Ontology highlight
ABSTRACT:
SUBMITTER: Wang S
PROVIDER: S-EPMC3676314 | biostudies-literature | 2013 Jun
REPOSITORIES: biostudies-literature
Wang Shuang S Jiang Xiaoqian X Wu Yuan Y Cui Lijuan L Cheng Samuel S Ohno-Machado Lucila L
Journal of biomedical informatics 20130404 3
We developed an EXpectation Propagation LOgistic REgRession (EXPLORER) model for distributed privacy-preserving online learning. The proposed framework provides a high level guarantee for protecting sensitive information, since the information exchanged between the server and the client is the encrypted posterior distribution of coefficients. Through experimental results, EXPLORER shows the same performance (e.g., discrimination, calibration, feature selection, etc.) as the traditional frequenti ...[more]