Toward secure and privacy-preserving distributed deep learning in fog-cloud computing

Y Li, H Li, G Xu, T Xiang, X Huang… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
… Moriai, “Privacypreserving deep learning via additively homomorphic encryption,” IEEE …
Gao, “PDLM: Privacy-preserving deep learning model on cloud with multiple keys,” IEEE Trans. …

A differential approach and deep neural network based data privacy-preserving model in cloud environment

R Gupta, I Gupta, D Saxena, AK Singh - Journal of Ambient Intelligence …, 2023 - Springer
… approach and Deep neural network based data Privacy-Preserving Model (DD-PPM) … model
over the multi-key encrypted data, a privacy-preserving deep learning model, namely PDLM

PDLHR: Privacy-preserving deep learning model with homomorphic re-encryption in robot system

Y Chen, B Wang, Z Zhang - IEEE Systems Journal, 2021 - ieeexplore.ieee.org
privacy-preserving deep learning schemes in multiple keys have … privacy-preserving deep
learning models (PDLMs) in cloud … 1) We design a PDLM with the BCP cryptosystem and homo…

A differential approach for data and classification service-based privacy-preserving machine learning model in cloud environment

R Gupta, AK Singh - New Generation Computing, 2022 - Springer
… A privacy-preserving deep learning model, namely, PDLM, is presented in [18] that protects
training data by encrypting it with multiple keys using a public-key distributed two trapdoors (…

A privacy-preserving model based on differential approach for sensitive data in cloud environment

AK Singh, R Gupta - Multimedia Tools and Applications, 2022 - Springer
privacy-preserving deep learning model, namely PDLM, to train the model over the encrypted
data under multiple keys… a privacy-preserving machine learning with multiple data provider …

A Comprehensive Study of Traditional and Deep-learning Schemes for Privacy and Data Security in the Cloud

MF Sheet, MJ Saeed - AL-Rafidain Journal of Computer …, 2022 - csmj.mosuljournals.com
… In [27], the authors proposed a Privacy-Preserving Deep Learning Model (PDLM) to add …
on Privacy-Preserving Machine Learning to generate multiple keys for each user of the cloud. …

Privacy-preserving distributed multi-task learning against inference attack in cloud computing

X Ma, J Ma, S Kumari, F Wei, M Shojafar… - ACM Transactions on …, 2021 - dl.acm.org
privacy-preserving machine learning and showcased its applications on several commonly
used machine learning … during model training in MTL, we introduce a public-key cryptosystem …

MLPAM: A machine learning and probabilistic analysis based model for preserving security and privacy in cloud environment

I Gupta, R Gupta, AK Singh, R Buyya - IEEE Systems Journal, 2020 - ieeexplore.ieee.org
Privacy-preserving Machine Learning with Multiple data providers scheme to protect the privacy
of the datasets. Public keyPDLM: Privacy-preserving deep learning model on cloud with …

Differential and triphase adaptive learning-based privacy-preserving model for medical data in cloud environment

R Gupta, D Saxena, I Gupta… - IEEE Networking …, 2022 - ieeexplore.ieee.org
… The key state-of-arts models have been reported to address this challenge. A … data through
deep neural network in privacypreserving deep learning (PDLM) model [4]. Moreover, a …

[HTML][HTML] Lightweight deep learning model to secure authentication in Mobile Cloud Computing

A Zeroual, M Amroune, M Derdour… - Journal of King Saud …, 2022 - Elsevier
… hybrid solution to address two key authentication challenges: … of humans such as face,
palm print, and fingerprints. The … The Privacy Preserving Face Recognition with outsourced …