{"id":"https://openalex.org/W4389916483","doi":"https://doi.org/10.1561/2900000030","title":"The Technological Emergence of AutoML: A Survey of Performant Software and Applications in the Context of Industry","display_name":"The Technological Emergence of AutoML: A Survey of Performant Software and Applications in the Context of Industry","publication_year":2023,"publication_date":"2023-12-18","ids":{"openalex":"https://openalex.org/W4389916483","doi":"https://doi.org/10.1561/2900000030"},"language":"en","primary_location":{"id":"doi:10.1561/2900000030","is_oa":false,"landing_page_url":"https://doi.org/10.1561/2900000030","pdf_url":null,"source":{"id":"https://openalex.org/S4210224760","display_name":"Foundations and Trends\u00ae in Information Systems","issn_l":"2331-1231","issn":["2331-1231","2331-124X"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310318575","host_organization_name":"Now Publishers","host_organization_lineage":["https://openalex.org/P4310318575"],"host_organization_lineage_names":["Now Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Foundations and Trends\u00ae in Information Systems","raw_type":"journal-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/A5016623737","display_name":"Alexander Scriven","orcid":null},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Alexander Scriven","raw_affiliation_strings":["Complex Adaptive Systems Lab, Data Science Institute, University of Technology Sydney ,","Complex Adaptive Systems Lab, Data Science Institute, University of Technology Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Complex Adaptive Systems Lab, Data Science Institute, University of Technology Sydney ,","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"Complex Adaptive Systems Lab, Data Science Institute, University of Technology Sydney, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024261145","display_name":"David Jacob Kedziora","orcid":"https://orcid.org/0000-0002-0673-182X"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"David Jacob Kedziora","raw_affiliation_strings":["Complex Adaptive Systems Lab, Data Science Institute, University of Technology Sydney ,","Complex Adaptive Systems Lab, Data Science Institute, University of Technology Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Complex Adaptive Systems Lab, Data Science Institute, University of Technology Sydney ,","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"Complex Adaptive Systems Lab, Data Science Institute, University of Technology Sydney, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051832847","display_name":"Katarzyna Musia\u0142","orcid":"https://orcid.org/0000-0001-6038-7647"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Katarzyna Musial","raw_affiliation_strings":["Complex Adaptive Systems Lab, Data Science Institute, University of Technology Sydney ,","Complex Adaptive Systems Lab, Data Science Institute, University of Technology Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Complex Adaptive Systems Lab, Data Science Institute, University of Technology Sydney ,","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"Complex Adaptive Systems Lab, Data Science Institute, University of Technology Sydney, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083181106","display_name":"Bogdan Gabry\u015b","orcid":"https://orcid.org/0000-0002-0790-2846"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Bogdan Gabrys","raw_affiliation_strings":["Complex Adaptive Systems Lab, Data Science Institute, University of Technology Sydney ,","Complex Adaptive Systems Lab, Data Science Institute, University of Technology Sydney, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Complex Adaptive Systems Lab, Data Science Institute, University of Technology Sydney ,","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"Complex Adaptive Systems Lab, Data Science Institute, University of Technology Sydney, Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I114017466"],"apc_list":null,"apc_paid":null,"fwci":1.1104,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.81913462,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"7","issue":"1-2","first_page":"1","last_page":"252"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.8952000141143799,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.8952000141143799,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11450","display_name":"Model-Driven Software Engineering Techniques","score":0.8712000250816345,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.8467000126838684,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"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/context","display_name":"Context (archaeology)","score":0.6364387273788452},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5202983021736145},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4450473487377167},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4165838658809662},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.40672045946121216},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.3584842085838318},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.35598915815353394},{"id":"https://openalex.org/keywords/history","display_name":"History","score":0.18884128332138062},{"id":"https://openalex.org/keywords/archaeology","display_name":"Archaeology","score":0.07882040739059448},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.058859825134277344}],"concepts":[{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6364387273788452},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5202983021736145},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4450473487377167},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4165838658809662},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.40672045946121216},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3584842085838318},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.35598915815353394},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.18884128332138062},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.07882040739059448},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.058859825134277344}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1561/2900000030","is_oa":false,"landing_page_url":"https://doi.org/10.1561/2900000030","pdf_url":null,"source":{"id":"https://openalex.org/S4210224760","display_name":"Foundations and Trends\u00ae in Information Systems","issn_l":"2331-1231","issn":["2331-1231","2331-124X"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310318575","host_organization_name":"Now Publishers","host_organization_lineage":["https://openalex.org/P4310318575"],"host_organization_lineage_names":["Now Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Foundations and Trends\u00ae in Information Systems","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:now:fntisy:2900000030","is_oa":false,"landing_page_url":"http://doi.org/10.1561/2900000030","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5699999928474426}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W1995973042","https://openalex.org/W3127151603","https://openalex.org/W1956792114","https://openalex.org/W3082925012","https://openalex.org/W2381343884","https://openalex.org/W2371808321","https://openalex.org/W2375213056","https://openalex.org/W108429584","https://openalex.org/W2376579572","https://openalex.org/W4312822225"],"abstract_inverted_index":{"With":[0],"most":[1,115],"technical":[2],"fields,":[3],"there":[4],"exists":[5],"a":[6,74,133,158],"delay":[7],"between":[8],"fundamental":[9,42],"academic":[10,43,155,181],"research":[11,84],"and":[12,21,52,96,117,126,131,163,178,182,198],"practical":[13],"industrial":[14],"uptake.":[15,98,203],"Whilst":[16],"some":[17],"sciences":[18],"have":[19],"robust":[20],"well-established":[22],"processes":[23],"for":[24,135,142,200],"commercialisation,":[25],"such":[26],"as":[27],"the":[28,48,55,90,114,151,164,193],"pharmaceutical":[29],"practice":[30],"of":[31,50,60,93,120,153,160,180],"regimented":[32],"drug":[33],"trials,":[34],"other":[35],"fields":[36],"face":[37],"transitory":[38,66],"periods":[39],"in":[40,192],"which":[41],"advancements":[44],"diffuse":[45],"gradually":[46],"into":[47],"space":[49],"commerce":[51],"industry.":[53],"For":[54],"still":[56],"relatively":[57],"young":[58],"field":[59],"Automated/Autonomous":[61],"Machine":[62],"Learning":[63],"(AutoML/AutonoML),":[64],"that":[65],"period":[67],"is":[68,145],"under":[69],"way,":[70],"spurred":[71],"on":[72],"by":[73,174],"burgeoning":[75],"interest":[76],"from":[77],"broader":[78],"society.":[79],"Yet,":[80],"to":[81,88,106,168],"date,":[82],"little":[83],"has":[85],"been":[86],"undertaken":[87],"assess":[89],"current":[91],"state":[92],"this":[94,100,109,147,185],"dissemination":[95],"its":[97],"Thus,":[99,171],"review":[101,186],"makes":[102],"two":[103],"primary":[104],"contributions":[105],"knowledge":[107],"around":[108],"topic.":[110],"Firstly,":[111],"it":[112,129],"provides":[113],"up-to-date":[116],"comprehensive":[118],"survey":[119],"existing":[121],"AutoML":[122,139,191],"tools,":[123],"both":[124],"open-source":[125],"commercial.":[127],"Secondly,":[128],"motivates":[130],"outlines":[132],"framework":[134,148],"assessing":[136],"whether":[137],"an":[138,175],"solution":[140],"designed":[141],"real-world":[143],"application":[144],"\u2018performant\u2019;":[146],"extends":[149],"beyond":[150],"limitations":[152],"typical":[154],"criteria,":[156],"considering":[157],"variety":[159],"stakeholder":[161],"needs":[162],"human-computer":[165],"interactions":[166],"required":[167],"service":[169],"them.":[170],"additionally":[172],"supported":[173],"extensive":[176],"assessment":[177],"comparison":[179],"commercial":[183],"case-studies,":[184],"evaluates":[187],"mainstream":[188],"engagement":[189],"with":[190],"early":[194],"2020s,":[195],"identifying":[196],"obstacles":[197],"opportunities":[199],"accelerating":[201],"future":[202]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}