Privacy-Preserving Predictive Modeling: Harmonization of Contextual Embeddings From Different Sources

Yingxiang Huang   ^{1 *} , BA ;   Junghye Lee   ^{2, 3, 4 *} , PhD ;   Shuang Wang   ¹ , PhD ;   Jimeng Sun   ⁵ , PhD ;   Hongfang Liu   ⁶ , PhD ;   Xiaoqian Jiang   ¹ , PhD

¹ Health Sciences, Department of Biomedical Informatics, University of California - San Diego, La Jolla, CA, United States

² School of Management Engineering, Ulsan National Institute of Science and Technology, Ulsan, Republic of Korea

³ Department of Biomedical Informatics, University of California - San Diego, La Jolla, CA, United States

⁴ Department of Industrial and Management Engineering, Pohang University of Science and Technology, Pohang, Republic of Korea

⁵ School of Computational Science and Engineering at College of Computing, Georgia Institute of Technology, Atlanta, GA, United States

⁶ Department of Health Sciences Research, Mayo Clinic College of Medicine, Rochester, MN, United States

*these authors contributed equally