{"id":"https://openalex.org/W3088855117","doi":"https://doi.org/10.1155/2020/1246920","title":"Student Enrollment and Teacher Statistics Forecasting Based on Time-Series Analysis","display_name":"Student Enrollment and Teacher Statistics Forecasting Based on Time-Series Analysis","publication_year":2020,"publication_date":"2020-09-18","ids":{"openalex":"https://openalex.org/W3088855117","doi":"https://doi.org/10.1155/2020/1246920","mag":"3088855117","pmid":"https://pubmed.ncbi.nlm.nih.gov/33014028"},"language":"en","primary_location":{"id":"doi:10.1155/2020/1246920","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/1246920","pdf_url":"https://downloads.hindawi.com/journals/cin/2020/1246920.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/2020/1246920.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103097925","display_name":"Stephanie Yang","orcid":"https://orcid.org/0000-0003-1363-702X"},"institutions":[{"id":"https://openalex.org/I134161618","display_name":"National Taiwan Normal University","ror":"https://ror.org/059dkdx38","country_code":"TW","type":"education","lineage":["https://openalex.org/I134161618"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Stephanie Yang","raw_affiliation_strings":["Department of Educational Psychology and Counseling, National Taiwan Normal University, Taipei 10610, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Educational Psychology and Counseling, National Taiwan Normal University, Taipei 10610, Taiwan","institution_ids":["https://openalex.org/I134161618"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033047531","display_name":"Hsueh\u2010Chih Chen","orcid":"https://orcid.org/0000-0003-2043-0190"},"institutions":[{"id":"https://openalex.org/I134161618","display_name":"National Taiwan Normal University","ror":"https://ror.org/059dkdx38","country_code":"TW","type":"education","lineage":["https://openalex.org/I134161618"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Hsueh-Chih Chen","raw_affiliation_strings":["Chinese Language and Technology Center, National Taiwan Normal University, Taipei, Taiwan","Department of Educational Psychology and Counseling, National Taiwan Normal University, Taipei 10610, Taiwan","Institute for Research Excellence in Learning Sciences, National Taiwan Normal University, Taipei, Taiwan","MOST AI Biomedical Research Center, Taipei, Taiwan"],"raw_orcid":"https://orcid.org/0000-0003-2043-0190","affiliations":[{"raw_affiliation_string":"Chinese Language and Technology Center, National Taiwan Normal University, Taipei, Taiwan","institution_ids":["https://openalex.org/I134161618"]},{"raw_affiliation_string":"Department of Educational Psychology and Counseling, National Taiwan Normal University, Taipei 10610, Taiwan","institution_ids":["https://openalex.org/I134161618"]},{"raw_affiliation_string":"Institute for Research Excellence in Learning Sciences, National Taiwan Normal University, Taipei, Taiwan","institution_ids":["https://openalex.org/I134161618"]},{"raw_affiliation_string":"MOST AI Biomedical Research Center, Taipei, Taiwan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000068557","display_name":"Wen-Ching Chen","orcid":"https://orcid.org/0000-0002-9879-5117"},"institutions":[{"id":"https://openalex.org/I4387154394","display_name":"National Kaohsiung University of Science and Technology","ror":"https://ror.org/00hfj7g70","country_code":null,"type":"education","lineage":["https://openalex.org/I4387154394"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Wen-Ching Chen","raw_affiliation_strings":["Department of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung 80778, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-9879-5117","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung 80778, Taiwan","institution_ids":["https://openalex.org/I4387154394"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065832977","display_name":"Cheng\u2010Hong Yang","orcid":"https://orcid.org/0000-0002-2741-0072"},"institutions":[{"id":"https://openalex.org/I152743029","display_name":"Kaohsiung Medical University","ror":"https://ror.org/03gk81f96","country_code":"TW","type":"education","lineage":["https://openalex.org/I152743029"]},{"id":"https://openalex.org/I4387154394","display_name":"National Kaohsiung University of Science and Technology","ror":"https://ror.org/00hfj7g70","country_code":null,"type":"education","lineage":["https://openalex.org/I4387154394"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Cheng-Hong Yang","raw_affiliation_strings":["Department of Biomedical Engineering, Kaohsiung Medical University, Kaohsiung 80708, Taiwan","Department of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung 80778, Taiwan","Drug Development and Value Creation Research Center, Kaohsiung Medical University, Kaohsiung 80708, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-2741-0072","affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Kaohsiung Medical University, Kaohsiung 80708, Taiwan","institution_ids":["https://openalex.org/I152743029"]},{"raw_affiliation_string":"Department of Electronic Engineering, National Kaohsiung University of Science and Technology, Kaohsiung 80778, Taiwan","institution_ids":["https://openalex.org/I4387154394"]},{"raw_affiliation_string":"Drug Development and Value Creation Research Center, Kaohsiung Medical University, Kaohsiung 80708, Taiwan","institution_ids":["https://openalex.org/I152743029"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5033047531","https://openalex.org/A5065832977"],"corresponding_institution_ids":["https://openalex.org/I134161618","https://openalex.org/I152743029","https://openalex.org/I4387154394"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":0.8323,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.73224125,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"2020","issue":null,"first_page":"1","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9869999885559082,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9869999885559082,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T12368","display_name":"Grey System Theory Applications","score":0.9807999730110168,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.9257000088691711,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/christian-ministry","display_name":"Christian ministry","score":0.6384738683700562},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.5733460187911987},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.5301804542541504},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5146197080612183},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.4933268129825592},{"id":"https://openalex.org/keywords/descriptive-statistics","display_name":"Descriptive statistics","score":0.4740162491798401},{"id":"https://openalex.org/keywords/mean-absolute-error","display_name":"Mean absolute error","score":0.4500121474266052},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.44048547744750977},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.4286413788795471},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.38657981157302856},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.33781617879867554},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3323783576488495},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.24015489220619202},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.23554569482803345},{"id":"https://openalex.org/keywords/demography","display_name":"Demography","score":0.21214371919631958},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.19796982407569885},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.18164479732513428},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.12189576029777527}],"concepts":[{"id":"https://openalex.org/C521751864","wikidata":"https://www.wikidata.org/wiki/Q1729207","display_name":"Christian ministry","level":2,"score":0.6384738683700562},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.5733460187911987},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.5301804542541504},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5146197080612183},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.4933268129825592},{"id":"https://openalex.org/C39896193","wikidata":"https://www.wikidata.org/wiki/Q380344","display_name":"Descriptive statistics","level":2,"score":0.4740162491798401},{"id":"https://openalex.org/C188154048","wikidata":"https://www.wikidata.org/wiki/Q6803609","display_name":"Mean absolute error","level":3,"score":0.4500121474266052},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.44048547744750977},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.4286413788795471},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.38657981157302856},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.33781617879867554},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3323783576488495},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.24015489220619202},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.23554569482803345},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.21214371919631958},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.19796982407569885},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.18164479732513428},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.12189576029777527},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000070777","descriptor_name":"School Teachers","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D000070777","descriptor_name":"School Teachers","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D000070777","descriptor_name":"School Teachers","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D005544","descriptor_name":"Forecasting","qualifier_ui":"Q000379","qualifier_name":"methods","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":"D012574","descriptor_name":"Schools","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012574","descriptor_name":"Schools","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012574","descriptor_name":"Schools","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013334","descriptor_name":"Students","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D013334","descriptor_name":"Students","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D013334","descriptor_name":"Students","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D013624","descriptor_name":"Taiwan","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013624","descriptor_name":"Taiwan","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013624","descriptor_name":"Taiwan","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1155/2020/1246920","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/1246920","pdf_url":"https://downloads.hindawi.com/journals/cin/2020/1246920.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:33014028","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/33014028","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:1b79d34e9d264d6a9520363d528c60a5","is_oa":false,"landing_page_url":"https://doaj.org/article/1b79d34e9d264d6a9520363d528c60a5","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 2020 (2020)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:7520033","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7520033","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:10.1155/2020/1246920","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/1246920","pdf_url":"https://downloads.hindawi.com/journals/cin/2020/1246920.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":[{"id":"https://openalex.org/G3001022405","display_name":null,"funder_award_id":"103-2221-E-151-029-MY3","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"},{"id":"https://openalex.org/G398779584","display_name":null,"funder_award_id":"105-2221-E-151-053-MY2","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"}],"funders":[{"id":"https://openalex.org/F4320322795","display_name":"Ministry of Science and Technology, Taiwan","ror":"https://ror.org/02kv4zf79"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3088855117.pdf","grobid_xml":"https://content.openalex.org/works/W3088855117.grobid-xml"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W409166618","https://openalex.org/W1459020144","https://openalex.org/W1964357740","https://openalex.org/W1975870626","https://openalex.org/W1988920820","https://openalex.org/W1991198089","https://openalex.org/W1993877207","https://openalex.org/W1999491951","https://openalex.org/W2020832745","https://openalex.org/W2044076868","https://openalex.org/W2094243809","https://openalex.org/W2109316012","https://openalex.org/W2113891420","https://openalex.org/W2119175127","https://openalex.org/W2134948617","https://openalex.org/W2141582218","https://openalex.org/W2143628522","https://openalex.org/W2149298154","https://openalex.org/W2151176003","https://openalex.org/W2290883490","https://openalex.org/W2322898003","https://openalex.org/W2343377801","https://openalex.org/W2426663208","https://openalex.org/W2489850253","https://openalex.org/W2543678400","https://openalex.org/W2553852618","https://openalex.org/W2586094929","https://openalex.org/W2586753214","https://openalex.org/W2613613071","https://openalex.org/W2725058992","https://openalex.org/W2756353767","https://openalex.org/W2766047633","https://openalex.org/W2800456592","https://openalex.org/W2889171365","https://openalex.org/W2903853321","https://openalex.org/W2905366447","https://openalex.org/W2909793142","https://openalex.org/W2920901284","https://openalex.org/W2942516496","https://openalex.org/W2945726195","https://openalex.org/W2972754533","https://openalex.org/W2995854807","https://openalex.org/W2999179616","https://openalex.org/W3001036220","https://openalex.org/W3035460113","https://openalex.org/W3125172340"],"related_works":["https://openalex.org/W4247388746","https://openalex.org/W2314720829","https://openalex.org/W4285794683","https://openalex.org/W3178576217","https://openalex.org/W4221063543","https://openalex.org/W4385195237","https://openalex.org/W4286256617","https://openalex.org/W4405576712","https://openalex.org/W4318676890","https://openalex.org/W121055840"],"abstract_inverted_index":{"Education":[0,138],"competitiveness":[1],"is":[2,10],"a":[3,33,53,58,68,74,91],"key":[4],"feature":[5],"of":[6,29,35,67,76,106,137,140,161,174],"national":[7,24],"competitiveness.":[8,25],"It":[9],"crucial":[11],"for":[12,113,202,216],"nations":[13],"to":[14,22,84,103,151],"develop":[15],"and":[16,19,45,73,96,108,142,147,163,181,196,222],"enhance":[17],"student":[18,107,141],"teacher":[20,109,143],"potential":[21],"increase":[23],"The":[26],"decreasing":[27],"population":[28],"children":[30],"has":[31,56],"caused":[32],"series":[34],"social":[36],"problems":[37],"in":[38,47,71,111,116,168,218],"many":[39],"developed":[40],"countries,":[41],"directly":[42],"affecting":[43],"education":[44,220],"com.petitiveness":[46],"an":[48],"international":[49],"environment.":[50],"In":[51,87],"Taiwan,":[52],"low":[54],"birthrate":[55],"had":[57],"large":[59],"impact":[60],"on":[61],"schools":[62],"at":[63],"every":[64],"level":[65],"because":[66],"substantial":[69],"decrease":[70],"enrollment":[72],"surplus":[75],"teachers.":[77],"Therefore,":[78],"close":[79],"attention":[80],"must":[81],"be":[82],"paid":[83],"these":[85],"trends.":[86],"this":[88],"study,":[89],"combining":[90],"whale":[92],"optimization":[93],"algorithm":[94],"(WOA)":[95],"support":[97,125],"vector":[98,126],"regression":[99],"(WOASVR)":[100],"was":[101,130],"proposed":[102,154],"determine":[104],"trends":[105],"numbers":[110,144,160],"Taiwan":[112],"higher":[114],"accuracy":[115],"time-series":[117],"forecasting":[118,176],"analysis.":[119],"To":[120],"select":[121],"the":[122,135,153,159,175,189,209],"most":[123],"suitable":[124],"kernel":[127],"parameters,":[128],"WOA":[129],"applied.":[131],"Data":[132],"collected":[133],"from":[134,179],"Ministry":[136],"datasets":[139],"between":[145],"1991":[146],"2018":[148],"were":[149],"used":[150],"examine":[152],"method.":[155],"Analysis":[156],"revealed":[157],"that":[158,186],"students":[162],"teachers":[164],"decreased":[165],"annually":[166],"except":[167],"private":[169],"primary":[170],"schools.":[171],"A":[172],"comparison":[173],"results":[177],"obtained":[178],"WOASVR":[180,187,210],"other":[182],"common":[183],"models":[184],"indicated":[185],"provided":[188],"lowest":[190],"mean":[191,198],"absolute":[192],"percentage":[193],"error":[194,200],"(MAPE)":[195],"root":[197],"square":[199],"(RMSE)":[201],"all":[203],"analyzed":[204],"datasets.":[205],"Forecasting":[206],"performed":[207],"using":[208],"method":[211],"can":[212],"provide":[213],"accurate":[214],"data":[215],"use":[217],"developing":[219],"policies":[221],"responses.":[223]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
