Locally Differentially Private Sparse Vector Aggregation
Experiments
To run the experiments (compiled with c++11):
make
./main
Edit the config.json
file to choose the experiment parameters. Also see main.cpp
for other experiments.
Implementation
See the SVME
class in estimator.cpp
.
Disclaimer: the implementation here is only for demostration and not guaranteed to be rigorously correct. Please do not use this implementation for any serious usage.
Publication
For details, please see our paper https://arxiv.org/abs/2112.03449.