Adaptive Differentially Private Data Release (ADP)
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
Zhanglong Ji, Xiaoqian Jiang, Haoran Li, Li Xiong and Lucila Ohno-Machado. Select and Label (S&L): a Task-Driven Privacy-Preserving Data Synthesization Framework. The 4th Translational Bioiformatics Conference (TBC), 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
Liyue Fan, Li Xiong. An Adaptive Approach to Real-time Aggregate Monitoring with Differential Privacy. IEEE Transactions on Data and Knowledge Engineering (TKDE), Vol. 26, No. 9, September 2014
Raquel Hill, Michael Hansen, Erick Janssen, Stephanie A. Sanders, Julia R. Heiman, Li Xiong. Evaluating Utility: Towards Understanding of Sharing a Differentially Private Behavioral Science Dataset. IEEE International Conference on Healthcare Informatics (ICHI), 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
Liyue Fan, Luca Bonomi, Li Xiong, Vaidy Sunderam. Monitoring Web Browsing Behaviors with Differential Privacy. In WWW 2014. (Acceptance rate: 12.9%)
Haoran Li, Li Xiong, Xiaoqian Jiang. Differentially Private Synthesization of Multi-Dimensional Data using Copula Functions. In EDBT 2014 (Acceptance rate: 20%)
Jinfei Liu, Li Xiong, Jun Luo. Semantic Security: Privacy Definitions Revisited. Transactions on Data Privacy 6:3 (2013)
Liyue Fan, Li Xiong. Differentially Private Anomaly Detection
with a Case Study on Epidemic Outbreak Detection. IEEE Workshop on Privacy Aspects of Data Mining (PADM), in conjunction with International Conference on Data Mining (ICDM), 2013
Luca Bonomi, Li Xiong. A Two-Phase Algorithm For Mining Sequential Patterns with Differential Privacy. In CIKM 2013 (Acceptance rate: 16.8%)
Liyue Fan, Li Xiong, Vaidy Sunderam. Differentially Private Multi-Dimensional Time-Series Release for Traffic Monitoring. 27th IFIP WG 11.3 Conference on Data and Applications Security and Privacy (DBSec), 2013 (Best student paper award)
L. Bonomi, L. Xiong, J. Lu. LinkIT: Privacy Preserving Record Linkage and Integration via Transformations (demo track). In SIGMOD, 2013
L. Fan, L. Xiong, V. Sunderam. FAST: Differentially Private Real-Time Aggregate Monitor with Filtering and Adaptive Sampling (demo track). In SIGMOD, 2013
Slawomir Goryczka, Li Xiong and Vaidy Sunderam. Secure Multiparty Aggregation with Differential Privacy: A Comparative Study. In 6th International Workshop on Privacy and Anonymity in the Information Society (PAIS), in conjunction with the International Conference on Extended Database Technology (EDBT), 2013
Jinfei Liu, Li Xiong and Jun Luo. A Privacy Framework: Indistinguishable Privacy. In 6th International Workshop on Privacy and Anonymity in the Information Society (PAIS), in conjunction with the International Conference on Extended Database Technology (EDBT), 2013
James Gardner, Li Xiong, Yonghui Xiao, Jingjing Gao, Andrew Post, Xiaoqian Jiang, Lucila Ohno-Machado. SHARE: System Design and Case Studies for Statistical Health Information Release. Journal of the American Medical Informatics Association (JAMIA), 20(1), 2013
Luca Bonomi, Li Xiong, Rui Chen, and Benjamin C. M. Fung. Frequent grams based Embedding for Privacy Preserving Record Linkage (short paper). In 21st ACM International Conference on Information and Knowledge Management (CIKM), 2012
Liyue Fan, Li Xiong. Real-Time Aggregate Monitoring with Differential Privacy (short paper). In 21st ACM International Conference on Information and Knowledge Management (CIKM), 2012
Y. Xiao, J. Gardner, L. Xiong. DPCube: Releasing Differentially Private Data Cubes for Health Information (demo paper). In 28th IEEE International Conference on Data Engineering (ICDE), 2012
P. Jurczyk, L. Xiong, S. Goryczka. DObjects+: Enabling Privacy-Preserving Data Federation Services (demo paper). In 28th IEEE International Conference on Data Engineering (ICDE), 2012
R. Chen, N. Mohammed, B. C. M. Fung, B. C. Desai, L. Xiong. Publishing Set-Valued Data via Differential Privacy. In 37th International Conference on Very Large
Data Bases (VLDB), 2011
Y. Xiao, L. Xiong, C. Yuan. Differentially private data release through multidimensional partitioning. In Secure Data Management (SDM), 7th VLDB Workshop, Lecture Notes in Computer Science, 2010