Difference Analysis of Regional Economic Development Based on the SOM Neural Network with the Hybrid Genetic Algorithm

Since the reform and opening up, China’s regional economy has developed rapidly. However, due to different starting points of economic development caused by the traditional distribution of productive forces and the differences in regions, resources, technologies, and policies, the level of economic...

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Published inComputational intelligence and neuroscience Vol. 2021; no. 1; p. 6734345
Main Authors Cai, Ying, Wang, Xu, Xiong, LiRan
Format Journal Article
LanguageEnglish
Published United States Hindawi 2021
Hindawi Limited
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Abstract Since the reform and opening up, China’s regional economy has developed rapidly. However, due to different starting points of economic development caused by the traditional distribution of productive forces and the differences in regions, resources, technologies, and policies, the level of economic development in different regions is uneven. Clustering analysis is a data mining method that clusters or classifies entities according to their characteristics and then discovers the whole spatial distribution law of datasets and typical patterns. It is of great significance to classify, compare, and study the economic development level of different regions in order to formulate the regional economic development strategy. In this paper, a self-organizing feature map (SOM) neural network with the hybrid genetic algorithm is used to cluster the differences of regional economic development, the clustering results are evaluated, and the empirical results are good. From this, some meaningful conclusions can be drawn, which can provide reference for the decision-making of coordinating regional economic development.
AbstractList Since the reform and opening up, China's regional economy has developed rapidly. However, due to different starting points of economic development caused by the traditional distribution of productive forces and the differences in regions, resources, technologies, and policies, the level of economic development in different regions is uneven. Clustering analysis is a data mining method that clusters or classifies entities according to their characteristics and then discovers the whole spatial distribution law of datasets and typical patterns. It is of great significance to classify, compare, and study the economic development level of different regions in order to formulate the regional economic development strategy. In this paper, a self-organizing feature map (SOM) neural network with the hybrid genetic algorithm is used to cluster the differences of regional economic development, the clustering results are evaluated, and the empirical results are good. From this, some meaningful conclusions can be drawn, which can provide reference for the decision-making of coordinating regional economic development.
Author Cai, Ying
Wang, Xu
Xiong, LiRan
AuthorAffiliation 1 Faculty of Geography, Yunnan Normal University, Kunming, Yunnan 650500, China
2 School of Intelligent Science and Engineering, Yunnan Technology and Business University, Kunming, Yunnan 651700, China
AuthorAffiliation_xml – name: 1 Faculty of Geography, Yunnan Normal University, Kunming, Yunnan 650500, China
– name: 2 School of Intelligent Science and Engineering, Yunnan Technology and Business University, Kunming, Yunnan 651700, China
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BackLink https://www.ncbi.nlm.nih.gov/pubmed/34512744$$D View this record in MEDLINE/PubMed
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ContentType Journal Article
Copyright Copyright © 2021 Ying Cai et al.
Copyright © 2021 Ying Cai et al. This is an open access article distributed under the Creative Commons Attribution License (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. https://creativecommons.org/licenses/by/4.0
Copyright © 2021 Ying Cai et al. 2021
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  doi: 10.1007/s10708-014-9608-0
– ident: e_1_2_8_28_2
  doi: 10.1109/tii.2018.2822680
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Snippet Since the reform and opening up, China’s regional economy has developed rapidly. However, due to different starting points of economic development caused by...
Since the reform and opening up, China's regional economy has developed rapidly. However, due to different starting points of economic development caused by...
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SubjectTerms Algorithms
Brain research
China
Cluster Analysis
Clustering
Data Mining
Decision making
Economic analysis
Economic Development
Economic growth
Economic structure
Empirical analysis
Feature maps
Genetic algorithms
Nervous system
Neural networks
Neural Networks, Computer
Regional development
Regions
Self organizing maps
Spatial distribution
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Title Difference Analysis of Regional Economic Development Based on the SOM Neural Network with the Hybrid Genetic Algorithm
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Volume 2021
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