Do Machine Learning Approaches Perform Better Than Regression Models in Mapping Studies? A Systematic Review.

Journal: Value in health : the journal of the International Society for Pharmacoeconomics and Outcomes Research
PMID: 39922301

Abstract

OBJECTIVES: To identify how machine learning (ML) approaches were implemented in mapping studies and to determine the extent to which ML improved performance compared with regression models (RMs).

Authors

  • Tianqi Hong
    School of Biomedical Engineering, McMaster University, Hamilton, ON, Canada.
  • Shitong Xie
    School of Pharmaceutical Science and Technology, Tianjin University, Tianjin, China; Center for Social Science Survey and Data, Tianjin University, Tianjin, China.
  • Xinran Liu
  • Jing Wu
    School of Pharmaceutical Science, Jiangnan University, Wuxi, 214122, Jiangsu, China.
  • Gang Chen
    Department of Orthopedics, West China Hospital, Sichuan University, Chengdu, Sichuan, China.

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