Enhancing correlated big data privacy using differential privacy and machine learning

Enhancing correlated big data privacy using differential privacy and machine learning

Abstract Data are often correlated in real-world datasets. Existing data privacy algorithms did not consider data correlation an inherent property of datasets. This data correlation caused privacy leakages that most researchers left unnoticed. Such privacy leakages are often caused by homogeneity, b...

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Bibliographic Details
Main Authors: Sreemoyee Biswas, Anuja Fole, Nilay Khare, Pragati Agrawal
Format: Article
Language:English
Published: SpringerOpen 2023-03-01
Series:Journal of Big Data
Subjects:
Big data privacy
Correlated datasets
Data correlation
Machine learning
Correlated big data
Data privacy threats
Online Access:https://doi.org/10.1186/s40537-023-00705-8

Internet

https://doi.org/10.1186/s40537-023-00705-8

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