The GM-BP Neural Network Prediction Model for International Competitiveness of Computer Information Service Industry

The computer information service industry is closely related to the fourth industrial revolution and stands at the core of the global value chain. It has become an essential engine for developing industries in various countries, and its scale is constantly expanding. In the critical period of global...

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Autores principales:	Xianhang Xu, Mohd Anuar Arshad, Ubaid Ali, Arshad Mahmood
Formato:	article
Lenguaje:	EN
Publicado:	MDPI AG 2021
Materias:	computer information service industry international competitiveness BP neural network grey relational degree high-quality development Industrial engineering. Management engineering T55.4-60.8 Electronic computers. Computer science QA75.5-76.95
Acceso en línea:	https://doaj.org/article/08cb43299adf41d3b06db582a5527a6f
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spelling	oai:doaj.org-article:08cb43299adf41d3b06db582a5527a6f2021-11-25T16:12:57ZThe GM-BP Neural Network Prediction Model for International Competitiveness of Computer Information Service Industry10.3390/a141103081999-4893https://doaj.org/article/08cb43299adf41d3b06db582a5527a6f2021-10-01T00:00:00Zhttps://www.mdpi.com/1999-4893/14/11/308https://doaj.org/toc/1999-4893The computer information service industry is closely related to the fourth industrial revolution and stands at the core of the global value chain. It has become an essential engine for developing industries in various countries, and its scale is constantly expanding. In the critical period of global economic transformation and development, the use of mathematical models to predict its international competitiveness will help scientifically evaluate the development level of the industry and accelerate the adaptation to the needs of the fourth industrial revolution. In this article, a prediction model is proposed for the international competitiveness of the computer information service industry. First, we used the Revealed Comparative Advantage (RCA) index to measure the international competitiveness of the computer information service industry. Furthermore, based on the characteristics of the industry and high-quality development theory, we constructed the evaluation indicator system of influencing factors and used the grey relational analysis method to screen key indicators. Then, we combined the Grey model and BP neural network algorithm to construct the GM-BP prediction model. Finally, China is used as an example to predict the international competitiveness of its computer information service industry, and suggestions are made for industrial development. The results show that the grey relational analysis method can genuinely reflect the impact of different aspects on the international competitiveness of China’s computer information service industry and better determine the key indicators of influencing factors. The GM-BP model has minor errors and excellent simulation results and can accurately predict the future status of international competitiveness. The applicability and reliability of the model are reasonable.Xianhang XuMohd Anuar ArshadUbaid AliArshad MahmoodMDPI AGarticlecomputer information service industryinternational competitivenessBP neural networkgrey relational degreehigh-quality developmentIndustrial engineering. Management engineeringT55.4-60.8Electronic computers. Computer scienceQA75.5-76.95ENAlgorithms, Vol 14, Iss 308, p 308 (2021)
institution	DOAJ
collection	DOAJ
language	EN
topic	computer information service industry international competitiveness BP neural network grey relational degree high-quality development Industrial engineering. Management engineering T55.4-60.8 Electronic computers. Computer science QA75.5-76.95
spellingShingle	computer information service industry international competitiveness BP neural network grey relational degree high-quality development Industrial engineering. Management engineering T55.4-60.8 Electronic computers. Computer science QA75.5-76.95 Xianhang Xu Mohd Anuar Arshad Ubaid Ali Arshad Mahmood The GM-BP Neural Network Prediction Model for International Competitiveness of Computer Information Service Industry
description	The computer information service industry is closely related to the fourth industrial revolution and stands at the core of the global value chain. It has become an essential engine for developing industries in various countries, and its scale is constantly expanding. In the critical period of global economic transformation and development, the use of mathematical models to predict its international competitiveness will help scientifically evaluate the development level of the industry and accelerate the adaptation to the needs of the fourth industrial revolution. In this article, a prediction model is proposed for the international competitiveness of the computer information service industry. First, we used the Revealed Comparative Advantage (RCA) index to measure the international competitiveness of the computer information service industry. Furthermore, based on the characteristics of the industry and high-quality development theory, we constructed the evaluation indicator system of influencing factors and used the grey relational analysis method to screen key indicators. Then, we combined the Grey model and BP neural network algorithm to construct the GM-BP prediction model. Finally, China is used as an example to predict the international competitiveness of its computer information service industry, and suggestions are made for industrial development. The results show that the grey relational analysis method can genuinely reflect the impact of different aspects on the international competitiveness of China’s computer information service industry and better determine the key indicators of influencing factors. The GM-BP model has minor errors and excellent simulation results and can accurately predict the future status of international competitiveness. The applicability and reliability of the model are reasonable.
format	article
author	Xianhang Xu Mohd Anuar Arshad Ubaid Ali Arshad Mahmood
author_facet	Xianhang Xu Mohd Anuar Arshad Ubaid Ali Arshad Mahmood
author_sort	Xianhang Xu
title	The GM-BP Neural Network Prediction Model for International Competitiveness of Computer Information Service Industry
title_short	The GM-BP Neural Network Prediction Model for International Competitiveness of Computer Information Service Industry
title_full	The GM-BP Neural Network Prediction Model for International Competitiveness of Computer Information Service Industry
title_fullStr	The GM-BP Neural Network Prediction Model for International Competitiveness of Computer Information Service Industry
title_full_unstemmed	The GM-BP Neural Network Prediction Model for International Competitiveness of Computer Information Service Industry
title_sort	gm-bp neural network prediction model for international competitiveness of computer information service industry
publisher	MDPI AG
publishDate	2021
url	https://doaj.org/article/08cb43299adf41d3b06db582a5527a6f
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The GM-BP Neural Network Prediction Model for International Competitiveness of Computer Information Service Industry

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