English (United Kingdom)

https://curated-unify.zendy.io/wp-json/zendy-region/v1/featured_content/oa?rat=en

https://curated-unify.zendy.io/wp-json/zendy-region/v1/highlighted_journal/

Global: Zendy Plus annual

Presents the access of premium content as premium feature

Premium Content

Presents the keyphrase highlighting as premium feature

Keyphrase Highlighting

Presents the summarisation as premium feature

Summarisation

Insights

Presents the pdf analysis as premium feature

PDF Analysis

Presents the zaia usage as premium feature

ZAIA

Global: Zendy Plus monthly

Global: Zendy Tools annual

Global: Zendy Tools monthly

Global: Zendy Free Plan

In this paper, we focus on differentially private point and intervalestimators for simple linear regression. Motivated by recent work thathighlights the strong empirical performance of a robust algorithm called$\texttt{DPTheilSen}$, we provide a theoretical analysis of its privacy andaccuracy guarantees, offer guidance on setting hyperparameters, and show how toproduce differentially private confidence intervals for the slope.

Analyzing the Differentially Private Theil-Sen Estimator for Simple Linear Regression