Search Results for author: I. Khalil

Found 3 papers, 0 papers with code

Privacy Preserving Face Recognition Utilizing Differential Privacy

no code implementations21 May 2020 M. A. P. Chamikara, P. Bertok, I. Khalil, D. Liu, S. Camtepe

Biometric information delivered to untrusted third-party servers in an uncontrolled manner can be considered a significant privacy leak (i. e. uncontrolled information release) as biometrics can be correlated with sensitive data such as healthcare or financial records.

Cryptography and Security Databases

Privacy Preserving Distributed Machine Learning with Federated Learning

no code implementations25 Apr 2020 M. A. P. Chamikara, P. Bertok, I. Khalil, D. Liu, S. Camtepe

Distributed devices such as the Internet of Things (IoT) often produce a large amount of data, eventually resulting in big data that can be vital in uncovering hidden patterns, and other insights in numerous fields such as healthcare, banking, and policing.

Databases

Local Differential Privacy for Deep Learning

no code implementations8 Aug 2019 M. A. P. Chamikara, P. Bertok, I. Khalil, D. Liu, S. Camtepe, M. Atiquzzaman

However, DL algorithms tend to leak privacy when trained on highly sensitive crowd-sourced data such as medical data.

Privacy Preserving

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