ARTÍCULO
TITULO

A Study on Singapore?s Ageing Population in the Context of Eldercare Initiatives Using Machine Learning Algorithms

Easwaramoorthy Rangaswamy    
Girija Periyasamy and Nishad Nawaz    

Resumen

Ageing has always directly impacted the healthcare systems and, more specifically, the eldercare costs, as initiatives related to eldercare need to be addressed beyond the regular healthcare costs. This study aims to examine the general issues of eldercare in the Singapore context, as the population of the country is ageing rapidly. The main objective of the study is to examine the eldercare initiatives of the government and their likely impact on the ageing population. The methodology adopted in this study is Cross-Industry Standard Process for Data Mining (CRISP-DM). Reviews related to the impact of an ageing population on healthcare systems in the context of eldercare initiatives were studied. Analysis methods include correlation and machine learning algorithms, such as Decision Tree, Logistic Regression and Receiver Operating Characteristics curve analysis. Suggestions have been provided for various healthcare and eldercare systems? initiatives and needs that are required to transform to cope with the ageing population.

 Artículos similares

       
 
Aram Cornaggia, Rosalba Ferrari, Maurizio Zola, Egidio Rizzi and Carmelo Gentile    
The paper is part of a case study concerning the structural assessment of a historical infrastructure in the local territory, a road three-span reinforced concrete arch bridge over a river, built by the end of World War I (1917). The purpose of the paper... ver más
Revista: Infrastructures

 
Natalia Kozhukhova, Marina Kozhukhova, Anastasia Teslya and Ivan Nikulin    
Geopolymers represent a new class of inorganic materials that have great potential for practical application due to the properties of used raw materials, as well as the peculiarities of the cementitious matrix structure formed during the geopolymerizatio... ver más
Revista: Buildings

 
Bo Xia, Jiaxuan E, Qing Chen, Laurie Buys, Tan Yigitcanlar and Connie Susilawati    
The nature of the increasingly ageing populations of developed countries places residential issues of these populations at the heart of urban policy. Retirement villages as housing options for older adults in Australia has been growing steadily in recent... ver más
Revista: Urban Science

 
Cláudia Ferreira, Joana Barrelas, Ana Silva, Jorge de Brito, Ilídio S. Dias and Inês Flores-Colen    
Façades, as the most external building envelope component, are subject to different ex-ternal environmental loads, such as: Temperature, precipitation, damp, and wind. Therefore, the contribution of environmental actions to the occurrence of defects in f... ver más
Revista: Buildings

 
Pablo Peña Torres, Elhem Ghorbel and George Wardeh    
Creep properties are determined in design standards by measuring the creep coefficient, noted f, as a function of time, t, and the age of the concrete at loading, t0. The work aims to study the validity of the analytical models proposed in the most used ... ver más
Revista: Buildings