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    • 1. 发明授权
    • Differentially private aggregate classifier for multiple databases
    • 用于多个数据库的差异化私有聚合分类器
    • US08375030B2
    • 2013-02-12
    • US12960221
    • 2010-12-03
    • Shantanu RaneManas A. PathakBhiksha Ramakrishnan
    • Shantanu RaneManas A. PathakBhiksha Ramakrishnan
    • G06F17/30
    • G06F17/30539G06F21/6245G06Q10/00
    • Embodiments of the invention disclose a system and a method for determining a differentially private aggregate classifier for a set of databases, wherein each database in the set of databases is associated with a classifier and a noise value, wherein the classifier and the noise value are determined locally for each database, such that a combination of the classifier and the noise value ensure a differential data privacy of the database, and wherein the differentially private aggregate classifier preserves the differential data privacy of each database. The differentially private aggregate classifier is a combination of the classifiers of the set of databases modified with the noise value corresponding to a smallest database in the set of databases.
    • 本发明的实施例公开了一种用于确定一组数据库的差分私有聚类分类器的系统和方法,其中数据库集合中的每个数据库与分类器和噪声值相关联,其中分类器和噪声值被确定 本地为每个数据库,使得分类器和噪声值的组合确保数据库的差异数据隐私,并且其中差异化私有聚合分类器保留每个数据库的差分数据隐私。 差异化私有聚合分类器是用数据库集中的最小数据库对应的噪声值修改的数据库集合的分类器的组合。