Literature DB >> 29422001

Numeric, Agent-based or System Dynamics Model? Which Modeling Approach is the Best for Vast Population Simulation?

Richard Cimler1, Hana Tomaskova2, Jitka Kuhnova1, Ondrej Dolezal2, Pavel Pscheidl2, Kamil Kuca2.   

Abstract

BACKGROUND: Alzheimer's disease is one of the most common mental illnesses. It is posited that more than 25% of the population is affected by some mental disease during their lifetime. Treatment of each patient draws resources from the economy concerned. Therefore, it is important to quantify the potential economic impact.
METHODS: Agent-based, system dynamics and numerical approaches to dynamic modeling of the population of the European Union and its patients with Alzheimer's disease are presented in this article. Simulations, their characteristics, and the results from different modeling tools are compared.
RESULTS: The results of these approaches are compared with EU population growth predictions from the statistical office of the EU by Eurostat. The methodology of a creation of the models is described and all three modeling approaches are compared. The suitability of each modeling approach for the population modeling is discussed.
CONCLUSION: In this case study, all three approaches gave us the results corresponding with the EU population prediction. Moreover, we were able to predict the number of patients with AD and, based on the modeling method, we were also able to monitor different characteristics of the population. Copyright© Bentham Science Publishers; For any queries, please email at epub@benthamscience.org.

Entities:  

Keywords:  Alzheimer’s disease; agent-based model; numerical model; population modeling; population prediction; system dynamics.

Mesh:

Year:  2018        PMID: 29422001     DOI: 10.2174/1567205015666180202094551

Source DB:  PubMed          Journal:  Curr Alzheimer Res        ISSN: 1567-2050            Impact factor:   3.498


  4 in total

1.  Approaches combining methods of Operational Research with Business Process Model and Notation: A systematic review.

Authors:  Hana Tomaskova; Gerhard-Wilhelm Weber
Journal:  PeerJ Comput Sci       Date:  2020-11-09

2.  Agent-Based Modeling of Autosomal Recessive Deafness 1A (DFNB1A) Prevalence with Regard to Intensity of Selection Pressure in Isolated Human Population.

Authors:  Georgii P Romanov; Anna A Smirnova; Vladimir I Zamyatin; Aleksey M Mukhin; Fedor V Kazantsev; Vera G Pshennikova; Fedor M Teryutin; Aisen V Solovyev; Sardana A Fedorova; Olga L Posukh; Sergey A Lashin; Nikolay A Barashkov
Journal:  Biology (Basel)       Date:  2022-02-07

3.  Predictions of Alzheimer's disease treatment and care costs in European countries.

Authors:  Richard Cimler; Petra Maresova; Jitka Kuhnova; Kamil Kuca
Journal:  PLoS One       Date:  2019-01-25       Impact factor: 3.240

4.  Anticipated Social and Healthcare Economic Burden of People with Alzheimer's Disease in Two Selected Regions of the Czech Republic.

Authors:  Petra Maresova; Lenka Komarkova; Jitka Kuhnova; Richard Cimler; Peter Pazitny; Daniela Kandilaki; Kamil Musilek; Zuzana Truhlarova; Filip Zemek; Kamil Kuca
Journal:  Healthcare (Basel)       Date:  2020-10-26
  4 in total

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