Robust Automated Harmonization of Heterogeneous Data Through Ensemble Machine Learning: Algorithm Development and Validation Study
Robust Automated Harmonization of Heterogeneous Data Through Ensemble Machine Learning: Algorithm Development and Validation Study
Doris Yang
1
;
Doudou Zhou
2
, PhD ;
Steven Cai
3
;
Ziming Gan
4
, PhD ;
Michael Pencina
5
, PhD ;
Paul Avillach
1
, MD, PhD ;
Tianxi Cai
1
* , SCD ;
Chuan Hong
5
* , PhD
1
Department of Biomedical Informatics, Harvard Medical School, Boston, MA, United States
2
Department of Statistics and Data Science, National University of Singapore, Singapore, Singapore
3
Department of Computer Science, Rensselaer Polytechnic Institute, Rochester, NY, United States
4
Department of Statistics, University of Chicago, Chicago, IL, United States
5
Department of Biostatistics & Bioinformatics, Duke University, Durham, NC, United States
*these authors contributed equally
Corresponding Author:
-
Chuan Hong, PhD
-
Department of Biostatistics & Bioinformatics
-
Duke University
-
2424 Erwin Rd, Room 9022
-
Durham, NC, 27710
-
United States
-
Phone:
1 9035269514
-
Email: chuan.hong@duke.edu