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: Emran, Nurul Akmar, Md Isa, Siti NoorBasirah, Harum, Norharyati, Machap, Logenthiran, Nordin, Azlin
Format: Article
Language:en
Published: Institute of Advanced Engineering and Science 2025
Online Access:http://eprints.utem.edu.my/id/eprint/29164/2/0028229102025129152382.pdf
http://eprints.utem.edu.my/id/eprint/29164/
https://www.beei.org/index.php/EEI/article/view/10063/4394
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