Self-Training With Quantile Errors for Multivariate Missing Data Imputation for Regression Problems in Electronic Medical Records: Algorithm Development Study

• Main Authors: Hansle Gwon (Author), Imjin Ahn (Author), Yunha Kim (Author), Hee Jun Kang (Author), Hyeram Seo (Author), Ha Na Cho (Author), Heejung Choi (Author), Tae Joon Jun (Author), Young-Hak Kim (Author)
• Format: Book
• Published: JMIR Publications, 2021-10-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

BackgroundWhen using machine learning in the real world, the missing value problem is the first problem encountered. Methods to impute this missing value include statistical methods such as mean, expectation-maximization, and multiple imputations by chained equations (MICE) as well as machine learni...