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Evaluation of Regional Economic Innovation Ability Based on Neural Network
In order to further improve regional economic innovation capability and governance level and solve the problems of lack of attention to evaluation indicators in traditional evaluation methods of regional economic innovation capability and easy to be affected by subjective factors, an evaluation mode...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9578852/ https://www.ncbi.nlm.nih.gov/pubmed/36268142 http://dx.doi.org/10.1155/2022/8198453 |
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author | Tingting, Song Jiaying, Wang Nan, Feng |
author_facet | Tingting, Song Jiaying, Wang Nan, Feng |
author_sort | Tingting, Song |
collection | PubMed |
description | In order to further improve regional economic innovation capability and governance level and solve the problems of lack of attention to evaluation indicators in traditional evaluation methods of regional economic innovation capability and easy to be affected by subjective factors, an evaluation model based on neural network algorithm is proposed. Through re-analysis of regional economic innovation capability evaluation indexes, the model defines the most reasonable combination of characteristics by combining information gain characteristic selection strategy and finally builds a scientific evaluation index system. By testing the prediction accuracy of the experimental discovery model and evaluation index, the neural network model improves by 41% compared with the traditional subjective evaluation method, and the accuracy increases by 20% compared with the GA-BP neural network model. The experiment proves the stability and good convergence effect of the evaluation model. |
format | Online Article Text |
id | pubmed-9578852 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-95788522022-10-19 Evaluation of Regional Economic Innovation Ability Based on Neural Network Tingting, Song Jiaying, Wang Nan, Feng Comput Intell Neurosci Research Article In order to further improve regional economic innovation capability and governance level and solve the problems of lack of attention to evaluation indicators in traditional evaluation methods of regional economic innovation capability and easy to be affected by subjective factors, an evaluation model based on neural network algorithm is proposed. Through re-analysis of regional economic innovation capability evaluation indexes, the model defines the most reasonable combination of characteristics by combining information gain characteristic selection strategy and finally builds a scientific evaluation index system. By testing the prediction accuracy of the experimental discovery model and evaluation index, the neural network model improves by 41% compared with the traditional subjective evaluation method, and the accuracy increases by 20% compared with the GA-BP neural network model. The experiment proves the stability and good convergence effect of the evaluation model. Hindawi 2022-10-11 /pmc/articles/PMC9578852/ /pubmed/36268142 http://dx.doi.org/10.1155/2022/8198453 Text en Copyright © 2022 Song Tingting 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 Tingting, Song Jiaying, Wang Nan, Feng Evaluation of Regional Economic Innovation Ability Based on Neural Network |
title | Evaluation of Regional Economic Innovation Ability Based on Neural Network |
title_full | Evaluation of Regional Economic Innovation Ability Based on Neural Network |
title_fullStr | Evaluation of Regional Economic Innovation Ability Based on Neural Network |
title_full_unstemmed | Evaluation of Regional Economic Innovation Ability Based on Neural Network |
title_short | Evaluation of Regional Economic Innovation Ability Based on Neural Network |
title_sort | evaluation of regional economic innovation ability based on neural network |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9578852/ https://www.ncbi.nlm.nih.gov/pubmed/36268142 http://dx.doi.org/10.1155/2022/8198453 |
work_keys_str_mv | AT tingtingsong evaluationofregionaleconomicinnovationabilitybasedonneuralnetwork AT jiayingwang evaluationofregionaleconomicinnovationabilitybasedonneuralnetwork AT nanfeng evaluationofregionaleconomicinnovationabilitybasedonneuralnetwork |