How Can We Analyze Differentially-Private Synthetic Datasets?
نویسندگان
چکیده
منابع مشابه
How Can We Analyze Differentially-Private Synthetic Datasets?
Synthetic datasets generated within the multiple imputation framework are now commonly used by statistical agencies to protect the confidentiality of their respondents. More recently, researchers have also proposed techniques to generate synthetic datasets which offer the formal guarantee of differential privacy. While combining rules were derived for the first type of synthetic datasets, littl...
متن کاملThesis Proposal: Creation and Analysis of Differentially-Private Synthetic Datasets
Statistical agencies are faced with two conflicting objectives: protecting the privacy of their respondents, and providing researchers and policy makers with useful data. There exists a large body of literature on Statistical Disclosure Limitation (SDL) techniques, describing and evaluating methods for statistical agencies to share collected information to users while satisfying their confident...
متن کاملGenerating Differentially Private Datasets Using GANs
In this paper, we present a technique for generating artificial datasets that retain statistical properties of the real data while providing differential privacy guarantees with respect to this data. We include a Gaussian noise layer in the discriminator of a generative adversarial network to make the output and the gradients differentially private with respect to the training data, and then us...
متن کاملGenerating Differentially Private Datasets Using Gans
In this paper, we present a technique for generating artificial datasets that retain statistical properties of the real data while providing differential privacy guarantees with respect to this data. We include a Gaussian noise layer in the discriminator of a generative adversarial network to make the output and the gradients differentially private with respect to the training data, and then us...
متن کاملHow can we enhance the value of laboratory tests?
Today, the pressures on the healthcare systems for the controlling of the costs are extreme and all sectors try to demonstrate the value of their services by justifying the activities and expenditures so the value can be describe in terms like quality, efficiency, effectiveness, patient satisfaction, cost effectiveness .The value of the lab testing is generally directed to their costs and the c...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Journal of Privacy and Confidentiality
سال: 2011
ISSN: 2575-8527
DOI: 10.29012/jpc.v2i2.589