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2021 | OriginalPaper | Buchkapitel

Modeling a Decision Support System for Risk Management of COVID-19

verfasst von : Shan Bai

Erschienen in: Advances in Simulation and Process Modelling

Verlag: Springer Singapore

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Abstract

A decision support system that performs a comprehensive analysis on risks of the COVID-19 pandemic and its subsequent medium- and long-term impacts is highly desirable, especially in view of the still ongoing pandemic in the world. This paper focuses on the modeling process of such a decision support system. The modeling process includes the following steps: generating appropriate strategies that suit the specific situation concerned, where each strategy is composed of measures and each measure consists of a static (textual) part relating to the contexts abstracted from existing literature via techniques inspired by natural language processing and a dynamic part adapted by using scenario planning method and agent-based simulation; generating utility-based recommender based on soft systems methodology and recommending the Top-N strategies to the group of stakeholders based on the scores of the strategies using multiple-criteria decision analysis method. The proposed model is highly flexible in that it recommends appropriate strategies in respect of the various scenarios concerned and may thus be applied to various types of risk management.

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Literatur
1.
Zurück zum Zitat Nguyen, T.T (2020): Artificial intelligence in the battle against coronavirus (COVID-19): a survey and future research directions. arXiv preprint arXiv:2008.07343 Nguyen, T.T (2020): Artificial intelligence in the battle against coronavirus (COVID-19): a survey and future research directions. arXiv preprint arXiv:​2008.​07343
2.
Zurück zum Zitat Hu, Z., Ge, Q., Jin, L., and Xiong, M. (2020): Artificial intelligence forecasting of Covid-19 in China. arXiv preprint arXiv:2002.07112 Hu, Z., Ge, Q., Jin, L., and Xiong, M. (2020): Artificial intelligence forecasting of Covid-19 in China. arXiv preprint arXiv:​2002.​07112
4.
Zurück zum Zitat Torres-Moreno, J. M.: Automatic Text Summarization. Wiley. ISBN 978-1-848-21668-6: 320 (2014) Torres-Moreno, J. M.: Automatic Text Summarization. Wiley. ISBN 978-1-848-21668-6: 320 (2014)
6.
Zurück zum Zitat Deepak, G., Ahmed, A., Skanda, B.: An intelligent inventive system for personalised webpage recommendation based on ontology semantics. Int. J. Intell. Syst. Technol. Appl. 18(1–2), 115–132 (2019) Deepak, G., Ahmed, A., Skanda, B.: An intelligent inventive system for personalised webpage recommendation based on ontology semantics. Int. J. Intell. Syst. Technol. Appl. 18(1–2), 115–132 (2019)
7.
Zurück zum Zitat Cha, S.H.: Comprehensive survey on distance/similarity measures between probability density functions. City 1(2), 1 (2007)MathSciNet Cha, S.H.: Comprehensive survey on distance/similarity measures between probability density functions. City 1(2), 1 (2007)MathSciNet
8.
Zurück zum Zitat Bradfield, R., Wright, G., Burt, G., Cairns, G., Van Der Heijden, K.: The origins and evolution of scenario techniques in long range business planning. Futures 37(8), 795–812 (2005)CrossRef Bradfield, R., Wright, G., Burt, G., Cairns, G., Van Der Heijden, K.: The origins and evolution of scenario techniques in long range business planning. Futures 37(8), 795–812 (2005)CrossRef
11.
Zurück zum Zitat Gilbert, N.: Agent-Based Models. SAGE Publications, Inc. (2008) Gilbert, N.: Agent-Based Models. SAGE Publications, Inc. (2008)
12.
Zurück zum Zitat Wooldridge, M.: An Introduction to Multiagent Systems. Wiley, Chichester, UK (2008) Wooldridge, M.: An Introduction to Multiagent Systems. Wiley, Chichester, UK (2008)
13.
Zurück zum Zitat Axelrod, R.: Advancing the art of simulation in the social sciences. In: Rennard, J.-P. (ed.) Handbook of Research on Nature Inspired Computing for Economics and Management. Hershey, IGR (2006) Axelrod, R.: Advancing the art of simulation in the social sciences. In: Rennard, J.-P. (ed.) Handbook of Research on Nature Inspired Computing for Economics and Management. Hershey, IGR (2006)
14.
Zurück zum Zitat Jackson, M.C.: Systems Approaches to Management. Kluwer/Plenum, New York (2000) Jackson, M.C.: Systems Approaches to Management. Kluwer/Plenum, New York (2000)
15.
Zurück zum Zitat Jackson, M.C.: Systems Thinking: Creative Holism for Managers. Wiley, Chichester (2003) Jackson, M.C.: Systems Thinking: Creative Holism for Managers. Wiley, Chichester (2003)
16.
Zurück zum Zitat Checkland, P.B.: Systems Thinking, Systems Practice. Wiley, Chichester (1999) Checkland, P.B.: Systems Thinking, Systems Practice. Wiley, Chichester (1999)
17.
Zurück zum Zitat Checkland, P., Poulter, J.: Soft systems methodology. In: Reynolds, M., Holwell, S. (eds.) Systems Approaches to Making Change: A Practical Guide, 2nd edn, pp. 201–254. Springer, London (2020)CrossRef Checkland, P., Poulter, J.: Soft systems methodology. In: Reynolds, M., Holwell, S. (eds.) Systems Approaches to Making Change: A Practical Guide, 2nd edn, pp. 201–254. Springer, London (2020)CrossRef
19.
Zurück zum Zitat Müller, T., Bai, S., Raskob, W.: MCDA handling uncertainties. Radioprotection 2020, 55 (HS1), S181–S185 (2020) Müller, T., Bai, S., Raskob, W.: MCDA handling uncertainties. Radioprotection 2020, 55 (HS1), S181–S185 (2020)
20.
Zurück zum Zitat Bai, S., Raskob W., Müller T.: Agent based model, Radioprotection 2020, 55 (HS1), S187–S191 (2020) Bai, S., Raskob W., Müller T.: Agent based model, Radioprotection 2020, 55 (HS1), S187–S191 (2020)
Metadaten
Titel
Modeling a Decision Support System for Risk Management of COVID-19
verfasst von
Shan Bai
Copyright-Jahr
2021
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-33-4575-1_1