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Real-Time Clinical Decision Support System with Data Stream Mining
This research aims to describe a new design of data stream mining system that can analyze medical data stream and make real-time prediction. The motivation of the research is due to a growing concern of combining software technology and medical functions for the development of software application t...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2012
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3407674/ https://www.ncbi.nlm.nih.gov/pubmed/22851884 http://dx.doi.org/10.1155/2012/580186 |
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author | Zhang, Yang Fong, Simon Fiaidhi, Jinan Mohammed, Sabah |
author_facet | Zhang, Yang Fong, Simon Fiaidhi, Jinan Mohammed, Sabah |
author_sort | Zhang, Yang |
collection | PubMed |
description | This research aims to describe a new design of data stream mining system that can analyze medical data stream and make real-time prediction. The motivation of the research is due to a growing concern of combining software technology and medical functions for the development of software application that can be used in medical field of chronic disease prognosis and diagnosis, children healthcare, diabetes diagnosis, and so forth. Most of the existing software technologies are case-based data mining systems. They only can analyze finite and structured data set and can only work well in their early years and can hardly meet today's medical requirement. In this paper, we describe a clinical-support-system based data stream mining technology; the design has taken into account all the shortcomings of the existing clinical support systems. |
format | Online Article Text |
id | pubmed-3407674 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2012 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-34076742012-07-31 Real-Time Clinical Decision Support System with Data Stream Mining Zhang, Yang Fong, Simon Fiaidhi, Jinan Mohammed, Sabah J Biomed Biotechnol Research Article This research aims to describe a new design of data stream mining system that can analyze medical data stream and make real-time prediction. The motivation of the research is due to a growing concern of combining software technology and medical functions for the development of software application that can be used in medical field of chronic disease prognosis and diagnosis, children healthcare, diabetes diagnosis, and so forth. Most of the existing software technologies are case-based data mining systems. They only can analyze finite and structured data set and can only work well in their early years and can hardly meet today's medical requirement. In this paper, we describe a clinical-support-system based data stream mining technology; the design has taken into account all the shortcomings of the existing clinical support systems. Hindawi Publishing Corporation 2012 2012-07-18 /pmc/articles/PMC3407674/ /pubmed/22851884 http://dx.doi.org/10.1155/2012/580186 Text en Copyright © 2012 Yang Zhang et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Zhang, Yang Fong, Simon Fiaidhi, Jinan Mohammed, Sabah Real-Time Clinical Decision Support System with Data Stream Mining |
title | Real-Time Clinical Decision Support System with Data Stream Mining |
title_full | Real-Time Clinical Decision Support System with Data Stream Mining |
title_fullStr | Real-Time Clinical Decision Support System with Data Stream Mining |
title_full_unstemmed | Real-Time Clinical Decision Support System with Data Stream Mining |
title_short | Real-Time Clinical Decision Support System with Data Stream Mining |
title_sort | real-time clinical decision support system with data stream mining |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3407674/ https://www.ncbi.nlm.nih.gov/pubmed/22851884 http://dx.doi.org/10.1155/2012/580186 |
work_keys_str_mv | AT zhangyang realtimeclinicaldecisionsupportsystemwithdatastreammining AT fongsimon realtimeclinicaldecisionsupportsystemwithdatastreammining AT fiaidhijinan realtimeclinicaldecisionsupportsystemwithdatastreammining AT mohammedsabah realtimeclinicaldecisionsupportsystemwithdatastreammining |