Abstract：
:The issue of public health in Korea has attracted significant attention given the aging of the country's population, which has created many types of social problems. The approach proposed in this article aims to address dementia, one of the most significant symptoms of aging and a public health care issue in Korea. The Korean National Health Insurance Service Senior Cohort Database contains personal medical data of every citizen in Korea. There are many different medical history patterns between individuals with dementia and normal controls. The approach used in this study involved examination of personal medical history features from personal disease history, sociodemographic data, and personal health examinations to develop a prediction model. The prediction model used a support-vector machine learning technique to perform a 10-fold cross-validation analysis. The experimental results demonstrated promising performance (80.9% F-measure). The proposed approach supported the significant influence of personal medical history features during an optimal observation period. It is anticipated that a biomedical "big data"-based disease prediction model may assist the diagnosis of any disease more correctly.
journal_name
Int J Environ Res Public Healthauthors
Kim H,Chun HW,Kim S,Coh BY,Kwon OJ,Moon YHdoi
10.3390/ijerph14090983subject
Has Abstractpub_date
2017-08-30 00:00:00issue
9eissn
1661-7827issn
1660-4601pii
ijerph14090983journal_volume
14pub_type
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pub_type： 杂志文章,评审
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