In this paper, we propose CALM, Consistent Adaptive Local Marginal, that takes advantage of the careful challenge analysis and performs consistently better ...

Oct 19, 2018 · We introduce CALM for the marginal release problem under local differential privacy, which also work when there are non-binary attributes. • We ...

Jan 30, 2019 · CALM: Consistent Adaptive Local Marginal for Marginal Release under Local Differential Privacy. 375 views · 5 years ago ...more. Association ...

We consider the problem of constructing marginal tables given a set of user's multi-dimensional data while satisfying Local Differential Privacy (LDP), a ...

CALM: Consistent adaptive local marginal for marginal release under local differential privacy. Zhang, Z., Wang, T., Li, N., He, S., & Chen, J. ... In Proceedings ...

In this paper, we propose CALM, Consistent Adaptive Local Marginal, that takes advantage of the careful challenge analysis and performs consistently better than ...

Oct 19, 2018 · We introduce CALM for the marginal release problem under local differential privacy, which also work when there are non-binary attributes. • We ...

Explore a 23-minute conference talk on constructing marginal tables from multi-dimensional user data while adhering to Local Differential Privacy (LDP).

CALM: Consistent adaptive local marginal for marginal release under local differential privacy. Zhikun Zhang; Tianhao Wang; Ninghui Li; Shibo He; and Jiming ...

This repository lists the prototype algorithms our group developed for data collection/analysis under local differential privacy and is maintained by Tianhao ...