Enhancing data integrity in internet of things-based healthcare applications: a visualization approach for duplicate detection

This study addresses the critical issue of data duplication in healthcare-related internet of things (IoT) datasets, which can compromise the reliability of analyses and patient outcomes. A Python-based visualization framework using Pandas and Matplotlib was developed to detect and represent duplica...

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Bibliographic Details

Main Authors:	Md Isa, Siti Noor Basirah, Emran, Nurul Akmar, Harum, Norharyati, Logenthiran, Machap, Nordin, Azlin
Format:	Article
Language:	en en
Published:	Institute of Advanced Engineering and Science 2025
Subjects:	QA75 Electronic computers. Computer science
Online Access:	http://irep.iium.edu.my/123798/7/123798_Enhancing%20data%20integrity%20in%20internet%20of%20things.pdf http://irep.iium.edu.my/123798/8/123798_Enhancing%20data%20integrity%20in%20internet%20of%20things_Scopus.pdf http://irep.iium.edu.my/123798/ https://beei.org/index.php/EEI/article/view/10063
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