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Smart Medical Prediction for Guidance: A Mechanism Study of Machine Learning

Data analysis and prediction have gradually attracted more and more attention in the smart healthcare industry. The smart medical prediction system is of great importance to the enterprise strategy and business development, and it is also of great value to provide medical advices for patients and as...

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Detalles Bibliográficos
Autores principales: Wang, Xiangming, Dong, Baobao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8635892/
https://www.ncbi.nlm.nih.gov/pubmed/34868512
http://dx.doi.org/10.1155/2021/2474473
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author Wang, Xiangming
Dong, Baobao
author_facet Wang, Xiangming
Dong, Baobao
author_sort Wang, Xiangming
collection PubMed
description Data analysis and prediction have gradually attracted more and more attention in the smart healthcare industry. The smart medical prediction system is of great importance to the enterprise strategy and business development, and it is also of great value to provide medical advices for patients and assist patient guidance. The research theme is the use of machine learning technologies with the application in the areas of smart medical analysis. In this paper, the actual data of the smart medical industry were statistically analysed and visualized according to the features, and the most influential feature combinations were selected for the establishment of the prediction model. Based on machine learning technology, namely, random forest, the guidance prediction model is established, and the combination of features is repeatedly adjusted to improve its accuracy. The practical significance of this paper is to provide a high-precision solution for smart medical data analysis and to realize the proposed data analysis and prediction on the cloud platform based on the Spark environment.
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spelling pubmed-86358922021-12-02 Smart Medical Prediction for Guidance: A Mechanism Study of Machine Learning Wang, Xiangming Dong, Baobao J Healthc Eng Research Article Data analysis and prediction have gradually attracted more and more attention in the smart healthcare industry. The smart medical prediction system is of great importance to the enterprise strategy and business development, and it is also of great value to provide medical advices for patients and assist patient guidance. The research theme is the use of machine learning technologies with the application in the areas of smart medical analysis. In this paper, the actual data of the smart medical industry were statistically analysed and visualized according to the features, and the most influential feature combinations were selected for the establishment of the prediction model. Based on machine learning technology, namely, random forest, the guidance prediction model is established, and the combination of features is repeatedly adjusted to improve its accuracy. The practical significance of this paper is to provide a high-precision solution for smart medical data analysis and to realize the proposed data analysis and prediction on the cloud platform based on the Spark environment. Hindawi 2021-11-24 /pmc/articles/PMC8635892/ /pubmed/34868512 http://dx.doi.org/10.1155/2021/2474473 Text en Copyright © 2021 Xiangming Wang and Baobao Dong. 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
Wang, Xiangming
Dong, Baobao
Smart Medical Prediction for Guidance: A Mechanism Study of Machine Learning
title Smart Medical Prediction for Guidance: A Mechanism Study of Machine Learning
title_full Smart Medical Prediction for Guidance: A Mechanism Study of Machine Learning
title_fullStr Smart Medical Prediction for Guidance: A Mechanism Study of Machine Learning
title_full_unstemmed Smart Medical Prediction for Guidance: A Mechanism Study of Machine Learning
title_short Smart Medical Prediction for Guidance: A Mechanism Study of Machine Learning
title_sort smart medical prediction for guidance: a mechanism study of machine learning
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8635892/
https://www.ncbi.nlm.nih.gov/pubmed/34868512
http://dx.doi.org/10.1155/2021/2474473
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