A study on impact of ageing population on Singapore healthcare systems using machine learning algorithms

Girija Periyasamy, Easwaramoorthy Rangaswamy, Uma Rani Srinivasan
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引用次数: 1

Abstract

Ageing population has been identified as a key issue for healthcare because of its adverse impact on ageing and facilities of healthcare systems. The study is focused on ageing population which has been having widespread consequences in Singapore context. Review of the healthcare systems was done as the gap revealed the need to address the objectives of the study which is to evaluate the various improvements of healthcare systems in Singapore with respect to the ageing population requirements and analyse the various factors related to ageing population that influences the healthcare systems in Singapore. Analysis included ANOVA, Correlation, along with Machine Learning Algorithms like Decision Tree, Support Vector Machine and Logistic Regression. The results, discussions along with findings are also provided with links to the literature and research objectives. Suggestions were provided for various healthcare systems initiatives and needs that are required to transform to cope with ageing population.
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使用机器学习算法研究人口老龄化对新加坡医疗保健系统的影响
人口老龄化已被确定为医疗保健的关键问题,因为它对老龄化和医疗保健系统设施的不利影响。这项研究的重点是人口老龄化,这在新加坡已经产生了广泛的影响。对医疗保健系统的回顾是由于差距揭示了解决研究目标的需要,该研究的目标是评估新加坡医疗保健系统在人口老龄化要求方面的各种改进,并分析与影响新加坡医疗保健系统的人口老龄化相关的各种因素。分析包括方差分析,相关性,以及机器学习算法,如决策树,支持向量机和逻辑回归。结果,讨论以及发现也提供了与文献和研究目标的链接。提出了各种医疗保健系统的倡议和需求,需要转变,以应对人口老龄化。
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来源期刊
World Review of Entrepreneurship, Management and Sustainable Development
World Review of Entrepreneurship, Management and Sustainable Development Economics, Econometrics and Finance-Economics and Econometrics
CiteScore
1.60
自引率
0.00%
发文量
67
期刊介绍: WREMSD is a multidisciplinary refereed journal on issues that will be central to management and sustainable development around the world. The general theme of WREMSD has been very carefully chosen to include business and entrepreneurship management and the challenges these represent in terms of global competitiveness and sustainable development. To achieve competitiveness in business and management, individuals and institutions need essential knowledge on a broad spectrum of concepts and issues that affect business around the world.
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