A process mining-based error correction approach to improve data quality of an IoT-sourced event log

Fuente: arXiv
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Hauptverfasser: Shirali, Mohsen, Ahmadi, Zahra, Fernández-Llatas, Carlos, Bayo-Monton, Jose-Luis, Di Federico, Gemma
Format: Preprint
Veröffentlicht: 2024
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author Shirali, Mohsen
Ahmadi, Zahra
Fernández-Llatas, Carlos
Bayo-Monton, Jose-Luis
Di Federico, Gemma
author_facet Shirali, Mohsen
Ahmadi, Zahra
Fernández-Llatas, Carlos
Bayo-Monton, Jose-Luis
Di Federico, Gemma
contents Internet of Things (IoT) systems are vulnerable to data collection errors and these errors can significantly degrade the quality of collected data, impact data analysis and lead to inaccurate or distorted results. This article emphasizes the importance of evaluating data quality and errors before proceeding with analysis and considering the effectiveness of error correction methods for a smart home use case.
format Preprint
id arxiv_https___arxiv_org_abs_2404_13091
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle A process mining-based error correction approach to improve data quality of an IoT-sourced event log
Shirali, Mohsen
Ahmadi, Zahra
Fernández-Llatas, Carlos
Bayo-Monton, Jose-Luis
Di Federico, Gemma
Databases
Emerging Technologies
E.0; H.4.0; J.3; J.0
Internet of Things (IoT) systems are vulnerable to data collection errors and these errors can significantly degrade the quality of collected data, impact data analysis and lead to inaccurate or distorted results. This article emphasizes the importance of evaluating data quality and errors before proceeding with analysis and considering the effectiveness of error correction methods for a smart home use case.
title A process mining-based error correction approach to improve data quality of an IoT-sourced event log
topic Databases
Emerging Technologies
E.0; H.4.0; J.3; J.0
url https://arxiv.org/abs/2404.13091