Comparing Classifier's Performance under Differential Privacy

M Lopuhaä-Zwakenberg… - … on Security and …, 2021‏ - research.utwente.nl
The application of differential privacy in privacy-preserving data analysis has gained
momentum in recent years. In particular, it provides an effective solution for the construction …

On the Comparison of Classifiers' Construction over Private Inputs

M Sheikhalishahi, N Zannone - … on Trust, Security and Privacy in …, 2020‏ - ieeexplore.ieee.org
Classifiers are often trained over data collected from different sources. Sharing their data
with other entities, however, can raise privacy concerns for data owners. To protect data …

Cloud Assisted Data Storage in e‐Healthcare System

A Sathya, S Kanaga Suba Raja - Resource Management in …, 2025‏ - Wiley Online Library
The development of IPV6 and cloud computing has led to organizations and users
employing the cloud for storing all kinds of information, including private data. Data privacy …

Collaborative private classifiers construction

M Alishahi, V Moghtadaiee - … Approaches for Cyber Security in Cyber …, 2023‏ - Springer
Cyber-physical systems (CPS) are smart computer systems that control or monitor machines
through computer-based algorithms, which are vulnerable to both cyber and physical …

Secure Dimensionality Reduction: Applying Linear Discriminant Analysis over the TFHE Homomorphic Encryption Scheme

G Jeon, MY Hong, JS Yoo, JW Yoon… - 2023 14th International …, 2023‏ - ieeexplore.ieee.org
In the context of the proliferating AI landscape, driven by entities like ChatGPT, the demand
for extensive data utilization for training has surged, raising concerns about unauthorized …

Local Differential Privacy for Private Construction of Classification Algorithms

M Alishahi, D Gast, S Vermeiren - Nordic Conference on Secure IT …, 2022‏ - Springer
In recent years, Local differential privacy (LDP), as a strong privacy preserving methodology,
has been widely deployed in real world applications. It allows the users to perturb their data …

[PDF][PDF] II. BACKGROUND

D dataset hold by Ps‏ - drive.google.com
Naive Bayes classifiers are probabilistic classifiers, which are widely used in Spam
detection, text retrieval, and text categorization [13]. Naive Bayes classifiers are a collection …