Epistemic Parity: Reproducibility as an Evaluation Metric for Differential Privacy

Differential privacy (DP) data synthesizers support public release of sensitive information, offering theoretical guarantees for privacy but limited evidence of utility in practical settings. Utility is typically measured as the error on representative proxy tasks, such as descriptive statistics, ac...

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Veröffentlicht in:	arXiv.org 2023-05
Hauptverfasser:	Rosenblatt, Lucas, Bernease Herman, Holovenko, Anastasia, Lee, Wonkwon, Loftus, Joshua, McKinnie, Elizabeth, Rumezhak, Taras, Stadnik, Andrii, Howe, Bill, Stoyanovich, Julia
Format:	Artikel
Sprache:	eng
Schlagworte:	Datasets Empirical analysis Epistemology Error analysis Evaluation Methodology Parity Privacy Synthesis Synthesizers
Online-Zugang:	Volltext
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