High-Dimensional Differentially Private Quantile Regression: Distributed Estimation and Statistical Inference

Ziliang Shen, Caixing Wang, Shaoli Wang +1

With the development of big data and machine learning, privacy concerns have become increasingly critical, especially when handling heterogeneous datasets containing sensitive pers…