Privacy-preserving in the context of data mining and deep learning

A Altalhi, M AL-Saedi, H Alsuwat… - International journal of …, 2021 - kiss.kstudy.com
Machine-learning systems have proven their worth in various industries, including
healthcare and banking, by assisting in the extraction of valuable inferences. Information in …

Privacy-preserving deep learning algorithm for big personal data analysis

RM Alguliyev, RM Aliguliyev, FJ Abdullayeva - Journal of Industrial …, 2019 - Elsevier
For privacy-preserving analysing of big data, a deep learning method is proposed. The
method transforms the sensitive part of the personal information into non-sensitive data. To …

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 …

Optimal privacy preserving technique over big data analytics using oppositional fruit fly algorithm

A Kiran, V Devara - Recent Advances in Computer Science …, 2020 - ingentaconnect.com
Background: Big data analytics is the process of utilizing a collection of data accompanied
on the internet to store and retrieve anywhere and at any time. Big data is not simply a data …

[PDF][PDF] A Survey of Privacy Preservation for Deep Learning Applications.

L Zhang, L Nie, L Yu - Journal of Information Hiding & Privacy …, 2022 - cdn.techscience.cn
Deep learning is widely used in artificial intelligence fields such as computer vision, natural
language recognition, and intelligent robots. With the development of deep learning …

Privacy preserving over big data through VSSFA and MapReduce framework in cloud environment

VS Thiyagarajan, A Ayyasamy - Wireless Personal Communications, 2017 - Springer
The main intention of this paper is develop a technique for privacy preserving-aware over
big data in clouds using variation step size firefly algorithm and MapReduce framework. This …

Privacy Preserving Techniques for Deep Learning in Multi-Party System

HK Ko - The Journal of the Convergence on Culture …, 2023 - koreascience.kr
Deep Learning is a useful method for classifying and recognizing complex data such as
images and text, and the accuracy of the deep learning method is the basis for making …

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 …

Privacy preserving-aware over big data in clouds using GSA and MapReduce framework

K Sekar, M Padmavathamma - International Journal of …, 2020 - inderscienceonline.com
This paper proposes a privacy preserving-aware-based approach over Big data in clouds
using GSA and MapReduce framework. It consists of two modules such as; MapReduce …

[PDF][PDF] Privacy-Preserving Deep Learning using Collaborative Learning of Neural Network Model

HK Ko - The International Journal of Advanced Smart …, 2023 - koreascience.kr
The goal of deep learning is to extract complex features from multidimensional data use the
features to create models that connect input and output. Deep learning is a process of …