Preserving Privacy in Association Rule Mining Using Metaheuristic-Based Algorithms: A Systematic Literature Review

SS Aljehani, YA Alotaibi - IEEE Access, 2024 - ieeexplore.ieee.org
The current state of Association Rule Mining (ARM) technology is heading towards a critical
yet profitable direction. The ARM process uncovers numerous association rules, determining …

[HTML][HTML] An edge-aided parallel evolutionary privacy-preserving algorithm for Internet of Things

A Telikani, A Shahbahrami, J Shen, G Gaydadjiev… - Internet of Things, 2023 - Elsevier
Data sanitization in the context of Internet of Things (IoT) privacy refers to the process of
permanently and irreversibly hiding all sensitive information from vast amounts of streaming …

Privacy-based framework for Cyber Resilience of Healthcare based data for use with Machine Learning algorithms

V Sapra, MK Hasan, TM Ghazal… - … on Cyber Resilience …, 2022 - ieeexplore.ieee.org
Cyber resilience is the business capability of handling the risks and preparing themselves
for responding and recovering from risks. Being a cyber resilient the organization is capable …

Privacy‐preserving credit risk analysis based on homomorphic encryption aware logistic regression in the cloud

VVL Divakar Allavarpu, VS Naresh… - Security and …, 2024 - Wiley Online Library
With the growing significance of Credit Risk Analysis (CRA) with a focus on privacy, there is
a pressing demand for a Privacy Preserving Machine Learning (PPML) decision support …

Detecting the Medical Plant Association from PubMed Using Hypergraph-based Clustering with Dominating Set

P Sampath, E Jomy, R Kalyanaraman… - … Technology and Control, 2024 - itc.ktu.lt
Medicinal plants provide immunity against diseases and can also be taken in a
precautionary sense against them. It is pivotal to know the benefits of these plants against …

Securing Sensitive Medical Information with Basic and Pre-large Coati Optimization Algorithm for E-Health System Data Sanitation

M Madhavi, T Sasirooba, GK Kumar - Wireless Personal Communications, 2024 - Springer
Privacy preservation is increasingly crucial in e-Health systems, particularly within the realm
of privacy-preserving data mining, which aims to reveal underlying patterns while …

Association rule hiding using enhanced elephant herding optimization algorithm

M Rajasekaran, MS Thanabal, A Meenakshi - Automatika, 2024 - Taylor & Francis
Association rule hiding is an efficient solution that helps organizations to avoid the risk
caused by sensitive knowledge leakage when sharing data in their collaborations. Cuckoo …

Heuristic approaches for hiding sensitive frequent itemsets in uncertain databases

M Lefkir, F Nouioua… - 2023 5th International …, 2023 - ieeexplore.ieee.org
Pattern mining is a core objective within data mining, involving the detection of frequent
itemsets (collections of values) within databases. This process serves to extract valuable …

Data Classification Algorithm Based on Association Rules from the Perspective of Data Mining

H Liu, Q Shu, H Xiong, Y Yang - 2022 International Conference …, 2022 - ieeexplore.ieee.org
Association rules (AR) are a common data classification method. It can create more value by
studying how to better mine user information and establish connections between these large …

[PDF][PDF] An Adaptive Privacy Preserving Framework for Distributed Association Rule Mining in Healthcare Databases

HK Kuba, MA Azzawi, SM Darwish… - CMC-COMPUTERS …, 2023 - academia.edu
It is crucial, while using healthcare data, to assess the advantages of data privacy against
the possible drawbacks. Data from several sources must be combined for use in many data …