TY - GEN
T1 - Privacy-Preserving Deep Learning Computation for Geo-Distributed Medical Big-Data Platforms
AU - Jeon, Joohyung
AU - Kim, Junhui
AU - Kim, Joongheon
AU - Kim, Kwangsoo
AU - Mohaisen, Aziz
AU - Kim, Jong Kook
N1 - Funding Information:
ACKNOWLEDGMENT This work was supported by IITP (2017-0-00068 and 2018-0-00170) and also by National Research Foundation of Korea (2016R1C1B1015406 and 2017R1A4A1015675). J. Kim is a corresponding author (e-mail: joongheon@gmail.com).
PY - 2019/6
Y1 - 2019/6
N2 - This paper proposes a distributed deep learning framework for privacy-preserving medical data training. In order to avoid patients' data leakage in medical platforms, the hidden layers in the deep learning framework are separated and where the first layer is kept in platform and others layers are kept in a centralized server. Whereas keeping the original patients' data in local platforms maintain their privacy, utilizing the server for subsequent layers improves learning performance by using all data from each platform during training.
AB - This paper proposes a distributed deep learning framework for privacy-preserving medical data training. In order to avoid patients' data leakage in medical platforms, the hidden layers in the deep learning framework are separated and where the first layer is kept in platform and others layers are kept in a centralized server. Whereas keeping the original patients' data in local platforms maintain their privacy, utilizing the server for subsequent layers improves learning performance by using all data from each platform during training.
KW - Deep Learning
KW - Medical Big Data
KW - Privacy Preserving
UR - http://www.scopus.com/inward/record.url?scp=85072042060&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85072042060&partnerID=8YFLogxK
U2 - 10.1109/DSN-S.2019.00007
DO - 10.1109/DSN-S.2019.00007
M3 - Conference contribution
AN - SCOPUS:85072042060
T3 - Proceedings - 49th Annual IEEE/IFIP International Conference on Dependable Systems and Networks - Supplemental Volume, DSN-S 2019
SP - 3
EP - 4
BT - Proceedings - 49th Annual IEEE/IFIP International Conference on Dependable Systems and Networks - Supplemental Volume, DSN-S 2019
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 49th Annual IEEE/IFIP International Conference on Dependable Systems and Networks - Supplemental Volume, DSN-S 2019
Y2 - 24 June 2019 through 27 June 2019
ER -