{"id":"https://openalex.org/W3203690832","doi":"https://doi.org/10.1109/acit52158.2021.9548420","title":"Neural Network Forecasting of International Population Migration","display_name":"Neural Network Forecasting of International Population Migration","publication_year":2021,"publication_date":"2021-09-15","ids":{"openalex":"https://openalex.org/W3203690832","doi":"https://doi.org/10.1109/acit52158.2021.9548420","mag":"3203690832"},"language":"en","primary_location":{"id":"doi:10.1109/acit52158.2021.9548420","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acit52158.2021.9548420","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 11th International Conference on Advanced Computer Information Technologies (ACIT)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022343065","display_name":"Olena Ovchynnikova","orcid":"https://orcid.org/0000-0002-7751-2923"},"institutions":[{"id":"https://openalex.org/I164756455","display_name":"Khmelnytskyi National University","ror":"https://ror.org/04r8a1r80","country_code":"UA","type":"education","lineage":["https://openalex.org/I164756455"]}],"countries":["UA"],"is_corresponding":true,"raw_author_name":"Olena Ovchynnikova","raw_affiliation_strings":["Department of Automated Systems and Modeling in Economics, Khmelnytskyi National University, Khmelnytskyi, Ukraine"],"affiliations":[{"raw_affiliation_string":"Department of Automated Systems and Modeling in Economics, Khmelnytskyi National University, Khmelnytskyi, Ukraine","institution_ids":["https://openalex.org/I164756455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023183937","display_name":"Constantin Belovsky","orcid":null},"institutions":[{"id":"https://openalex.org/I164756455","display_name":"Khmelnytskyi National University","ror":"https://ror.org/04r8a1r80","country_code":"UA","type":"education","lineage":["https://openalex.org/I164756455"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Constantin Belovsky","raw_affiliation_strings":["Department of Automated Systems and Modeling in Economics, Khmelnytskyi National University, Khmelnytskyi, Ukraine"],"affiliations":[{"raw_affiliation_string":"Department of Automated Systems and Modeling in Economics, Khmelnytskyi National University, Khmelnytskyi, Ukraine","institution_ids":["https://openalex.org/I164756455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086490410","display_name":"Olha Khan","orcid":null},"institutions":[{"id":"https://openalex.org/I164756455","display_name":"Khmelnytskyi National University","ror":"https://ror.org/04r8a1r80","country_code":"UA","type":"education","lineage":["https://openalex.org/I164756455"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Olha Khan","raw_affiliation_strings":["Khmelnytskyi Private Lyceum \"Harmony\", Khmelnytskyi, Ukraine"],"affiliations":[{"raw_affiliation_string":"Khmelnytskyi Private Lyceum \"Harmony\", Khmelnytskyi, Ukraine","institution_ids":["https://openalex.org/I164756455"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5022343065"],"corresponding_institution_ids":["https://openalex.org/I164756455"],"apc_list":null,"apc_paid":null,"fwci":1.15,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.85842685,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"147","last_page":"152"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13411","display_name":"Labor Market and Education","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13411","display_name":"Labor Market and Education","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13318","display_name":"Diverse Scientific Research in Ukraine","score":0.9894000291824341,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13172","display_name":"Economic Issues in Ukraine","score":0.9873999953269958,"subfield":{"id":"https://openalex.org/subfields/2000","display_name":"General Economics, Econometrics and Finance"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.7605488300323486},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6008492708206177},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5953655242919922},{"id":"https://openalex.org/keywords/regional-science","display_name":"Regional science","score":0.48260509967803955},{"id":"https://openalex.org/keywords/statistical-analysis","display_name":"Statistical analysis","score":0.4613393247127533},{"id":"https://openalex.org/keywords/operations-research","display_name":"Operations research","score":0.38982483744621277},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.37859684228897095},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34134405851364136},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.2596934139728546},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.18773457407951355},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15830188989639282},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.15298283100128174},{"id":"https://openalex.org/keywords/demography","display_name":"Demography","score":0.0902394950389862},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07632061839103699},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.07281643152236938}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.7605488300323486},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6008492708206177},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5953655242919922},{"id":"https://openalex.org/C148383697","wikidata":"https://www.wikidata.org/wiki/Q1781695","display_name":"Regional science","level":1,"score":0.48260509967803955},{"id":"https://openalex.org/C2986587452","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical analysis","level":2,"score":0.4613393247127533},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.38982483744621277},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.37859684228897095},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34134405851364136},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.2596934139728546},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.18773457407951355},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15830188989639282},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.15298283100128174},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0902394950389862},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07632061839103699},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.07281643152236938}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/acit52158.2021.9548420","is_oa":false,"landing_page_url":"https://doi.org/10.1109/acit52158.2021.9548420","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 11th International Conference on Advanced Computer Information Technologies (ACIT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.8199999928474426,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W2509906024","https://openalex.org/W2604977842","https://openalex.org/W3199822328","https://openalex.org/W6725697533"],"related_works":["https://openalex.org/W2391251536","https://openalex.org/W2362198218","https://openalex.org/W2019521278","https://openalex.org/W1984922432","https://openalex.org/W2375008505","https://openalex.org/W2086348228","https://openalex.org/W2350679292","https://openalex.org/W1982750869","https://openalex.org/W2113077220","https://openalex.org/W4390653028"],"abstract_inverted_index":{"The":[0,23,38,67],"article":[1],"considers":[2],"the":[3,15,21,30,33,41,45,57,61,64,93],"theoretical":[4],"and":[5,11,17,79,83,86],"methodological":[6],"foundations":[7],"of":[8,20,25,32,44,60,63,69,77,95],"international":[9,26,42,58],"migration":[10,27,43,59,99],"its":[12],"impact":[13,94],"on":[14,29,98],"economic":[16],"demographic":[18],"development":[19],"country.":[22],"analysis":[24,78,90],"movements":[28],"example":[31],"region":[34],"is":[35],"carried":[36],"out.":[37],"factors":[39,97],"influencing":[40],"population":[46,62],"are":[47,71,74,109],"determined.":[48],"A":[49],"neural":[50,106],"network":[51,107],"has":[52],"been":[53],"built":[54],"to":[55],"predict":[56],"Khmelnytsky":[65],"region.":[66],"results":[68],"researches":[70],"estimated,":[72],"conclusions":[73],"made.":[75],"Methods":[76],"synthesis,":[80],"statistical":[81],"evaluation":[82],"comparison,":[84],"system":[85],"graphical":[87],"methods,":[88],"correlation":[89],"(to":[91],"identify":[92],"socio-economic":[96],"processes),":[100],"as":[101,103],"well":[102],"forecasting":[104],"using":[105],"algorithms,":[108],"used.":[110]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}