Decouple and Decorrelate: A Disentanglement Security Framework Combining Sample Weighting for Cross-Institution Biased Disease Diagnosis

Author:

Zhang Jiayu1ORCID,Li Hang2,Xu Dexuan1ORCID,Lou Yiwei3,Ran Menglong2,Jin Zhi3ORCID,Huang Yu4ORCID

Affiliation:

1. School of Software and Microelectronics, Peking University, Beijing, China

2. Department of Dermatology, Peking University First Hospital, Beijing, China

3. Key Laboratory of High Confidence Software Technologies, Ministry of Education, School of Computer Science, Peking University, Beijing, China

4. National Engineering Research Center for Software Engineering, Peking University, Beijing, China

Funder

National Key Research and Development Program of China

Beijing Nova Program and Scientific and Technological Innovation Project of China Academy of Chinese Medical Sciences

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

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