Stochastic games of parental vaccination decision making and bounded rationality.

IF 2.6 4区 工程技术 Q1 Mathematics
Andras Balogh, Tamer Oraby
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引用次数: 0

Abstract

Vaccination is an effective strategy to prevent the spread of diseases. However, hesitancy and rejection of vaccines, particularly in childhood immunizations, pose challenges to vaccination efforts. In that case, according to rational decision-making and classical utility theory, parents weigh the costs of vaccination against the costs of not vaccinating their children. Social norms influence these parental decision-making outcomes, deviating their decisions from rationality. Additionally, variability in values of utilities stemming from stochasticity in parents' perceptions over time can lead to further deviations from rationality. In this paper, we employ independent white noises to represent stochastic fluctuations in parental perceptions of utility functions of the decisions over time, as well as in the disease transmission rates. This approach leads to a system of stochastic differential Eqs of a susceptible-infected-recovered (SIR) model coupled with a stochastic replicator Eq. We explore the dynamics of these Eqs and identify new behaviors emerging from stochastic influences. Interestingly, incorporating stochasticity into the utility functions for vaccination and nonvaccination leads to a decision-making model that reflects the bounded rationality of humans. Noise, like social norms, is a two-sided sword that depends on the degree of bounded rationality of each group. We also perform a stochastic optimal control as a discount to the cost of vaccination to counteract bounded rationality.

父母接种疫苗决策的随机博弈与有限理性。
接种疫苗是预防疾病传播的有效策略。然而,对疫苗的犹豫和排斥,特别是在儿童免疫方面,对疫苗接种工作构成挑战。在这种情况下,根据理性决策和经典效用理论,父母会权衡接种疫苗的成本与不给孩子接种疫苗的成本。社会规范影响父母的决策结果,使他们的决策偏离理性。此外,随着时间的推移,由于父母观念的随机性而产生的效用值的可变性可能导致进一步偏离理性。在本文中,我们使用独立的白噪声来表示父母对决策的效用函数的感知随时间的随机波动,以及疾病传播率。这种方法导致易感-感染-恢复(SIR)模型的随机微分方程系统与随机复制因子方程耦合。我们探索了这些方程的动力学,并确定了随机影响下出现的新行为。有趣的是,将随机性纳入接种疫苗和不接种疫苗的效用函数会导致一个反映人类有限理性的决策模型。像社会规范一样,噪音是一把双面剑,取决于每个群体的有限理性程度。我们还执行随机最优控制,作为疫苗接种成本的折扣,以抵消有限理性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Mathematical Biosciences and Engineering
Mathematical Biosciences and Engineering 工程技术-数学跨学科应用
CiteScore
3.90
自引率
7.70%
发文量
586
审稿时长
>12 weeks
期刊介绍: Mathematical Biosciences and Engineering (MBE) is an interdisciplinary Open Access journal promoting cutting-edge research, technology transfer and knowledge translation about complex data and information processing. MBE publishes Research articles (long and original research); Communications (short and novel research); Expository papers; Technology Transfer and Knowledge Translation reports (description of new technologies and products); Announcements and Industrial Progress and News (announcements and even advertisement, including major conferences).
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