{"id":"https://openalex.org/W3174710684","doi":"https://doi.org/10.1155/2021/6596548","title":"[Retracted] Analysis of Enterprise Human Resources Demand Forecast Model Based on SOM Neural Network","display_name":"[Retracted] Analysis of Enterprise Human Resources Demand Forecast Model Based on SOM Neural Network","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3174710684","doi":"https://doi.org/10.1155/2021/6596548","mag":"3174710684","pmid":"https://pubmed.ncbi.nlm.nih.gov/34239551"},"language":"en","primary_location":{"id":"doi:10.1155/2021/6596548","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/6596548","pdf_url":"https://downloads.hindawi.com/journals/cin/2021/6596548.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/cin/2021/6596548.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040148112","display_name":"Jiafeng Zheng","orcid":"https://orcid.org/0000-0001-5836-6839"},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jiafeng Zheng","raw_affiliation_strings":["Graduate School of Architecture, Planning and Preservation, Columbia University, New York, NY 10027, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Graduate School of Architecture, Planning and Preservation, Columbia University, New York, NY 10027, USA","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089805836","display_name":"Ruijun Ma","orcid":"https://orcid.org/0000-0003-0736-490X"},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ruijun Ma","raw_affiliation_strings":["School of Labor and Human Resources, Renmin University of China, Beijing 100872, China"],"raw_orcid":"https://orcid.org/0000-0003-0736-490X","affiliations":[{"raw_affiliation_string":"School of Labor and Human Resources, Renmin University of China, Beijing 100872, China","institution_ids":["https://openalex.org/I78988378"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5089805836"],"corresponding_institution_ids":["https://openalex.org/I78988378"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":2.2665,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.89326213,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"2021","issue":"1","first_page":"6596548","last_page":"6596548"},"is_retracted":true,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9934999942779541,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10763","display_name":"Digital Transformation in Industry","score":0.9934999942779541,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13812","display_name":"AI and HR Technologies","score":0.9541000127792358,"subfield":{"id":"https://openalex.org/subfields/1407","display_name":"Organizational Behavior and Human Resource Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12594","display_name":"Collaboration in agile enterprises","score":0.9259999990463257,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6665046215057373},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6247434616088867},{"id":"https://openalex.org/keywords/demand-forecasting","display_name":"Demand forecasting","score":0.6114413142204285},{"id":"https://openalex.org/keywords/human-resource-management-system","display_name":"Human resource management system","score":0.5922777056694031},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5333276987075806},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.5170924663543701},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5034906268119812},{"id":"https://openalex.org/keywords/resource-management","display_name":"Resource management (computing)","score":0.48485812544822693},{"id":"https://openalex.org/keywords/human-resources","display_name":"Human resources","score":0.4801768362522125},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.4649324119091034},{"id":"https://openalex.org/keywords/strategic-human-resource-planning","display_name":"Strategic human resource planning","score":0.44682589173316956},{"id":"https://openalex.org/keywords/human-resource-management","display_name":"Human resource management","score":0.37315279245376587},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.28331121802330017},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.23961147665977478},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.14853888750076294},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1013256311416626}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6665046215057373},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6247434616088867},{"id":"https://openalex.org/C193809577","wikidata":"https://www.wikidata.org/wiki/Q3409300","display_name":"Demand forecasting","level":2,"score":0.6114413142204285},{"id":"https://openalex.org/C176165272","wikidata":"https://www.wikidata.org/wiki/Q2072225","display_name":"Human resource management system","level":3,"score":0.5922777056694031},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5333276987075806},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.5170924663543701},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5034906268119812},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.48485812544822693},{"id":"https://openalex.org/C107645774","wikidata":"https://www.wikidata.org/wiki/Q5467169","display_name":"Human resources","level":2,"score":0.4801768362522125},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.4649324119091034},{"id":"https://openalex.org/C1007266","wikidata":"https://www.wikidata.org/wiki/Q7621839","display_name":"Strategic human resource planning","level":3,"score":0.44682589173316956},{"id":"https://openalex.org/C202372285","wikidata":"https://www.wikidata.org/wiki/Q1056396","display_name":"Human resource management","level":2,"score":0.37315279245376587},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28331121802330017},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.23961147665977478},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.14853888750076294},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1013256311416626},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000078329","descriptor_name":"Workforce","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000078329","descriptor_name":"Workforce","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000078329","descriptor_name":"Workforce","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1155/2021/6596548","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/6596548","pdf_url":"https://downloads.hindawi.com/journals/cin/2021/6596548.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},{"id":"pmid:34239551","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34239551","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational intelligence and neuroscience","raw_type":null},{"id":"pmh:oai:doaj.org/article:e67f50f9019b4fcb80539920b3853386","is_oa":false,"landing_page_url":"https://doaj.org/article/e67f50f9019b4fcb80539920b3853386","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computational Intelligence and Neuroscience, Vol 2021 (2021)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:8238607","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8238607","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Comput Intell Neurosci","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1155/2021/6596548","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/6596548","pdf_url":"https://downloads.hindawi.com/journals/cin/2021/6596548.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322499","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3174710684.pdf","grobid_xml":"https://content.openalex.org/works/W3174710684.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W2156110830","https://openalex.org/W2254884657","https://openalex.org/W2527188357","https://openalex.org/W2582618958","https://openalex.org/W2594857809","https://openalex.org/W2789243543","https://openalex.org/W2790805934","https://openalex.org/W2792345428","https://openalex.org/W2799892676","https://openalex.org/W2902373685","https://openalex.org/W2904628477","https://openalex.org/W2906790155","https://openalex.org/W2930439125","https://openalex.org/W2939138409","https://openalex.org/W2948999526","https://openalex.org/W2964261936","https://openalex.org/W2981731542","https://openalex.org/W2991527676","https://openalex.org/W2997201630","https://openalex.org/W3006309399","https://openalex.org/W3015647910","https://openalex.org/W3017373689","https://openalex.org/W3023708999","https://openalex.org/W3089112198","https://openalex.org/W3093411240","https://openalex.org/W3108875105","https://openalex.org/W3118893435","https://openalex.org/W3162861421"],"related_works":["https://openalex.org/W2379909820","https://openalex.org/W2157300152","https://openalex.org/W4364361979","https://openalex.org/W29269453","https://openalex.org/W2015998703","https://openalex.org/W620143906","https://openalex.org/W2364991770","https://openalex.org/W2798268194","https://openalex.org/W2610957746","https://openalex.org/W2359843442"],"abstract_inverted_index":{"Human":[0],"resource":[1,8,16,22,28,40,63,95,144,182,187,209],"planning":[2,17,41],"is":[3,18,65,71,110,125,149,168,204,212],"the":[4,11,56,88,100,113,117,128,133,137,140,142,152,155,160,166,171,175,194,198,200,207],"prerequisite":[5],"of":[6,14,58,75,92,122,132,139,154,163,177,197],"human":[7,15,21,27,39,47,62,94,143,181,186,208],"management,":[9],"and":[10,25,42,77,82,90,116,119,159,185,206],"basic":[12],"work":[13],"to":[19],"predict":[20],"demand.":[23],"Scientific":[24],"reasonable":[26],"demand":[29,64,145,188,210],"forecasting":[30,202],"results":[31],"can":[32,50,189],"provide":[33],"important":[34],"data":[35,124],"support":[36],"for":[37],"enterprise":[38,167],"strategic":[43],"decision-making":[44],"so":[45,173],"that":[46,174],"resources":[48],"management":[49],"play":[51],"a":[52,72],"better":[53],"role":[54],"in":[55,165],"realization":[57],"corporate":[59,93],"goals.":[60],"Because":[61],"affected":[66],"by":[67],"many":[68],"factors,":[69],"there":[70],"high":[73],"degree":[74],"nonlinearity":[76],"uncertainty":[78],"between":[79,180],"each":[80],"factor":[81],"personnel":[83],"demand,":[84],"as":[85,87,112,151,170],"well":[86],"incompleteness":[89],"inaccuracy":[91],"data.":[96],"In":[97,136],"this":[98],"paper,":[99],"self-organizing":[101],"feature":[102],"mapping":[103],"(SOM)":[104],"artificial":[105],"neural":[106,157],"network":[107,158],"prediction":[108,114,146],"model":[109,201],"selected":[111],"model,":[115,141],"input":[118,153],"output":[120,172],"process":[121,131,203],"sample":[123],"converted":[126],"into":[127],"optimal":[129],"solution":[130],"nonlinear":[134,178],"function.":[135],"application":[138],"index":[147],"system":[148],"used":[150,169],"SOM":[156],"total":[161],"number":[162],"employees":[164],"problem":[176],"fitting":[179],"demand-influencing":[183],"factors":[184],"be":[190],"solved.":[191],"Finally,":[192],"through":[193],"empirical":[195],"analysis":[196],"enterprise,":[199],"explained":[205],"forecast":[211],"realized.":[213]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
