A Fair Data Market System with Data Quality Evaluation and Repairing Recommendation

نویسندگان

  • Xiaoou Ding
  • Hongzhi Wang
  • Dan Zhang
  • Jianzhong Li
  • Hong Gao
چکیده

Database Lab, University of Massachusetts Sep 2014 Present Research Assistant, advised by Gerome Miklau · Work on privacy-preserving data analysis. Contribute to DPBench, an experimental infrastructure to facilitate study of differentially private algorithms. · Conduct comprehensive empirical study of 15 published algorithms for 1D and 2D linear range queries on a total of 27 datasets. Result indicate that there does not exist an algorithm fits for all. · Improved the accuracy of two differential privacy algorithms MWEM and AHP with a max factor of 27 by wisely choosing free parameters.

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تاریخ انتشار 2015