{"id":"https://openalex.org/W4386618539","doi":"https://doi.org/10.3390/app131810146","title":"Machine Learning Ensemble Modelling for Predicting Unemployment Duration","display_name":"Machine Learning Ensemble Modelling for Predicting Unemployment Duration","publication_year":2023,"publication_date":"2023-09-08","ids":{"openalex":"https://openalex.org/W4386618539","doi":"https://doi.org/10.3390/app131810146"},"language":"en","primary_location":{"id":"doi:10.3390/app131810146","doi":"https://doi.org/10.3390/app131810146","is_oa":true,"landing_page_url":"https://doi.org/10.3390/app131810146","pdf_url":"https://www.mdpi.com/2076-3417/13/18/10146/pdf?version=1694249082","source":{"id":"https://openalex.org/S4210205812","display_name":"Applied Sciences","issn_l":"2076-3417","issn":["2076-3417"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","norway-1","oarl","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Sciences","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2076-3417/13/18/10146/pdf?version=1694249082","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5087035999","display_name":"Barbora Gabrikova","orcid":"https://orcid.org/0000-0002-9014-7932","observed_orcids":["https://orcid.org/0000-0002-9014-7932"]},"institutions":[{"id":"https://openalex.org/I3122011922","display_name":"University of \u017dilina","ror":"https://ror.org/031wwwj55","country_code":"SK","type":"education","lineage":["https://openalex.org/I3122011922"]}],"countries":["SK"],"is_corresponding":true,"raw_author_name":"Barbora Gabrikova","raw_affiliation_strings":["Department of Economics, Faculty of Operation and Economics of Transport and Communications, University of Zilina, 010 26 Zilina, Slovakia"],"raw_orcid":"https://orcid.org/0000-0002-9014-7932","affiliations":[{"raw_affiliation_string":"Department of Economics, Faculty of Operation and Economics of Transport and Communications, University of Zilina, 010 26 Zilina, Slovakia","institution_ids":["https://openalex.org/I3122011922"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006357499","display_name":"Lucia \u0160v\u00e1bov\u00e1","orcid":"https://orcid.org/0000-0002-4722-4103","observed_orcids":["https://orcid.org/0000-0002-4722-4103"]},"institutions":[{"id":"https://openalex.org/I3122011922","display_name":"University of \u017dilina","ror":"https://ror.org/031wwwj55","country_code":"SK","type":"education","lineage":["https://openalex.org/I3122011922"]}],"countries":["SK"],"is_corresponding":true,"raw_author_name":"Lucia Svabova","raw_affiliation_strings":["Department of Economics, Faculty of Operation and Economics of Transport and Communications, University of Zilina, 010 26 Zilina, Slovakia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Economics, Faculty of Operation and Economics of Transport and Communications, University of Zilina, 010 26 Zilina, Slovakia","institution_ids":["https://openalex.org/I3122011922"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063869723","display_name":"Katar\u00edna Kram\u00e1rov\u00e1","orcid":"https://orcid.org/0000-0001-6883-3541","observed_orcids":["https://orcid.org/0000-0001-6883-3541"]},"institutions":[{"id":"https://openalex.org/I3122011922","display_name":"University of \u017dilina","ror":"https://ror.org/031wwwj55","country_code":"SK","type":"education","lineage":["https://openalex.org/I3122011922"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Katarina Kramarova","raw_affiliation_strings":["Department of Economics, Faculty of Operation and Economics of Transport and Communications, University of Zilina, 010 26 Zilina, Slovakia"],"raw_orcid":"https://orcid.org/0000-0001-6883-3541","affiliations":[{"raw_affiliation_string":"Department of Economics, Faculty of Operation and Economics of Transport and Communications, University of Zilina, 010 26 Zilina, Slovakia","institution_ids":["https://openalex.org/I3122011922"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5006357499","https://openalex.org/A5087035999"],"corresponding_institution_ids":["https://openalex.org/I3122011922"],"apc_list":{"value":2300,"currency":"CHF","value_usd":2558},"apc_paid":{"value":2300,"currency":"CHF","value_usd":2558},"fwci":8.1702,"has_fulltext":true,"cited_by_count":47,"citation_normalized_percentile":{"value":0.97566356,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":100},"biblio":{"volume":"13","issue":"18","first_page":"10146","last_page":"10146"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13399","display_name":"Unemployment and Economic Growth","score":0.41530001163482666,"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/T13399","display_name":"Unemployment and Economic Growth","score":0.41530001163482666,"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/T11918","display_name":"Forecasting Techniques and Applications","score":0.12809999287128448,"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/T10208","display_name":"Labor market dynamics and wage inequality","score":0.08669999986886978,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/long-term-unemployment","display_name":"long-term unemployment","score":0.8669999837875366},{"id":"https://openalex.org/keywords/job-seekers","display_name":"job seekers","score":0.9900000095367432},{"id":"https://openalex.org/keywords/stacking-ensemble","display_name":"stacking ensemble","score":0.7289999723434448},{"id":"https://openalex.org/keywords/cart","display_name":"CART","score":0.5789999961853027},{"id":"https://openalex.org/keywords/chaid","display_name":"CHAID","score":0.9980000257492065},{"id":"https://openalex.org/keywords/discriminant-analysis","display_name":"discriminant analysis","score":0.9380000233650208},{"id":"https://openalex.org/keywords/labor-market-policy","display_name":"labour market policy","score":0.8349999785423279},{"id":"https://openalex.org/keywords/job-search-assistance","display_name":"job search assistance","score":0.5989999771118164},{"id":"https://openalex.org/keywords/regional-unemployment-disparities","display_name":"regional unemployment disparities","score":0.7889999747276306},{"id":"https://openalex.org/keywords/slovakia","display_name":"Slovakia","score":0.8870000243186951}],"concepts":[{"id":"https://openalex.org/C2778126366","wikidata":"https://www.wikidata.org/wiki/Q41171","display_name":"Unemployment","level":2,"score":0.7986751794815063},{"id":"https://openalex.org/C112758219","wikidata":"https://www.wikidata.org/wiki/Q16038819","display_name":"Duration (music)","level":2,"score":0.6195663213729858},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.45745718479156494},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4470868408679962},{"id":"https://openalex.org/C16023879","wikidata":"https://www.wikidata.org/wiki/Q1023599","display_name":"CHAID","level":3,"score":0.4463634490966797},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.3956631124019623},{"id":"https://openalex.org/C145236788","wikidata":"https://www.wikidata.org/wiki/Q28161","display_name":"Labour economics","level":1,"score":0.3617698550224304},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3305545449256897},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.19608041644096375},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.14115291833877563},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/app131810146","doi":"https://doi.org/10.3390/app131810146","is_oa":true,"landing_page_url":"https://doi.org/10.3390/app131810146","pdf_url":"https://www.mdpi.com/2076-3417/13/18/10146/pdf?version=1694249082","source":{"id":"https://openalex.org/S4210205812","display_name":"Applied Sciences","issn_l":"2076-3417","issn":["2076-3417"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","norway-1","oarl","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Sciences","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:ddfc220e68b0413292bd311409645e25","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/ddfc220e68b0413292bd311409645e25","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,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Applied Sciences, Vol 13, Iss 18, p 10146 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/app131810146","doi":"https://doi.org/10.3390/app131810146","is_oa":true,"landing_page_url":"https://doi.org/10.3390/app131810146","pdf_url":"https://www.mdpi.com/2076-3417/13/18/10146/pdf?version=1694249082","source":{"id":"https://openalex.org/S4210205812","display_name":"Applied Sciences","issn_l":"2076-3417","issn":["2076-3417"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","norway-1","oarl","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Sciences","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.9211000204086304,"id":"https://metadata.un.org/sdg/8"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G2990441933","display_name":null,"funder_award_id":"313011BWN6","funder_id":"https://openalex.org/F4320335322","funder_display_name":"European Regional Development Fund"}],"funders":[{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4386618539.pdf","grobid_xml":"https://content.openalex.org/works/W4386618539.grobid-xml"},"referenced_works_count":54,"referenced_works":["https://openalex.org/W861925310","https://openalex.org/W1555585673","https://openalex.org/W1873332500","https://openalex.org/W1969770043","https://openalex.org/W1976608268","https://openalex.org/W1996801166","https://openalex.org/W2001619934","https://openalex.org/W2016544456","https://openalex.org/W2024491792","https://openalex.org/W2050350749","https://openalex.org/W2053185287","https://openalex.org/W2090007621","https://openalex.org/W2097575686","https://openalex.org/W2117323684","https://openalex.org/W2118250684","https://openalex.org/W2153476503","https://openalex.org/W2183506476","https://openalex.org/W2188591201","https://openalex.org/W2201241732","https://openalex.org/W2259408401","https://openalex.org/W2318934852","https://openalex.org/W2371638596","https://openalex.org/W2498119267","https://openalex.org/W2588911067","https://openalex.org/W2595091268","https://openalex.org/W2759612666","https://openalex.org/W2911980033","https://openalex.org/W2916959574","https://openalex.org/W2921836311","https://openalex.org/W2941584439","https://openalex.org/W2949969194","https://openalex.org/W2950593703","https://openalex.org/W2957206730","https://openalex.org/W2983914586","https://openalex.org/W2989481916","https://openalex.org/W3021959460","https://openalex.org/W3091140176","https://openalex.org/W3127212056","https://openalex.org/W3149839747","https://openalex.org/W3183498623","https://openalex.org/W3186167787","https://openalex.org/W3188549859","https://openalex.org/W3202225423","https://openalex.org/W4281988160","https://openalex.org/W4283750001","https://openalex.org/W4288360988","https://openalex.org/W4292794506","https://openalex.org/W4313216306","https://openalex.org/W4317212791","https://openalex.org/W4319982944","https://openalex.org/W4321366276","https://openalex.org/W4321379851","https://openalex.org/W6686498326","https://openalex.org/W6903885156"],"related_works":["https://openalex.org/W4405702386","https://openalex.org/W2185526439","https://openalex.org/W3038054828","https://openalex.org/W2100215829","https://openalex.org/W2994450843","https://openalex.org/W2901443304","https://openalex.org/W749637802","https://openalex.org/W4366375736","https://openalex.org/W7154571101","https://openalex.org/W4313188229"],"abstract_inverted_index":{"Predictions":[0],"of":[1,5,24,30,85,134,137,140,155,168,184,195,207,216,242,245,259,270,275],"the":[2,6,21,31,35,83,98,107,135,182,185,193,205,214,221,231,240,243,252,257,267,276,281,290,310],"unemployment":[3,68,138,157,261],"duration":[4,69,139],"economically":[7],"active":[8],"population":[9],"play":[10],"a":[11,63,95,169],"crucial":[12],"assisting":[13],"role":[14],"for":[15,66,94],"policymakers":[16],"and":[17,41,91,104,118,129,148,190,228,303],"employment":[18],"agencies":[19],"in":[20,47,72,150,199,204,262,280,284,295],"well-organised":[22],"allocation":[23],"resources":[25],"(tied":[26],"to":[27,45,54,180,191,237,249,255,292,309],"solving":[28,213],"problems":[29,279],"unemployed,":[32],"whether":[33],"on":[34],"labour":[36,187,282],"supply":[37],"or":[38,248],"demand":[39],"side)":[40],"providing":[42],"targeted":[43],"support":[44],"jobseekers":[46,71,86,152],"their":[48],"job":[49,96],"search.":[50],"This":[51,143],"study":[52],"aimed":[53,211],"develop":[55],"an":[56,131,173],"ensemble":[57,75],"model":[58,76,144,287],"that":[59,176],"can":[60,177],"serve":[61],"as":[62,89,201,203],"reliable":[64],"tool":[65,175],"predicting":[67],"among":[70],"Slovakia.":[73],"The":[74,121,161,218,286],"was":[77,124],"developed":[78],"using":[79,106,126],"real":[80,166],"data":[81,167],"from":[82,112,220,225],"database":[84],"(those":[87],"registered":[88],"unemployed":[90,197],"actively":[92],"searching":[93],"through":[97],"Local":[99],"Labour":[100],"Office,":[101],"Social":[102],"Affairs,":[103],"Family)":[105],"stacking":[108],"method,":[109],"incorporating":[110],"predictions":[111],"three":[113],"individual":[114],"models:":[115],"CART,":[116],"CHAID,":[117],"discriminant":[119],"analysis.":[120],"final":[122],"meta-model":[123],"created":[125],"logistic":[127],"regression":[128],"indicates":[130],"overall":[132],"accuracy":[133,147],"prediction":[136],"almost":[141],"78%.":[142],"demonstrated":[145],"high":[146],"precision":[149],"identifying":[151],"at":[153,212,239],"risk":[154],"long-term":[156,196,260],"exceeding":[158],"12":[159],"months.":[160],"presented":[162],"model,":[163,233],"working":[164],"with":[165,266],"robust":[170],"nature,":[171],"represents":[172],"operational":[174],"be":[178,293],"used":[179],"check":[181],"functionality":[183],"current":[186],"market":[188,283],"policy":[189],"solve":[192,256],"problem":[194,215,258],"individuals":[198],"Slovakia,":[200],"well":[202],"creation":[206],"future":[208],"government":[209],"measures":[210,219],"unemployment.":[217],"state":[222],"are":[223],"financed":[224],"budget":[226],"funds,":[227],"by":[229],"applying":[230],"appropriate":[232],"it":[234],"is":[235,272,306],"possible":[236,307],"arrive":[238],"rationalization":[241],"financing":[244],"these":[246],"measures,":[247],"specifically":[250],"determine":[251],"means":[253],"intended":[254],"Slovakia":[263],"(this,":[264],"together":[265],"regional":[268],"disproportion":[269],"unemployment,":[271],"considered":[273],"one":[274],"most":[277],"prominent":[278],"Slovakia).":[285],"also":[288],"has":[289],"potential":[291],"adapted":[294],"other":[296],"economies,":[297],"taking":[298],"into":[299],"account":[300],"country-specific":[301],"conditions":[302],"variables,":[304],"which":[305],"due":[308],"data-mining":[311],"approach":[312],"used.":[313]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":25},{"year":2023,"cited_by_count":2}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2023-09-12T00:00:00"}
