Tab-PE extends Private Evolution to tabular data with heuristic operators, outperforming AIM by up to 10% classification accuracy and 28x speed on high-order correlation datasets under differential privacy.
php/jpc/article/view/880
3 Pith papers cite this work. Polarity classification is still indexing.
3
Pith papers citing it
verdicts
UNVERDICTED 3representative citing papers
Synthetic data generation exhibits disparate impact from group-specific approximation, sampling, and estimation errors; group-wise models improve both utility and parity on graphical model methods.
A survey of differential privacy theory, mechanisms, applications, and user-facing issues.
citing papers explorer
-
A Comprehensive Guide to Differential Privacy: From Theory to User Expectations
A survey of differential privacy theory, mechanisms, applications, and user-facing issues.