IDEAS home Printed from https://ideas.repec.org/a/jas/jasssj/2017-156-3.html
   My bibliography  Save this article

Streamlining Simulation Experiments with Agent-Based Models in Demography

Author

Abstract

In the last decade, the uptake of agent-based modeling in demography and other population sciences has been slowly increasing. Still, in such areas, where traditional data-driven, statistical approaches prevail, the hypothesis-driven design of agent-based models leads to questioning the validity of these models. Consequently, suitable means to increase the confidence into models and simulation results are required. To that end, explicit, replicable simulation experiments play a central role in model design and validation. However, the analysis of more complex models implies executing various experiments, each of which combines various methods. To streamline these experimentation processes a flexible computational simulation environment is necessary. With a new binding between SESSL -- an internal domain-specific language for simulation experiments -- and ML3 -- a simulator for linked lives designed specifically for agent-based demographic models -- we cater for these objectives and provide a powerful simulation tool. The proposed approach can serve as a foundation for current efforts of employing advanced and statistical model analysis of agent-based demographic models, as part of a wider process of iterative model building. We demonstrate its potential in specifying and executing different experiments with a simple model of return migration and a more complex model of social care.

Suggested Citation

  • Oliver Reinhardt & Jason Hilton & Tom Warnke & Jakub Bijak & Adelinde M. Uhrmacher, 2018. "Streamlining Simulation Experiments with Agent-Based Models in Demography," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 21(3), pages 1-9.
  • Handle: RePEc:jas:jasssj:2017-156-3
    as

    Download full text from publisher

    File URL: https://www.jasss.org/21/3/9/9.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Belinda Diaz & Thomas Fent & Alexia Prskawetz & Laura Bernardi, 2011. "Transition to Parenthood: The Role of Social Interaction and Endogenous Networks," Demography, Springer;Population Association of America (PAA), vol. 48(2), pages 559-579, May.
    2. Dustmann, Christian & Fadlon, Itzhak & Weiss, Yoram, 2011. "Return migration, human capital accumulation and the brain drain," Journal of Development Economics, Elsevier, vol. 95(1), pages 58-67, May.
    3. Jakob Grazzini & Matteo G. Richiardi, 2013. "Consistent Estimation of Agent-Based Models by Simulated Minimum Distance," LABORatorio R. Revelli Working Papers Series 130, LABORatorio R. Revelli, Centre for Employment Studies.
    4. Jonathan Gray & Jason Hilton & Jakub Bijak, 2017. "Choosing the choice: Reflections on modelling decisions and behaviour in demographic agent-based models," Population Studies, Taylor & Francis Journals, vol. 71(0), pages 85-97, October.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Priscilla Avegliano & Jaime Simão Sichman, 2023. "Equation-Based Versus Agent-Based Models: Why Not Embrace Both for an Efficient Parameter Calibration?," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 26(4), pages 1-3.
    2. Liukun Wang & Chunjie Qi & Peng Jiang & Si Xiang, 2022. "The Impact of Blockchain Application on the Qualification Rate and Circulation Efficiency of Agricultural Products: A Simulation Analysis with Agent-Based Modelling," IJERPH, MDPI, vol. 19(13), pages 1-17, June.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Grazzini, Jakob & Richiardi, Matteo G. & Tsionas, Mike, 2017. "Bayesian estimation of agent-based models," Journal of Economic Dynamics and Control, Elsevier, vol. 77(C), pages 26-47.
    2. Ross Richardson & Matteo G. Richiardi & Michael Wolfson, 2015. "We ran one billion agents. Scaling in simulation models," LABORatorio R. Revelli Working Papers Series 142, LABORatorio R. Revelli, Centre for Employment Studies.
    3. repec:lic:licosd:26510 is not listed on IDEAS
    4. Biondo, A.E. & Monteleone, S. & Skonieczny, G. & Torrisi, B., 2012. "The propensity to return: Theory and evidence for the Italian brain drain," Economics Letters, Elsevier, vol. 115(3), pages 359-362.
    5. Mihaela Simionescu & Yuriy Bilan & Grzegorz Mentel, 2017. "Economic Effects of Migration from Poland to the UK," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 19(46), pages 757-757, August.
    6. Sylvie Démurger & Hui Xu, 2011. "Left-Behind Children and Return Decisions of Rural Migrants in China," Post-Print halshs-00625636, HAL.
    7. Julio Acuna, 2023. "The Asymmetric Impact of Out-Migration and Return Migration on Wages in the Source Country: Evidence from Mexico," Journal of Human Capital, University of Chicago Press, vol. 17(2), pages 173-206.
    8. Nicoletta Balbo & Francesco C. Billari & Melinda Mills, 2013. "Fertility in Advanced Societies: A Review of Research," European Journal of Population, Springer;European Association for Population Studies, vol. 29(1), pages 1-38, February.
    9. Fatten Gazzah & Jean Bonnet & Sana El Harbi, 2017. "Exploring the Relationship between Micro-Enterprises and Regional Development: Evidence from Tunisia," Post-Print halshs-01910346, HAL.
    10. Blankenship, Brian & Aklin, Michaël & Urpelainen, Johannes & Nandan, Vagisha, 2022. "Jobs for a just transition: Evidence on coal job preferences from India," Energy Policy, Elsevier, vol. 165(C).
    11. Matthias Parey & Jens Ruhose & Fabian Waldinger & Nicolai Netz, 2017. "The Selection of High-Skilled Emigrants," The Review of Economics and Statistics, MIT Press, vol. 99(5), pages 776-792, December.
    12. Li Hao, 2022. "Impact of Relaxing the Hukou Constraints on Return Migration Intentions: Evidence from China," Population Research and Policy Review, Springer;Southern Demographic Association (SDA), vol. 41(2), pages 583-607, April.
    13. Amelie F. Constant, 2019. "Return, Circular, and Onward Migration Decisions in a Knowledge Society," CESifo Working Paper Series 7913, CESifo.
    14. Fanyu Chen & Zi Wen Vivien Wong & Siong Hook Law, 2024. "Brain drain: what is the role of institutions?," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 51(3), pages 605-628, September.
    15. Nicoletta Balbo & Nicola Barban, 2012. "Does fertility behavior spread among friends?," Working Papers 050, "Carlo F. Dondena" Centre for Research on Social Dynamics (DONDENA), Università Commerciale Luigi Bocconi.
    16. Greenwood, Michael J. & Ward, Zachary, 2015. "Immigration quotas, World War I, and emigrant flows from the United States in the early 20th century," Explorations in Economic History, Elsevier, vol. 55(C), pages 76-96.
    17. Sander van der Hoog, 2017. "Deep Learning in (and of) Agent-Based Models: A Prospectus," Papers 1706.06302, arXiv.org.
    18. Jaime Aboites & Claudia Díaz, 2018. "Inventors’ mobility in Mexico in the context of globalization," Scientometrics, Springer;Akadémiai Kiadó, vol. 115(3), pages 1443-1461, June.
    19. Matteo Gomellini & Cormac Ó Gráda, 2011. "Outward and Inward Migrations in Italy: A Historical Perspective," Quaderni di storia economica (Economic History Working Papers) 08, Bank of Italy, Economic Research and International Relations Area.
    20. Ambrosini, J. William & Mayr, Karin & Peri, Giovanni & Radu, Dragos, 2012. "The Selection of Migrants and Returnees in Romania: Evidence and Long-Run Implications," IZA Discussion Papers 6664, Institute of Labor Economics (IZA).
    21. Sylvie Démurger & Hui Xu, 2015. "Left-behind children and return migration in China," IZA Journal of Migration and Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 4(1), pages 1-21, December.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:jas:jasssj:2017-156-3. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Francesco Renzini (email available below). General contact details of provider: .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.