SHARE: Statistical Health Information Release with Differential Privacy
Publications
Haoran Li, Xiaoqian Jiang, Zhanglong Ji and Li Xiong. Differentially Private SNP selection in Genome-Wide Association Studies. The 4th Translational Bioiformatics Conference (TBC), recommended to Journal of the American Medical Informatics Association (JAMIA), 2014
Chia-Lun Lu, Shuang Wang, Zhanglong Ji, Yuan Wu, Li Xiong, Xiaoqian Jiang and Lucila Ohno-Machado. WebDISCO: a Web service for DIStributed COx model learning without patient-level data sharing. The 4th Translational Bioiformatics Conference (TBC), 2014
Yonghui Xiao, Li Xiong, Liyue Fan, Slawomir Goryczka, Haoran Li. DPCube: Differentially Private Histogram Release through Multidimensional Partitioning, Transactions of Data Privacy (TDP), 2014
Haoran Li, Li Xiong, Lifan Zhang, Xiaoqian Jiang. DPSynthesizer: Differentially Private Data Synthesizer for Privacy Preserving Data Sharing (demo paper). 40th International Conference on Very Large Data Bases (VLDB), 2014
Zhanglong Ji, Xiaoqian Jiang, Shuang Wang, Li Xiong and Lucila Ohno-Machado. Differentially Private Distributed Logistic Regression using Public and Private Biomedical Datasets. BMC Medical Genomics, 7(Suppl 1), 2014
Haoran Li, Li Xiong, Lucila Ohno-Machado, Xiaoqian Jiang. Privacy Preserving RBF Kernel Support Vector Machine, BioMed Research International, Volume 2014, 2014
Haoran Li, Li Xiong, Xiaoqian Jiang. Differentially Private Synthesization of Multi-Dimensional Data using Copula Functions. In EDBT 2014 (Acceptance rate: 20%)