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Connor Bain

Dataverse
Dataset
Dataset Dataset
Dataverse
Dataset Dataset
Dataverse
Dataset Dataset
Dataverse
Dataverse
Dataset

Sharing Data
Collect Research Data
Database
Public Access

Collect Research Data
Database
Public Access to
Summary Statistics
Mean: 20
Limited Access

Differential Privacy
A function (statistic) is -differentially
private if for all neighboring databases,

Differentially Private Access
Collect Research Data
Database
Perturbed
Summary
Statistics
Mean: 20 Mean: 22 +/- 3

Histograms
Categorical Data
- Unordered values

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dp_presentation

1. Differential Privacy Releasing Private Summary Statistics Connor Bain & Victor Balcer Or Sheffet, Vito D’Orazio, Kobbi Nissim, Mark Bun, & Salil Vadhan

3. Dataset #1 Dataset #2 Dataverse

4. Dataverse Dataset Dataset Dataset Dataverse Dataset Dataset Dataverse Dataset Dataset Dataverse Dataverse Dataset

5. Sharing Data Collect Research Data Database Public Access

6. Collect Research Data Database Public Access to Summary Statistics Mean: 20 Limited Access

8. Differential Privacy A function (statistic) is -differentially private if for all neighboring databases,

9. Differentially Private Access Collect Research Data Database Perturbed Summary Statistics Mean: 20 Mean: 22 +/- 3

10. Laplace Distribution

11.

12. Means

13.

14. Variance-Covariance Matrix

15.

16. Linear Regression

17. Histograms Categorical Data - Unordered values

18. Histograms Bins Counts

19. Histograms Bins Counts

20.

21. Questions?

dp_presentation

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