The code is for the paper "Differentially Private Bootstrap: New Privacy Analysis and Inference Strategies" by Zhanyu Wang, Guang Cheng, and Jordan Awan. https://arxiv.org/abs/2210.06140
We use R to perform all computation and visualization.
To reproduce the table 2 in our paper, please run Table2.r and the results are shown in the txt files in ./results/.
To reproduce the corresponding figures in our paper, please run the files Figure*.r, and the results will be pdf files in the current folder ./. The figure files should be the same as the files in ./figures/. For those experiments taking longer time to run, e.g., Figure 5, we split their procedure into two steps and provide intermediate results saved in the folders ./results*. To save time, one can skip the first step and use the files Figure*.r (the second step) to draw the figures.
For how to reproduce the intermediate results in ./results*, i.e., the csv files, see the details in the next section.
Please run coverage_check.r, and the results will be in ./results/.
Figure 6: Results of 90% CIs for the slope parameters in logistic regression and quantile regression.
Please run logistic_regression.R and quantile_regression, and the results will be in ./results_logistic/ and ./results_quantile/ correspondingly.
Please run clamp_normal_mean.r, and the results will be in ./results_clamp_normal_mean/.
Figure 8 and 9: Results for various choices of B and μ-GDP for logistic regression with c = 1 and 0.01.
Please run logistic_regression.r, and the results will be in ./results_logistic/.
Figure 10 and 11: Results for various choices of B and μ-GDP for quantile regression with c = 1 and 0.01.
Please run quantile_regression.r, and the results will be in ./results_quantile/.
Copyright 2023 Zhanyu Wang, Guang Cheng, and Jordan Awan
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License.