# Differential Privacy By Sampling

arXiv: https://arxiv.org/abs/1708.01884 · HTML: https://mlsanity.com/paper/1708.01884/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 6 Aug 2017.

## Built on by (most cited first, 1 of 1)

- [Optimal Survey Design for Private Mean Estimation](https://mlsanity.com/paper/2501.18121/) (2025)

## Abstract (arXiv)

In this paper we present the Sampling Privacy mechanism for privately releasing personal data. Sampling Privacy is a sampling based privacy mechanism that satisfies differential privacy.