Gerome Miklau
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| title | conference | date |
|---|---|---|
| Negotiating Privacy/Utility Trade-Offs under Differential Privacy | PEPR '22 | 2022-06-23 |
The College Scorecard project links Department of Education cohorts to IRS earnings data and moves from ad hoc suppression to differential privacy, producing… | ||
| Accuracy Disparities and Social Choices in the Design of Privacy Mechanisms | Data Privacy: From Foundations to Applications (Simons Institute workshop, 2019) | 2019-03-04 |
Claims that common differential privacy pipelines produce uneven harms: applying Laplace mechanism to census-style counts yields unbiased equal-variance noise… | ||
| Simons Institute Live Stream | Data Privacy: Foundations and Applications Boot Camp | 2019-01-28 |
Covers concrete algorithms and bounds for answering counting (linear) queries under differential privacy: the Gaussian noise mechanism adds iid Gaussian scaled… | ||
| Algorithms for Answering Linear Queries, Part II | Data Privacy: Foundations and Applications Boot Camp | 2019-01-28 |
Adds Gaussian noise to query answers and then projects back onto the feasible set of answers so noisy outputs become consistent; this Gaussian noise +… | ||
| Algorithms for Answering Linear Queries, Part III | Data Privacy: Foundations and Applications Boot Camp | 2019-01-28 |
Presents a scalable variant of the matrix mechanism that replaces a global semidefinite program with local gradient optimization over a parameterized family of… | ||
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