[Construction of recognition models for subthreshold depression based on multiple machine learning algorithms and vocal emotional characteristics].

Journal: Nan fang yi ke da xue xue bao = Journal of Southern Medical University
PMID: 40294920

Abstract

OBJECTIVES: To construct vocal recognition classification models using 6 machine learning algorithms and vocal emotional characteristics of individuals with subthreshold depression to facilitate early identification of subthreshold depression.

Authors

  • Meimei Chen
    College of Communication Engineering, Jilin University, Changchun, China.
  • Yang Wang
    Department of General Surgery The First People's Hospital of Yunnan Province, The Affiliated Hospital of Kunming University of Science and Technology Kunming China.
  • Huangwei Lei
    College of Traditional Chinese Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou 350122, China.
  • Fei Zhang
    Key Laboratory of Smart City and Environmental Modeling of Higher Education Institute, College of Resources and Environment Sciences, Xinjiang University, Ürümqi, 830046, People's Republic of China. zhangfei3s@163.com.
  • Ruina Huang
    College of Traditional Chinese Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou 350122, China.
  • Zhaoyang Yang
    Department of Pathology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China.

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