Impact of Data Perturbation for Statistical Disclosure Control on the Predictive Performance of Machine Learning Techniques

• Published in: Journal of Data Science Vol. 23; no. 2; pp. 312 - 331
• Main Authors: Johnson III, Thomas, Mostafa, Sayed A.
• Format: Journal Article
• Language: English
• Published: 中華資料採礦協會 01.04.2025
• Subjects: data perturbation; data confidentiality; machine learning; statistical disclosure control; predictive modeling

The rapid accumulation and release of data have fueled research across various fields. While numerous methods exist for data collection and storage, data distribution presents challenges, as some datasets are restricted, and certain subsets may compromise privacy if released unaltered. Statistical d...