Privacy-preserving approach for IoT networks using statistical learning with optimization algorithm on high-dimensional big data environment

Privacy-preserving approach for IoT networks using statistical learning with optimization algorithm on high-dimensional big data environment

Abstract In the present digital scenario, the explosion of Internet of Things (IoT) devices makes massive volumes of high-dimensional data, presenting significant data and privacy security challenges. As IoT networks enlarge, certifying sensitive data privacy while still employing data analytics aut...

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Bibliographic Details
Main Authors: Fatma S. Alrayes, Mohammed Maray, Asma Alshuhail, Khaled Mohamad Almustafa, Abdulbasit A. Darem, Ali M. Al-Sharafi, Shoayee Dlaim Alotaibi
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Subjects:
Privacy-preserving
Ensemble model
Linear scaling normalization
High-dimensional
Big data
Intrusion detection
Online Access:https://doi.org/10.1038/s41598-025-87454-1
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