{"id":"https://openalex.org/W3038054828","doi":"https://doi.org/10.1007/978-3-030-50316-1_21","title":"Predicting Unemployment with Machine Learning Based on Registry Data","display_name":"Predicting Unemployment with Machine Learning Based on Registry Data","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3038054828","doi":"https://doi.org/10.1007/978-3-030-50316-1_21","mag":"3038054828"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-50316-1_21","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-50316-1_21","pdf_url":null,"source":{"id":"https://openalex.org/S4210177767","display_name":"Lecture notes in business information processing","issn_l":"1865-1348","issn":["1865-1348","1865-1356"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Business Information Processing","raw_type":"book-chapter"},"type":"book-chapter","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/A5026344091","display_name":"Markus Viljanen","orcid":"https://orcid.org/0000-0001-7909-5820"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Markus Viljanen","raw_affiliation_strings":["Turun Yliopisto, Turku, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Turun Yliopisto, Turku, Finland","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021993986","display_name":"Tapio Pahikkala","orcid":"https://orcid.org/0000-0003-4183-2455"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tapio Pahikkala","raw_affiliation_strings":["Turun Yliopisto, Turku, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Turun Yliopisto, Turku, Finland","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":14.4485,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.98571626,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"352","last_page":"368"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10208","display_name":"Labor market dynamics and wage inequality","score":0.9136999845504761,"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/T10208","display_name":"Labor market dynamics and wage inequality","score":0.9136999845504761,"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/unemployment","display_name":"Unemployment","score":0.9084423780441284},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.5510839819908142},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.40373721718788147},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.39892497658729553},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38806283473968506},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.35919690132141113},{"id":"https://openalex.org/keywords/labour-economics","display_name":"Labour economics","score":0.33350300788879395},{"id":"https://openalex.org/keywords/economic-growth","display_name":"Economic growth","score":0.09445527195930481}],"concepts":[{"id":"https://openalex.org/C2778126366","wikidata":"https://www.wikidata.org/wiki/Q41171","display_name":"Unemployment","level":2,"score":0.9084423780441284},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.5510839819908142},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.40373721718788147},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39892497658729553},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38806283473968506},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.35919690132141113},{"id":"https://openalex.org/C145236788","wikidata":"https://www.wikidata.org/wiki/Q28161","display_name":"Labour economics","level":1,"score":0.33350300788879395},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.09445527195930481}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-3-030-50316-1_21","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-50316-1_21","pdf_url":null,"source":{"id":"https://openalex.org/S4210177767","display_name":"Lecture notes in business information processing","issn_l":"1865-1348","issn":["1865-1348","1865-1356"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Business Information Processing","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.7400000095367432,"id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W609890946","https://openalex.org/W619721244","https://openalex.org/W1491701199","https://openalex.org/W1494478641","https://openalex.org/W1550064664","https://openalex.org/W1573951139","https://openalex.org/W1578835827","https://openalex.org/W1967337118","https://openalex.org/W1973731779","https://openalex.org/W1977194234","https://openalex.org/W1981342246","https://openalex.org/W1993105002","https://openalex.org/W2043455193","https://openalex.org/W2070645909","https://openalex.org/W2126153854","https://openalex.org/W2164757425","https://openalex.org/W2185361425","https://openalex.org/W2326648176","https://openalex.org/W2506664684","https://openalex.org/W2957206730","https://openalex.org/W2967352760","https://openalex.org/W3122646160","https://openalex.org/W3123250452","https://openalex.org/W3142629933","https://openalex.org/W4211135959","https://openalex.org/W4241571656","https://openalex.org/W4248119576"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W3149848508","https://openalex.org/W2090986046","https://openalex.org/W3123185415","https://openalex.org/W158176271","https://openalex.org/W2042820184","https://openalex.org/W3123026550","https://openalex.org/W3180677820","https://openalex.org/W2479427605","https://openalex.org/W1973991220"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
