A proposed framework in assessing health risks associated with jogging using the dynamics of vital signs

M. Decena, P. Aguila, Angela D. R. Estipular, Daniella Nicole C. Hernando
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Abstract

Over the years, several studies have been done on the benefits of jogging. Other than physical fitness, individuals who stay active in this sport get various forms of benefits. In fact, several studies have proven that jogging among men and women increase life expectancy. However, irregularities and varying frequencies in engaging in this form of physical activity may increase health risks. The study introduces a mathematical framework in assessing health risks associated in a strenuous physical activity such as jogging by testing for chaos in human vital signs. Dynamic physiological states of a jogger are interpreted whether chaotic or non-chaotic using Largest Lyapunov Exponent (LLE) test for chaos. Likewise, demographic variables such as age and gender are correlated to the occurrence of chaotic patterns using the Chi-Square Test for Independence which are used as a guide in evaluation of health risks derived from the frequency of jogging. This framework aims to provide guidelines in the reduction of risks associated to irregularities in jogging patterns. Based on results, whether a jogger is an early rise or a late rise, their vital signs indicate chaotic behavior. Whether a jogger is a female or male and of different age range, chaotic properties of their vital signs are confirmed through jogging patterns. Though a chaotic pattern is consistently exhibited throughout the jogging condition, the degree of chaos varies as reflected in changing values of LLE over the time interval.Over the years, several studies have been done on the benefits of jogging. Other than physical fitness, individuals who stay active in this sport get various forms of benefits. In fact, several studies have proven that jogging among men and women increase life expectancy. However, irregularities and varying frequencies in engaging in this form of physical activity may increase health risks. The study introduces a mathematical framework in assessing health risks associated in a strenuous physical activity such as jogging by testing for chaos in human vital signs. Dynamic physiological states of a jogger are interpreted whether chaotic or non-chaotic using Largest Lyapunov Exponent (LLE) test for chaos. Likewise, demographic variables such as age and gender are correlated to the occurrence of chaotic patterns using the Chi-Square Test for Independence which are used as a guide in evaluation of health risks derived from the frequency of jogging. This framework aims to provide guidelines in the reduction of r...
使用生命体征动态评估与慢跑相关的健康风险的拟议框架
多年来,人们对慢跑的好处进行了几项研究。除了身体健康之外,参加这项运动的人还能得到各种各样的好处。事实上,一些研究已经证明,男性和女性的慢跑都能延长预期寿命。然而,参加这种形式的体育活动的不规律和不同频率可能会增加健康风险。该研究引入了一个数学框架,通过测试人体生命体征的混乱来评估与剧烈体育活动(如慢跑)相关的健康风险。利用混沌的最大李雅普诺夫指数(LLE)检验来解释慢跑者在混沌和非混沌状态下的动态生理状态。同样,使用卡方独立性检验,年龄和性别等人口统计变量与混乱模式的发生相关,卡方独立性检验被用作评估慢跑频率引起的健康风险的指南。此框架旨在提供指引,以减低因慢跑模式不正常而引致的风险。根据结果,无论慢跑者是早起还是晚起,他们的生命体征都显示出混乱的行为。无论慢跑者是男性还是女性,年龄范围不同,其生命体征的混沌性都可以通过慢跑模式得到证实。尽管在整个慢跑过程中始终表现出一种混沌模式,但混沌的程度是不同的,这反映在LLE随时间间隔的变化值上。多年来,人们对慢跑的好处进行了几项研究。除了身体健康之外,参加这项运动的人还能得到各种各样的好处。事实上,一些研究已经证明,男性和女性的慢跑都能延长预期寿命。然而,参加这种形式的体育活动的不规律和不同频率可能会增加健康风险。该研究引入了一个数学框架,通过测试人体生命体征的混乱来评估与剧烈体育活动(如慢跑)相关的健康风险。利用混沌的最大李雅普诺夫指数(LLE)检验来解释慢跑者在混沌和非混沌状态下的动态生理状态。同样,使用卡方独立性检验,年龄和性别等人口统计变量与混乱模式的发生相关,卡方独立性检验被用作评估慢跑频率引起的健康风险的指南。该框架旨在为减少r…
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