diffpriv

Easy Differential Privacy

CRAN Package

An implementation of major general-purpose mechanisms for privatizing statistics, models, and machine learners, within the framework of differential privacy of Dwork et al. (2006) doi:10.1007/11681878_14. Example mechanisms include the Laplace mechanism for releasing numeric aggregates, and the exponential mechanism for releasing set elements. A sensitivity sampler (Rubinstein & Alda, 2017) doi:10.48550/arXiv.1706.02562 permits sampling target non-private function sensitivity; combined with the generic mechanisms, it permits turn-key privatization of arbitrary programs.


Documentation


Team


Insights

Last 30 days

This package has been downloaded 194 times in the last 30 days. More than a random curiosity, but not quite a blockbuster. Still, it's gaining traction! The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 3 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsMar 2, 2025
5 downloadsMar 3, 2025
9 downloadsMar 4, 2025
10 downloadsMar 5, 2025
6 downloadsMar 6, 2025
7 downloadsMar 7, 2025
3 downloadsMar 8, 2025
2 downloadsMar 9, 2025
1 downloadsMar 10, 2025
12 downloadsMar 11, 2025
3 downloadsMar 12, 2025
3 downloadsMar 13, 2025
2 downloadsMar 14, 2025
8 downloadsMar 15, 2025
3 downloadsMar 16, 2025
4 downloadsMar 17, 2025
7 downloadsMar 18, 2025
1 downloadsMar 19, 2025
11 downloadsMar 20, 2025
11 downloadsMar 21, 2025
11 downloadsMar 22, 2025
6 downloadsMar 23, 2025
36 downloadsMar 24, 2025
11 downloadsMar 25, 2025
4 downloadsMar 26, 2025
5 downloadsMar 27, 2025
2 downloadsMar 28, 2025
2 downloadsMar 29, 2025
4 downloadsMar 30, 2025
2 downloadsMar 31, 2025
3 downloadsApr 1, 2025
0 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
1
36

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 2,309 times in the last 365 days. That's enough downloads to impress a room full of undergrads. A commendable achievement indeed. The day with the most downloads was Mar 24, 2025 with 36 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


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Dependencies

  • Imports1 package
  • Suggests4 packages