlotte Probst; Paul A Shuper; Robin C Purshouse
Journal:  Addict Behav       Date:  2021-08-22       Impact factor: 3.913

2.  Introducing CASCADEPOP: an open-source sociodemographic simulation platform for us health policy appraisal.

Authors:  Alan Brennan; Charlotte Buckley; Tuong Manh Vu; Charlotte Probst; Alexandra Nielsen; Hao Bai; Thomas Broomhead; Thomas Greenfield; William Kerr; Petra S Meier; JüRgen Rehm; Paul Shuper; Mark Strong; Robin C Purshouse
Journal:  Int J Microsimul       Date:  2020

3.  Causality and initiation of alcohol control policy. A response to Allamani.

Authors:  Jürgen Rehm; Robin C Purshouse
Journal:  Drug Alcohol Rev       Date:  2021-08-04

4.  Commentary on Robinson et al. (2021): Evaluating theories of change for public health policies using computer model discovery methods.

Authors:  Robin C Purshouse; Charlotte Buckley; Alan Brennan; John Holmes
Journal:  Addiction       Date:  2021-06-28       Impact factor: 7.256

Review 5.  Causal mechanisms proposed for the alcohol harm paradox-a systematic review.

Authors:  Jennifer Boyd; Olivia Sexton; Colin Angus; Petra Meier; Robin C Purshouse; John Holmes
Journal:  Addiction       Date:  2021-05-25       Impact factor: 7.256

Review 6.  Beyond Behaviour: How Health Inequality Theory Can Enhance Our Understanding of the 'Alcohol-Harm Paradox'.

Authors:  Jennifer Boyd; Clare Bambra; Robin C Purshouse; John Holmes
Journal:  Int J Environ Res Public Health       Date:  2021-06-03       Impact factor: 4.614

  6 in total

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