Self–Training With Quantile Errors for Multivariate Missing Data Imputation for Regression Problems in Electronic Medical Records: Algorithm Development Study
Self–Training With Quantile Errors for Multivariate Missing Data Imputation for Regression Problems in Electronic Medical Records: Algorithm Development Study
Hansle Gwon
1, 2
, BSc ;
Imjin Ahn
1, 2
, BSc ;
Yunha Kim
1, 2
, BSc ;
Hee Jun Kang
3
, MSc ;
Hyeram Seo
1, 2
, BSc ;
Ha Na Cho
3
, MSc ;
Heejung Choi
1, 2
, BSc ;
Tae Joon Jun
4
* , PhD ;
Young-Hak Kim
3
* , MD, PhD
1
Department of Medical Science, Asan Medical Institute of Convergence Science and Technology, Seoul, Republic of Korea
2
Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
3
Division of Cardiology, Department of Internal Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
4
Big Data Research Center, Asan Institute for Life Sciences, Asan Medical Center, Seoul, Republic of Korea
*these authors contributed equally
Corresponding Author:
-
Young-Hak Kim, MD, PhD
-
Division of Cardiology, Department of Internal Medicine
-
Asan Medical Center
-
University of Ulsan College of Medicine
-
88, Olympic-ro 43-gil, Songpa-gu
-
Seoul, 05505
-
Republic of Korea
-
Phone:
82 2-3010-0955
-
Email: mdyhkim@amc.seoul.kr