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Big data analysis and artificial intelligence in epilepsy – common data model analysis and machine learning-based seizure detection and forecasting

There has been significant interest in big data analysis and artificial intelligence (AI) in medicine. Ever-increasing medical data and advanced computing power have enabled the number of big data analyses and AI studies to increase rapidly. Here we briefly introduce epilepsy, big data, and AI and r...

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Detalles Bibliográficos
Autores principales: Chung, Yoon Gi, Jeon, Yonghoon, Yoo, Sooyoung, Kim, Hunmin, Hwang, Hee
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Korean Pediatric Society 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9171464/
https://www.ncbi.nlm.nih.gov/pubmed/34844397
http://dx.doi.org/10.3345/cep.2021.00766
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author Chung, Yoon Gi
Jeon, Yonghoon
Yoo, Sooyoung
Kim, Hunmin
Hwang, Hee
author_facet Chung, Yoon Gi
Jeon, Yonghoon
Yoo, Sooyoung
Kim, Hunmin
Hwang, Hee
author_sort Chung, Yoon Gi
collection PubMed
description There has been significant interest in big data analysis and artificial intelligence (AI) in medicine. Ever-increasing medical data and advanced computing power have enabled the number of big data analyses and AI studies to increase rapidly. Here we briefly introduce epilepsy, big data, and AI and review big data analysis using a common data model. Studies in which AI has been actively applied, such as those of electroencephalography epileptiform discharge detection, seizure detection, and forecasting, will be reviewed. We will also provide practical suggestions for pediatricians to understand and interpret big data analysis and AI research and work together with technical expertise.
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spelling pubmed-91714642022-06-10 Big data analysis and artificial intelligence in epilepsy – common data model analysis and machine learning-based seizure detection and forecasting Chung, Yoon Gi Jeon, Yonghoon Yoo, Sooyoung Kim, Hunmin Hwang, Hee Clin Exp Pediatr Review Article There has been significant interest in big data analysis and artificial intelligence (AI) in medicine. Ever-increasing medical data and advanced computing power have enabled the number of big data analyses and AI studies to increase rapidly. Here we briefly introduce epilepsy, big data, and AI and review big data analysis using a common data model. Studies in which AI has been actively applied, such as those of electroencephalography epileptiform discharge detection, seizure detection, and forecasting, will be reviewed. We will also provide practical suggestions for pediatricians to understand and interpret big data analysis and AI research and work together with technical expertise. Korean Pediatric Society 2021-11-26 /pmc/articles/PMC9171464/ /pubmed/34844397 http://dx.doi.org/10.3345/cep.2021.00766 Text en Copyright © 2022 by The Korean Pediatric Society https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) ) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Review Article
Chung, Yoon Gi
Jeon, Yonghoon
Yoo, Sooyoung
Kim, Hunmin
Hwang, Hee
Big data analysis and artificial intelligence in epilepsy – common data model analysis and machine learning-based seizure detection and forecasting
title Big data analysis and artificial intelligence in epilepsy – common data model analysis and machine learning-based seizure detection and forecasting
title_full Big data analysis and artificial intelligence in epilepsy – common data model analysis and machine learning-based seizure detection and forecasting
title_fullStr Big data analysis and artificial intelligence in epilepsy – common data model analysis and machine learning-based seizure detection and forecasting
title_full_unstemmed Big data analysis and artificial intelligence in epilepsy – common data model analysis and machine learning-based seizure detection and forecasting
title_short Big data analysis and artificial intelligence in epilepsy – common data model analysis and machine learning-based seizure detection and forecasting
title_sort big data analysis and artificial intelligence in epilepsy – common data model analysis and machine learning-based seizure detection and forecasting
topic Review Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9171464/
https://www.ncbi.nlm.nih.gov/pubmed/34844397
http://dx.doi.org/10.3345/cep.2021.00766
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