Barbara Prol, Sarah Klein, Christopher Rennie, Sanela Andelija
Respondent Demographics and Contraceptive Use Patterns in the United States: A National Survey of Family Growth Analysis
Cureus
differential privacy emerged practical technique privacypreserving deep learning however recent studies privacy attacks demonstrated vulnerabilities existing differential privacy implementations deep models encryptionbased methods offer robust security computational overheads often prohibitive address challenges propose novel differential privacybased image generation method approach employs two distinct noise types one makes image unrecognizable humans preserving privacy transmission maintains features essential machine learning analysis allows deep learning service provide accurate results without compromising data privacy demonstrate feasibility method cifar100 dataset offers realistic complexity evaluation