Early Detection of Dementia in Populations With Type 2 Diabetes: Predictive Analytics Using Machine Learning Approach.

Journal: Journal of medical Internet research
PMID:

Abstract

BACKGROUND: The possible association between diabetes mellitus and dementia has raised concerns, given the observed coincidental occurrences.

Authors

  • Phan Thanh Phuc
    College of Management, Taipei Medical University, New Taipei, Taiwan.
  • Phung-Anh Nguyen
    Clinical Data Center, Office of Data Science, Taipei Medical University, Taipei, Taiwan.
  • Nam Nhat Nguyen
    College of Medicine, Taipei Medical University, Taipei, Taiwan.
  • Min-Huei Hsu
    Graduate Institute of Data Science, College of Management, Taipei Medical University, Taipei, Taiwan.
  • Nguyen Quoc Khanh Le
    In-Service Master Program in Artificial Intelligence in Medicine, College of Medicine, Taipei Medical University, Taipei 110, Taiwan; AIBioMed Research Group, Taipei Medical University, Taipei 110, Taiwan; Translational Imaging Research Center, Taipei Medical University Hospital, Taipei 110, Taiwan. Electronic address: khanhlee@tmu.edu.tw.
  • Quoc-Viet Tran
    Graduate Institute of Data Science, College of Management, Taipei Medical University, Taipei, Taiwan.
  • Chih-Wei Huang
    Clinical Big Data Research Center, Taipei Medical University Hospital, Taipei Medical University, Taipei, Taiwan.
  • Hsuan-Chia Yang
    Clinical Big Data Research Center, Taipei Medical University Hospital, Taipei Medical University, Taipei, Taiwan.
  • Cheng-Yu Chen
    Department of Medical Imaging, Taipei Medical University Hospital, No.250, Wu-Hsing St, Taipei, 11031, Taiwan. sandy0932@gmail.com.
  • Thi Anh Hoa Le
    University Medical Center, University of Medicine and Pharmacy, Ho Chi Minh City, Vietnam.
  • Minh Khoi Le
    University Medical Center, University of Medicine and Pharmacy, Ho Chi Minh City, Vietnam.
  • Hoang Bac Nguyen
    University Medical Center, University of Medicine and Pharmacy, Ho Chi Minh City, Vietnam.
  • Christine Y Lu
    Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA, United States.
  • Jason C Hsu
    International Ph.D. Program in Biotech and Healthcare Management, College of Management, Taipei Medical University, Taipei, Taiwan.