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%)