Stochastic Model of Emotional Stress Development in the Educational Process

IF 7.6 1区 经济学 Q1 ECONOMICS Review of Economics and Statistics Pub Date : 2022-11-12 DOI:10.21686/2500-3925-2022-5-59-67
A. Solodov, E. Solodova, T. G. Trembach
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引用次数: 1

Abstract

The aim of the study is the development of mathematical models that describe the reaction of the individual to the occurrence of stresses of various nature, including those that appear during the implementation of the educational process. The complexity of developing such a model is confirmed by the lack of theoretical results to substantiate the classic experiments of Holmes and Rae on the effect of stress on personality. In this regard, the task is to develop such a mathematical model that would allow not only to give a theoretical explanation of the experimental results used in the Holmes and Rae stress calculator, but also to become a tool for studying the effect of stress on a person in other conditions, including in the process of educational activities of both the teacher and the learner.The research method consists in a mathematical description of the process of occurrence of stresses that develop over time, and it is believed that stresses occur at random times and are characterized by relative stress values indicated in the classical table of Holmes and Rae. The need to involve these results is that they allow us to confirm the correspondence of the developed theoretical mathematical models to already known practical results. The following main assumptions are accepted in the paper. It is believed that a person is exposed to stresses that can occur at random localized points in time and are interpreted as a sequence of points on the time axis, the number and location of which is random. The response of a person to a particular stress is described by a decreasing exponential function of three arguments – current time, random time of stress occurrence, and stress magnitude. The reaction of the individual to a sequence of stresses is the sum of the responses of the person to individual stresses, i.e. it is assumed that the personality exhibits the properties of linearity. In the process of developing a mathematical model, the distribution of the number of random stresses is substantiated according to the Poisson law, which is used to describe the occurrence of random events with a distinct discreteness. The paper introduces one of the key indexes - the coefficient of emotional load, equal to the ratio of the mathematical expectation of everyday stressful background and the mathematical expectation of the sum of this background and additional stress. The response of a person to a particular stress is described by an exponential response function widely used in natural science applications. The total relative value of processed, experienced, random relative values of stress, as well as their non-random mathematical expectations, is introduced into consideration.The new results of the study are: – development of a stochastic mathematical model for the development of stresses over time, depending on the parameters included in the model. It is shown that the behavior of a person’s reaction to stress, predicted by a mathematical model, corresponds to the previously mentioned experimental results. – a study of the behavior in time of a person’s reaction to stress for a situation that was not previously considered and in which the person is affected by a single stress of great intensity, as well as regular emotional imposition.In conclusion, it is noted that the developed model not only makes it possible to theoretically explain the experimental data, but also significantly expand the scope of the studied effect of stress on personality. Thus, it turned out to be possible to predict the impact of a single impact, as well as to indicate a way to account for periodic intentional exposure (emotional suppression). In addition, the results can be used in the study of emotional stresses in the educational process in order to predict and consider them in practical activities.
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教育过程中情绪应激发展的随机模型
这项研究的目的是发展数学模型,以描述个人对各种性质的压力的反应,包括在实施教育过程中出现的压力。由于缺乏理论结果来证实Holmes和Rae关于压力对人格影响的经典实验,证实了开发这样一个模型的复杂性。在这方面,我们的任务是开发这样一个数学模型,它不仅可以对Holmes和Rae压力计算器中使用的实验结果给出理论解释,而且还可以成为研究压力在其他情况下对人的影响的工具,包括在教师和学习者的教育活动过程中。该研究方法是对应力随时间发展的发生过程进行数学描述,认为应力在随机时间发生,并以Holmes和Rae的经典表中所示的相对应力值为特征。涉及这些结果的需要是,它们使我们能够确认发展的理论数学模型与已知的实际结果的对应关系。本文接受以下主要假设。人们认为,一个人受到的压力可能发生在随机的局部时间点,并被解释为时间轴上的一系列点,这些点的数量和位置是随机的。一个人对特定压力的反应是用三个参数的递减指数函数来描述的——当前时间、压力发生的随机时间和压力大小。个体对一系列压力的反应是个体对个体压力反应的总和,即假设人格表现出线性特性。在建立数学模型的过程中,随机应力数目的分布根据泊松定律得到证实,泊松定律用于描述具有明显离散性的随机事件的发生。本文引入了其中一个关键指标——情绪负荷系数,即日常压力背景的数学期望与该背景与额外压力总和的数学期望之比。一个人对特定压力的反应可以用指数响应函数来描述,指数响应函数在自然科学应用中广泛使用。考虑了处理过的、经历过的、随机的应力相对值的总相对值及其非随机的数学期望值。该研究的新结果是:-根据模型中包含的参数,开发了应力随时间发展的随机数学模型。结果表明,通过数学模型预测的人对压力的反应行为与前面提到的实验结果相对应。-研究一个人在之前没有考虑到的情况下对压力的反应的行为,在这种情况下,这个人受到单一的大强度压力的影响,以及定期的情绪强加。综上所述,所建立的模型不仅可以从理论上解释实验数据,而且显著扩展了压力对人格影响的研究范围。因此,事实证明,预测单一影响的影响,以及指出一种解释周期性故意暴露(情绪抑制)的方法是可能的。此外,研究结果可用于研究教育过程中的情绪压力,以便在实际活动中预测和考虑情绪压力。
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来源期刊
CiteScore
8.50
自引率
0.00%
发文量
175
期刊介绍: The Review of Economics and Statistics is a 100-year-old general journal of applied (especially quantitative) economics. Edited at the Harvard Kennedy School, the Review has published some of the most important articles in empirical economics.
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