A network-based model to assess vaccination strategies for the COVID-19 pandemic by using Bayesian optimization
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DOI: 10.1016/j.chaos.2024.114695
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- Garriga, Carlos & Manuelli, Rody & Sanghi, Siddhartha, 2022.
"Optimal management of an epidemic: Lockdown, vaccine and value of life,"
Journal of Economic Dynamics and Control, Elsevier, vol. 140(C).
- Carlos Garriga & Rody Manuelli & Siddhartha Sanghi, 2020. "Optimal Management of an Epidemic: Lockdown, Vaccine and Value of Life," Working Papers 2020-031, Human Capital and Economic Opportunity Working Group.
- Carlos Garriga & Rodolfo E. Manuelli & Siddhartha Sanghi, 2022. "Optimal Management of an Epidemic: Lockdown, Vaccine and Value of Life," Working Papers 2020-046, Federal Reserve Bank of St. Louis.
- Oliver Cuate & Oliver Schütze, 2020. "Pareto Explorer for Finding the Knee for Many Objective Optimization Problems," Mathematics, MDPI, vol. 8(10), pages 1-24, September.
- Silva, Petrônio C.L. & Batista, Paulo V.C. & Lima, Hélder S. & Alves, Marcos A. & Guimarães, Frederico G. & Silva, Rodrigo C.P., 2020. "COVID-ABS: An agent-based model of COVID-19 epidemic to simulate health and economic effects of social distancing interventions," Chaos, Solitons & Fractals, Elsevier, vol. 139(C).
- Eva Enns & Margaret Brandeau, 2011. "Inferring model parameters in network-based disease simulation," Health Care Management Science, Springer, vol. 14(2), pages 174-188, June.
- Xiao Zhang & Cristopher Moore & Mark E. J. Newman, 2017. "Random graph models for dynamic networks," The European Physical Journal B: Condensed Matter and Complex Systems, Springer;EDP Sciences, vol. 90(10), pages 1-14, October.
- Jack H. Buckner & Gerardo Chowell & Michael R. Springborn, 2021. "Dynamic prioritization of COVID-19 vaccines when social distancing is limited for essential workers," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 118(16), pages 2025786118-, April.
- Benlloch, José-María & Cortés, Juan-Carlos & Martínez-Rodríguez, David & Julián, Raul-S. & Villanueva, Rafael-J., 2020. "Effect of the early use of antivirals on the COVID-19 pandemic. A computational network modeling approach," Chaos, Solitons & Fractals, Elsevier, vol. 140(C).
- Christel Faes & Steven Abrams & Dominique Van Beckhoven & Geert Meyfroidt & Erika Vlieghe & Niel Hens & Belgian Collaborative Group on COVID-19 Hospital Surveillance, 2020. "Time between Symptom Onset, Hospitalisation and Recovery or Death: Statistical Analysis of Belgian COVID-19 Patients," IJERPH, MDPI, vol. 17(20), pages 1-18, October.
- Babus, Ana & Das, Sanmay & Lee, SangMok, 2023.
"The optimal allocation of Covid-19 vaccines,"
Economics Letters, Elsevier, vol. 224(C).
- Babus, Ana & Das, Sanmay & Lee, SangMok, 2020. "The Optimal Allocation of Covid-19 Vaccines," CEPR Discussion Papers 15329, C.E.P.R. Discussion Papers.
- Maira Aguiar & Giovanni Dosi & Damian A. Knopoff & Maria Enrica Virgillito, 2021. "A multiscale network-based model of contagion dynamics: heterogeneity, spatial distancing and vaccination," LEM Papers Series 2021/24, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
- Jonatan Gomez & Jeisson Prieto & Elizabeth Leon & Arles Rodríguez, 2021. "INFEKTA—An agent-based model for transmission of infectious diseases: The COVID-19 case in Bogotá, Colombia," PLOS ONE, Public Library of Science, vol. 16(2), pages 1-16, February.
- Rosanna C. Barnard & Nicholas G. Davies & Mark Jit & W. John Edmunds, 2022. "Modelling the medium-term dynamics of SARS-CoV-2 transmission in England in the Omicron era," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
- Md Rafiul Islam & Tamer Oraby & Audrey McCombs & Mohammad Mihrab Chowdhury & Mohammad Al-Mamun & Michael G Tyshenko & Claus Kadelka, 2021. "Evaluation of the United States COVID-19 vaccine allocation strategy," PLOS ONE, Public Library of Science, vol. 16(11), pages 1-22, November.
- Saha, Sangeeta & Samanta, Guruprasad & Nieto, Juan J., 2022. "Impact of optimal vaccination and social distancing on COVID-19 pandemic," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 200(C), pages 285-314.
- Bustamante-Castañeda, F. & Caputo, J.-G. & Cruz-Pacheco, G. & Knippel, A. & Mouatamide, F., 2021. "Epidemic model on a network: Analysis and applications to COVID-19," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 564(C).
- Žiga Zaplotnik & Aleksandar Gavrić & Luka Medic, 2020. "Simulation of the COVID-19 epidemic on the social network of Slovenia: Estimating the intrinsic forecast uncertainty," PLOS ONE, Public Library of Science, vol. 15(8), pages 1-22, August.
- Héctor Pifarré i Arolas & Enrique Acosta & Mikko Myrskylä, 2021. "Optimal vaccination age varies across countries," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 118(29), pages 2105987118-, July.
- Arenas, Abraham J. & González-Parra, Gilberto & Jódar, Lucas, 2010. "Randomness in a mathematical model for the transmission of respiratory syncytial virus (RSV)," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 80(5), pages 971-981.
- Natasha Stout & Sue Goldie, 2008. "Keeping the noise down: common random numbers for disease simulation modeling," Health Care Management Science, Springer, vol. 11(4), pages 399-406, December.
- Dramane Sam Idris Kanté & Aissam Jebrane & Anass Bouchnita & Abdelilah Hakim, 2023. "Estimating the Risk of Contracting COVID-19 in Different Settings Using a Multiscale Transmission Dynamics Model," Mathematics, MDPI, vol. 11(1), pages 1-19, January.
- Sedighizadeh, Davoud & Masehian, Ellips & Sedighizadeh, Mostafa & Akbaripour, Hossein, 2021. "GEPSO: A new generalized particle swarm optimization algorithm," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 179(C), pages 194-212.
- Selene Ghisolfi & Ingvild Almås & Justin Sandefur & Tillmann von Carnap & Jesse Heitner & Tessa Bold, 2020. "Predicted COVID-19 Fatality Rates Based on Age, Sex, Comorbidities, and Health System Capacity," Working Papers 535, Center for Global Development.
- Yongin Choi & James Slghee Kim & Heejin Choi & Hyojung Lee & Chang Hyeong Lee, 2020. "Assessment of Social Distancing for Controlling COVID-19 in Korea: An Age-Structured Modeling Approach," IJERPH, MDPI, vol. 17(20), pages 1-16, October.
- Alexander Karaivanov, 2020. "A social network model of COVID-19," PLOS ONE, Public Library of Science, vol. 15(10), pages 1-33, October.
- Yongin Choi & James Slghee Kim & Jung Eun Kim & Heejin Choi & Chang Hyeong Lee, 2021. "Vaccination Prioritization Strategies for COVID-19 in Korea: A Mathematical Modeling Approach," IJERPH, MDPI, vol. 18(8), pages 1-19, April.
- Lam, Nicholas N. & Docherty, Paul D. & Murray, Rua, 2022. "Practical identifiability of parametrised models: A review of benefits and limitations of various approaches," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 199(C), pages 202-216.
- Sunmi Lee & Hae-Young Park & Hohyung Ryu & Jin-Won Kwon, 2021. "Age-Specific Mathematical Model for Tuberculosis Transmission Dynamics in South Korea," Mathematics, MDPI, vol. 9(8), pages 1-16, April.
- Georgi Angelov & Raimund Kovacevic & Nikolaos I. Stilianakis & Vladimir M. Veliov, 2023. "Optimal vaccination strategies using a distributed model applied to COVID-19," Central European Journal of Operations Research, Springer;Slovak Society for Operations Research;Hungarian Operational Research Society;Czech Society for Operations Research;Österr. Gesellschaft für Operations Research (ÖGOR);Slovenian Society Informatika - Section for Operational Research;Croatian Operational Research Society, vol. 31(2), pages 499-521, June.
- Louise Dyson & Edward M. Hill & Sam Moore & Jacob Curran-Sebastian & Michael J. Tildesley & Katrina A. Lythgoe & Thomas House & Lorenzo Pellis & Matt J. Keeling, 2021. "Possible future waves of SARS-CoV-2 infection generated by variants of concern with a range of characteristics," Nature Communications, Nature, vol. 12(1), pages 1-13, December.
- Zhang, Mingli & Qin, Simeng & Zhu, Xiaoxia, 2021. "Information diffusion under public crisis in BA scale-free network based on SEIR model — Taking COVID-19 as an example," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 571(C).
- Sheng Zhang & Joan Ponce & Zhen Zhang & Guang Lin & George Karniadakis, 2021. "An integrated framework for building trustworthy data-driven epidemiological models: Application to the COVID-19 outbreak in New York City," PLOS Computational Biology, Public Library of Science, vol. 17(9), pages 1-29, September.
- Shasha Han & Jun Cai & Juan Yang & Juanjuan Zhang & Qianhui Wu & Wen Zheng & Huilin Shi & Marco Ajelli & Xiao-Hua Zhou & Hongjie Yu, 2021. "Time-varying optimization of COVID-19 vaccine prioritization in the context of limited vaccination capacity," Nature Communications, Nature, vol. 12(1), pages 1-10, December.
- González-Parra, Gilberto & Acedo, L. & Villanueva Micó, Rafael-J. & Arenas, Abraham J., 2010. "Modeling the social obesity epidemic with stochastic networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 389(17), pages 3692-3701.
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Keywords
Networks; Mathematical model; COVID-19; Vaccination; Bayesian optimization;All these keywords.
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