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Artificial Neural Network Analysis for Prediction of Community Care Design Research in Spatial and Environmental Areas in Korea

  • Yumi, Jang (Design Institute, Inje University) ;
  • Jiyoung An (Azwie Foundation and Rutgers, The State University of New Jersey) ;
  • Jinkyung Paik (Division of Multimedia Design, Inje University)
  • Received : 2023.06.30
  • Published : 2023.06.30

Abstract

This study aims to empirically confirm the effect and impact of community care design research centered on domestic space and environment on health promotion, diagnosis treatment, disease management, rehabilitation, and mitigation through the year of publication and perspective. To this end, based on 1,227 space and environment design studies from 2,144 community care design research data conducted for about 20 years from 2002 to 2022, when care services began in earnest through the long-term care system for the elderly, SPSS 26.0 was used to create a 'Multi-layer Perceptron' artificial neural network structure model was predicted and neural network analysis was performed. Research Results First, as a result of checking studies in each field of health care by year, there is a significant difference with the number of studies related to health promotion being the highest. Second, the five perspectives are region, time, dimension, function, and content perspective. As a result of inputting these variables as independent variables and analyzing their importance in the artificial neural network, the function perspective had the most influence, followed by the region > content > dimension > time perspective.

Keywords

Acknowledgement

This work was supported by the Ministry of Education of the Republic of Korea and the National Research Foundation of Korea. (NRF-2020S1A5C2A02092454)

References

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