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
Data outsourcing has become indispensable to allow information sharing among multiple
parties. The users do not fully trust the cloud platform since it is operated by a third party …

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
The massive upsurge in computational and storage has driven the local data and machine
learning applications to the cloud environment. The owners may not fully trust the cloud …

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
This letter proposes a novel secure data protection model for privacy preservation in the
cloud environment by partitioning, sanitizing, and analyzing the data effectively to improve …

Privacy-preserving cloud data model based on differential approach

R Gupta, AK Singh - 2022 Second International Conference on …, 2022 - ieeexplore.ieee.org
With the variety of cloud services, the cloud service provider delivers the machine learning
service, which is used in many applications, including risk assessment, product recommen …

Differential privacy scheme using Laplace mechanism and statistical method computation in deep neural network for privacy preservation

GS Kumar, K Premalatha, GU Maheshwari… - … Applications of Artificial …, 2024 - Elsevier
Mountainous amounts of information are now available in hospitals, finance, counter-
terrorism, education and many other sectors. Those information can offer a rich source for …

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

AK Singh, R Gupta - Multimedia Tools and Applications, 2022 - Springer
A large amount of data and applications need to be shared with various parties and
stakeholders in the cloud environment for storage, computation, and data utilization. Since a …

On differential privacy-based framework for enhancing user data privacy in mobile edge computing environment

J Sharma, D Kim, A Lee, D Seo - IEEE Access, 2021 - ieeexplore.ieee.org
The potential growth in data mining has an important aspect on security due to the
consideration of the data as an asset. The provisioning of protection in a public infrastructure …

Differential and access policy based privacy-preserving model in cloud environment

R Gupta, AK Singh - Journal of Web Engineering, 2022 - ieeexplore.ieee.org
Cloud computing has multiple benefits in terms of minimum cost, maximum efficiency, and
high scalability, which prompts shifting a large amount of data from the local machine to the …

Deep learning: Differential privacy preservation in the era of big data

J Vasa, A Thakkar - Journal of Computer Information Systems, 2023 - Taylor & Francis
In recent years, deep learning (DL) has been ubiquitous in several areas, such as text
recognition and data analysis, limited by this and increasingly used in security and data …

Differential privacy protection over deep learning: An investigation of its impacted factors

Y Lin, LY Bao, ZM Li, SZ Si, CH Chu - Computers & Security, 2020 - Elsevier
Deep learning (DL) has been widely applied to achieve promising results in many fields, but
it still exists various privacy concerns and issues. Applying differential privacy (DP) to DL …