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Database Oriented Big Data Analysis Engine Based on Deep Learning

In recent years, with the development of enterprises to the Internet, the demand for cloud database is also growing, especially how to capture data quickly and efficiently through the database. In order to improve the data structure at all levels in the process of database analysis engine, this pape...

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Detalles Bibliográficos
Autor principal: Shang, Xiaoran
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9452003/
https://www.ncbi.nlm.nih.gov/pubmed/36093505
http://dx.doi.org/10.1155/2022/4500684
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author Shang, Xiaoran
author_facet Shang, Xiaoran
author_sort Shang, Xiaoran
collection PubMed
description In recent years, with the development of enterprises to the Internet, the demand for cloud database is also growing, especially how to capture data quickly and efficiently through the database. In order to improve the data structure at all levels in the process of database analysis engine, this paper realizes the accurate construction and rapid analysis of cloud database based on big data analysis engine technology and deep learning wolf pack greedy algorithm. Through the deep learning strategy, a big data analysis engine system based on the deep learning model is constructed. The functions of deep learning technology, wolf greedy algorithm, and data analysis strategy in the cloud database analysis engine system are analyzed, as well as the functions of the whole analysis engine system. Finally, the accuracy and response speed of the cloud database analysis engine system are tested according to the known clustering data. The results show that compared with the traditional data analysis engine system with character search as the core, the database oriented big data analysis engine system based on a deep learning model and wolf swarm greedy algorithm has faster response speed and intelligence. The research application is that the proposed engine system can significantly improve the effect of the analysis engine and greatly improve the retrieval accuracy and analysis efficiency of fixed-point data in the database.
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spelling pubmed-94520032022-09-08 Database Oriented Big Data Analysis Engine Based on Deep Learning Shang, Xiaoran Comput Intell Neurosci Research Article In recent years, with the development of enterprises to the Internet, the demand for cloud database is also growing, especially how to capture data quickly and efficiently through the database. In order to improve the data structure at all levels in the process of database analysis engine, this paper realizes the accurate construction and rapid analysis of cloud database based on big data analysis engine technology and deep learning wolf pack greedy algorithm. Through the deep learning strategy, a big data analysis engine system based on the deep learning model is constructed. The functions of deep learning technology, wolf greedy algorithm, and data analysis strategy in the cloud database analysis engine system are analyzed, as well as the functions of the whole analysis engine system. Finally, the accuracy and response speed of the cloud database analysis engine system are tested according to the known clustering data. The results show that compared with the traditional data analysis engine system with character search as the core, the database oriented big data analysis engine system based on a deep learning model and wolf swarm greedy algorithm has faster response speed and intelligence. The research application is that the proposed engine system can significantly improve the effect of the analysis engine and greatly improve the retrieval accuracy and analysis efficiency of fixed-point data in the database. Hindawi 2022-08-31 /pmc/articles/PMC9452003/ /pubmed/36093505 http://dx.doi.org/10.1155/2022/4500684 Text en Copyright © 2022 Xiaoran Shang. 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
Shang, Xiaoran
Database Oriented Big Data Analysis Engine Based on Deep Learning
title Database Oriented Big Data Analysis Engine Based on Deep Learning
title_full Database Oriented Big Data Analysis Engine Based on Deep Learning
title_fullStr Database Oriented Big Data Analysis Engine Based on Deep Learning
title_full_unstemmed Database Oriented Big Data Analysis Engine Based on Deep Learning
title_short Database Oriented Big Data Analysis Engine Based on Deep Learning
title_sort database oriented big data analysis engine based on deep learning
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9452003/
https://www.ncbi.nlm.nih.gov/pubmed/36093505
http://dx.doi.org/10.1155/2022/4500684
work_keys_str_mv AT shangxiaoran databaseorientedbigdataanalysisenginebasedondeeplearning