Incentive Compatible Privacy-Preserving Data Analysis
نویسندگان
چکیده
منابع مشابه
Privacy Preserving Tâtonnement - A Cryptographic Construction of an Incentive Compatible Market
• Sellers distribute goods • Buyers purchase some quantity Tâtonnement mechanism • A " Hill Climbing " approach Utility Functions • Describe a player's preferences • Specify a quantity for all prices Protocol • Sellers set the initial price • Buyers pledge quantity at price • Equilibrium sets the final price Real World Market Applications • Tokyo Grain Exchange (itayose) Debate on Applicability...
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Releasing person-specific data could potentially reveal sensitive information about individuals. k-anonymization is a promising privacy protection mechanism in data publishing. Although substantial research has been conducted on k-anonymization and its extensions in recent years, only a few prior works have considered releasing data for some specific purpose of data analysis. This paper present...
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Many modern databases include personal and sensitive cor-related data, such as private information on users connectedtogether in a social network, and measurements of physicalactivity of single subjects across time. However, differentialprivacy, the current gold standard in data privacy, does notadequately address privacy issues in this kind of data.This work looks at a ...
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ژورنال
عنوان ژورنال: IEEE Transactions on Knowledge and Data Engineering
سال: 2013
ISSN: 1041-4347
DOI: 10.1109/tkde.2012.61