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Design and interactive performance of human resource management system based on artificial intelligence

The purpose is to strengthen Human Resources Management (HRM) through information management using Artificial Intelligence (AI) technology. First, the selection criteria of the applicant’s resume during recruitment and the formulation standards of the contract salary are analyzed. Then, the resume i...

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Detalles Bibliográficos
Autores principales: Gong, Yangda, Zhao, Min, Wang, Qin, Lv, Zhihan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8797210/
https://www.ncbi.nlm.nih.gov/pubmed/35089946
http://dx.doi.org/10.1371/journal.pone.0262398
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author Gong, Yangda
Zhao, Min
Wang, Qin
Lv, Zhihan
author_facet Gong, Yangda
Zhao, Min
Wang, Qin
Lv, Zhihan
author_sort Gong, Yangda
collection PubMed
description The purpose is to strengthen Human Resources Management (HRM) through information management using Artificial Intelligence (AI) technology. First, the selection criteria of the applicant’s resume during recruitment and the formulation standards of the contract salary are analyzed. Then, the resume information is extracted and converted into the data-type format. Besides, the salary forecast model in the HRM system (HRMS) is designed based on the Back Propagation Neural Network (BPNN), and network structure, parameter initialization, and activation function of the BPNN are selected and optimized. The experimental results demonstrate that the algorithm optimized by the Nadm has shown improved convergence speed and forecast effect, with 187 iterations. Moreover, compared with other regression algorithms, the designed algorithm achieves the best test scores. The above results can provide references for designing the AI-based HRMS.
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spelling pubmed-87972102022-01-29 Design and interactive performance of human resource management system based on artificial intelligence Gong, Yangda Zhao, Min Wang, Qin Lv, Zhihan PLoS One Research Article The purpose is to strengthen Human Resources Management (HRM) through information management using Artificial Intelligence (AI) technology. First, the selection criteria of the applicant’s resume during recruitment and the formulation standards of the contract salary are analyzed. Then, the resume information is extracted and converted into the data-type format. Besides, the salary forecast model in the HRM system (HRMS) is designed based on the Back Propagation Neural Network (BPNN), and network structure, parameter initialization, and activation function of the BPNN are selected and optimized. The experimental results demonstrate that the algorithm optimized by the Nadm has shown improved convergence speed and forecast effect, with 187 iterations. Moreover, compared with other regression algorithms, the designed algorithm achieves the best test scores. The above results can provide references for designing the AI-based HRMS. Public Library of Science 2022-01-28 /pmc/articles/PMC8797210/ /pubmed/35089946 http://dx.doi.org/10.1371/journal.pone.0262398 Text en © 2022 Gong et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Gong, Yangda
Zhao, Min
Wang, Qin
Lv, Zhihan
Design and interactive performance of human resource management system based on artificial intelligence
title Design and interactive performance of human resource management system based on artificial intelligence
title_full Design and interactive performance of human resource management system based on artificial intelligence
title_fullStr Design and interactive performance of human resource management system based on artificial intelligence
title_full_unstemmed Design and interactive performance of human resource management system based on artificial intelligence
title_short Design and interactive performance of human resource management system based on artificial intelligence
title_sort design and interactive performance of human resource management system based on artificial intelligence
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8797210/
https://www.ncbi.nlm.nih.gov/pubmed/35089946
http://dx.doi.org/10.1371/journal.pone.0262398
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