{"id":"https://openalex.org/W4416362163","doi":"https://doi.org/10.3390/info16110994","title":"Understanding the Rise of Automated Machine Learning: A Global Overview and Topic Analysis","display_name":"Understanding the Rise of Automated Machine Learning: A Global Overview and Topic Analysis","publication_year":2025,"publication_date":"2025-11-17","ids":{"openalex":"https://openalex.org/W4416362163","doi":"https://doi.org/10.3390/info16110994"},"language":"en","primary_location":{"id":"doi:10.3390/info16110994","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info16110994","pdf_url":"https://www.mdpi.com/2078-2489/16/11/994/pdf","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"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":"Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2078-2489/16/11/994/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5106830963","display_name":"George-Cristian T\u0103taru","orcid":"https://orcid.org/0009-0003-4310-3368"},"institutions":[{"id":"https://openalex.org/I88491126","display_name":"Bucharest University of Economic Studies","ror":"https://ror.org/04yvncj21","country_code":"RO","type":"education","lineage":["https://openalex.org/I88491126"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"George-Cristian T\u0103taru","raw_affiliation_strings":["Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, 010552 Bucharest, Romania"],"raw_orcid":"https://orcid.org/0009-0003-4310-3368","affiliations":[{"raw_affiliation_string":"Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, 010552 Bucharest, Romania","institution_ids":["https://openalex.org/I88491126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120411616","display_name":"Adriana Cosac","orcid":"https://orcid.org/0009-0008-2804-6779"},"institutions":[{"id":"https://openalex.org/I88491126","display_name":"Bucharest University of Economic Studies","ror":"https://ror.org/04yvncj21","country_code":"RO","type":"education","lineage":["https://openalex.org/I88491126"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Adriana Cosac","raw_affiliation_strings":["Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, 010552 Bucharest, Romania"],"raw_orcid":"https://orcid.org/0009-0008-2804-6779","affiliations":[{"raw_affiliation_string":"Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, 010552 Bucharest, Romania","institution_ids":["https://openalex.org/I88491126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093748620","display_name":"Ioana Ioan\u0103\u015f","orcid":"https://orcid.org/0009-0004-2949-0688"},"institutions":[{"id":"https://openalex.org/I88491126","display_name":"Bucharest University of Economic Studies","ror":"https://ror.org/04yvncj21","country_code":"RO","type":"education","lineage":["https://openalex.org/I88491126"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Ioana Ioan\u0103\u0219","raw_affiliation_strings":["Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, 010552 Bucharest, Romania"],"raw_orcid":"https://orcid.org/0009-0004-2949-0688","affiliations":[{"raw_affiliation_string":"Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, 010552 Bucharest, Romania","institution_ids":["https://openalex.org/I88491126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029975469","display_name":"Margareta\u2010Stela Florescu","orcid":"https://orcid.org/0000-0002-5705-9914"},"institutions":[{"id":"https://openalex.org/I88491126","display_name":"Bucharest University of Economic Studies","ror":"https://ror.org/04yvncj21","country_code":"RO","type":"education","lineage":["https://openalex.org/I88491126"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Margareta-Stela Florescu","raw_affiliation_strings":["Department of Administration and Public Management, Bucharest University of Economic Studies, 010552 Bucharest, Romania"],"raw_orcid":"https://orcid.org/0000-0002-5705-9914","affiliations":[{"raw_affiliation_string":"Department of Administration and Public Management, Bucharest University of Economic Studies, 010552 Bucharest, Romania","institution_ids":["https://openalex.org/I88491126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103003511","display_name":"Mihai Orzan","orcid":"https://orcid.org/0000-0002-4154-0156"},"institutions":[{"id":"https://openalex.org/I88491126","display_name":"Bucharest University of Economic Studies","ror":"https://ror.org/04yvncj21","country_code":"RO","type":"education","lineage":["https://openalex.org/I88491126"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Mihai Orzan","raw_affiliation_strings":["Department of Marketing, Bucharest University of Economic Studies, 010552 Bucharest, Romania"],"raw_orcid":"https://orcid.org/0000-0002-4154-0156","affiliations":[{"raw_affiliation_string":"Department of Marketing, Bucharest University of Economic Studies, 010552 Bucharest, Romania","institution_ids":["https://openalex.org/I88491126"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024081062","display_name":"Camelia Delcea","orcid":"https://orcid.org/0000-0003-3589-1969"},"institutions":[{"id":"https://openalex.org/I88491126","display_name":"Bucharest University of Economic Studies","ror":"https://ror.org/04yvncj21","country_code":"RO","type":"education","lineage":["https://openalex.org/I88491126"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Camelia Delcea","raw_affiliation_strings":["Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, 010552 Bucharest, Romania"],"raw_orcid":"https://orcid.org/0000-0003-3589-1969","affiliations":[{"raw_affiliation_string":"Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, 010552 Bucharest, Romania","institution_ids":["https://openalex.org/I88491126"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043717512","display_name":"Liviu\u2010Adrian Cotfas","orcid":"https://orcid.org/0000-0002-4192-183X"},"institutions":[{"id":"https://openalex.org/I88491126","display_name":"Bucharest University of Economic Studies","ror":"https://ror.org/04yvncj21","country_code":"RO","type":"education","lineage":["https://openalex.org/I88491126"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Liviu-Adrian Cotfas","raw_affiliation_strings":["Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, 010552 Bucharest, Romania"],"raw_orcid":"https://orcid.org/0000-0002-4192-183X","affiliations":[{"raw_affiliation_string":"Department of Economic Informatics and Cybernetics, Bucharest University of Economic Studies, 010552 Bucharest, Romania","institution_ids":["https://openalex.org/I88491126"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I88491126"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1782},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1782},"fwci":1.2644,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.86476791,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"16","issue":"11","first_page":"994","last_page":"994"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9021999835968018,"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":0.9021999835968018,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.020500000566244125,"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.004600000102072954,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/latent-dirichlet-allocation","display_name":"Latent Dirichlet allocation","score":0.6769999861717224},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5752000212669373},{"id":"https://openalex.org/keywords/topic-model","display_name":"Topic model","score":0.5462999939918518},{"id":"https://openalex.org/keywords/bibliometrics","display_name":"Bibliometrics","score":0.39730000495910645},{"id":"https://openalex.org/keywords/scientific-literature","display_name":"Scientific literature","score":0.35989999771118164},{"id":"https://openalex.org/keywords/scientometrics","display_name":"Scientometrics","score":0.31119999289512634}],"concepts":[{"id":"https://openalex.org/C500882744","wikidata":"https://www.wikidata.org/wiki/Q269236","display_name":"Latent Dirichlet allocation","level":3,"score":0.6769999861717224},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5752000212669373},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5680999755859375},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.5462999939918518},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.503600001335144},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4185999929904938},{"id":"https://openalex.org/C178315738","wikidata":"https://www.wikidata.org/wiki/Q603441","display_name":"Bibliometrics","level":2,"score":0.39730000495910645},{"id":"https://openalex.org/C2781083858","wikidata":"https://www.wikidata.org/wiki/Q17327049","display_name":"Scientific literature","level":2,"score":0.35989999771118164},{"id":"https://openalex.org/C525823164","wikidata":"https://www.wikidata.org/wiki/Q472342","display_name":"Scientometrics","level":2,"score":0.31119999289512634},{"id":"https://openalex.org/C23213167","wikidata":"https://www.wikidata.org/wiki/Q2351730","display_name":"Scientific progress","level":2,"score":0.3059000074863434},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.295199990272522},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.2946000099182129},{"id":"https://openalex.org/C2984558057","wikidata":"https://www.wikidata.org/wiki/Q162633","display_name":"Academic community","level":2,"score":0.29109999537467957},{"id":"https://openalex.org/C2984917352","wikidata":"https://www.wikidata.org/wiki/Q12772819","display_name":"Scientific discovery","level":2,"score":0.2824000120162964},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.2822999954223633},{"id":"https://openalex.org/C207267971","wikidata":"https://www.wikidata.org/wiki/Q120208","display_name":"Emerging technologies","level":2,"score":0.2754000127315521},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.257099986076355}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/info16110994","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info16110994","pdf_url":"https://www.mdpi.com/2078-2489/16/11/994/pdf","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"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":"Information","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:fef71897ada9441ea8e71644a795536b","is_oa":true,"landing_page_url":"https://doaj.org/article/fef71897ada9441ea8e71644a795536b","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Information, Vol 16, Iss 11, p 994 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/info16110994","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info16110994","pdf_url":"https://www.mdpi.com/2078-2489/16/11/994/pdf","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"is_oa":true,"is_in_doaj":true,"is_core":true,"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":"Information","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4416362163.pdf"},"referenced_works_count":103,"referenced_works":["https://openalex.org/W1802683368","https://openalex.org/W2041128263","https://openalex.org/W2061236584","https://openalex.org/W2090491854","https://openalex.org/W2131809848","https://openalex.org/W2160170318","https://openalex.org/W2263682169","https://openalex.org/W2295598076","https://openalex.org/W2571108916","https://openalex.org/W2744152618","https://openalex.org/W2755950973","https://openalex.org/W2800942967","https://openalex.org/W2886900083","https://openalex.org/W2888956734","https://openalex.org/W2913788248","https://openalex.org/W2921565448","https://openalex.org/W2935692497","https://openalex.org/W2945583287","https://openalex.org/W2955219525","https://openalex.org/W2961331617","https://openalex.org/W2963905624","https://openalex.org/W2966284335","https://openalex.org/W2977083636","https://openalex.org/W2990346675","https://openalex.org/W3000895385","https://openalex.org/W3010285420","https://openalex.org/W3035825996","https://openalex.org/W3040042046","https://openalex.org/W3043717094","https://openalex.org/W3093871831","https://openalex.org/W3097763105","https://openalex.org/W3098126831","https://openalex.org/W3123920941","https://openalex.org/W3127420012","https://openalex.org/W3130471997","https://openalex.org/W3134075462","https://openalex.org/W3134163647","https://openalex.org/W3171216778","https://openalex.org/W3173450924","https://openalex.org/W3186083588","https://openalex.org/W3195151778","https://openalex.org/W3200630953","https://openalex.org/W3205629625","https://openalex.org/W3209767996","https://openalex.org/W3210406898","https://openalex.org/W3210850996","https://openalex.org/W3216822933","https://openalex.org/W4200116323","https://openalex.org/W4200511930","https://openalex.org/W4207083970","https://openalex.org/W4213290716","https://openalex.org/W4213308398","https://openalex.org/W4247505106","https://openalex.org/W4290098476","https://openalex.org/W4294837428","https://openalex.org/W4304789183","https://openalex.org/W4306392724","https://openalex.org/W4310354114","https://openalex.org/W4311809755","https://openalex.org/W4312415160","https://openalex.org/W4312848310","https://openalex.org/W4313451277","https://openalex.org/W4313524100","https://openalex.org/W4317787002","https://openalex.org/W4322825128","https://openalex.org/W4365149444","https://openalex.org/W4383739119","https://openalex.org/W4385380338","https://openalex.org/W4387671508","https://openalex.org/W4388478659","https://openalex.org/W4389050210","https://openalex.org/W4389442426","https://openalex.org/W4389451687","https://openalex.org/W4389775318","https://openalex.org/W4391922364","https://openalex.org/W4392623753","https://openalex.org/W4394927283","https://openalex.org/W4396230561","https://openalex.org/W4396565120","https://openalex.org/W4396692535","https://openalex.org/W4397026401","https://openalex.org/W4399215659","https://openalex.org/W4399529712","https://openalex.org/W4401105099","https://openalex.org/W4401731573","https://openalex.org/W4401822071","https://openalex.org/W4402325683","https://openalex.org/W4403358933","https://openalex.org/W4403679133","https://openalex.org/W4404058914","https://openalex.org/W4404110584","https://openalex.org/W4404592453","https://openalex.org/W4405703264","https://openalex.org/W4406113408","https://openalex.org/W4406617741","https://openalex.org/W4406884168","https://openalex.org/W4408048202","https://openalex.org/W4409151314","https://openalex.org/W4413359939","https://openalex.org/W4414343472","https://openalex.org/W4414605844","https://openalex.org/W4415124049","https://openalex.org/W7083166967"],"related_works":[],"abstract_inverted_index":{"Automated":[0],"Machine":[1],"Learning":[2],"(AutoML)":[3],"has":[4,46,185],"become":[5],"an":[6],"important":[7],"area":[8],"of":[9,22,40,53,59,71,90,105,118,143,150,175,179,191,201,214,223,242],"modern":[10],"artificial":[11],"intelligence,":[12],"enabling":[13],"computers":[14],"to":[15,63,102,126],"automate":[16],"the":[17,37,51,55,68,81,88,103,111,138,147,151,163,168,176,189,199,202,215,224,227,240,246,253],"selection,":[18],"training,":[19],"and":[20,26,57,96,161,196,244,249],"tuning":[21],"machine":[23,41],"learning":[24,42],"models":[25],"offering":[27],"exciting":[28],"opportunities":[29,250],"for":[30,113],"enhanced":[31],"decision-making":[32],"across":[33],"various":[34],"sectors.":[35],"As":[36],"global":[38],"adoption":[39],"technologies":[43],"grows,":[44],"it":[45],"been":[47,186],"observed":[48],"that":[49,99],"also":[50],"importance":[52],"understanding":[54],"development":[56],"proliferation":[58],"AutoML":[60,86,127,180,243],"research":[61,228],"continues":[62],"grow,":[64],"as":[65,219,221],"highlighted":[66],"by":[67,211,252],"increased":[69],"number":[70],"scientific":[72,82],"papers":[73,124,166,225],"published":[74],"each":[75],"year.":[76],"The":[77,207],"present":[78],"paper":[79],"explores":[80],"literature":[83],"associated":[84,230],"with":[85,87,231],"aim":[89],"highlighting":[91],"emerging":[92],"trends,":[93],"key":[94,135,247],"topics,":[95],"collaborative":[97],"networks":[98],"have":[100],"contributed":[101],"rise":[104],"this":[106,205,232,257],"field.":[107,260],"Using":[108],"data":[109],"from":[110],"Institute":[112],"Scientific":[114],"Information":[115],"(ISI)":[116],"Web":[117],"Science":[119],"database,":[120,169],"we":[121,157],"analyzed":[122],"920":[123],"dedicated":[125],"research,":[128],"extracted":[129],"based":[130],"on":[131],"specific":[132],"keywords.":[133],"A":[134],"finding":[136],"is":[137,209],"significant":[139],"annual":[140],"growth":[141],"rate":[142],"87.76%,":[144],"which":[145],"underscores":[146],"increasing":[148],"interest":[149,200],"academic":[152,254],"community":[153,255],"in":[154,167,204,226,256],"AutoML.":[155,233],"Furthermore,":[156],"employed":[158],"n-gram":[159],"analysis":[160,208],"reviewed":[162],"most":[164,216],"cited":[165,217],"providing":[170],"a":[171,212],"comprehensive":[172],"bibliometric":[173],"overview":[174],"current":[177],"state":[178],"research.":[181],"Additionally,":[182],"topic":[183],"discovery":[184],"conducted":[187],"through":[188],"use":[190],"Latent":[192],"Dirichlet":[193],"Allocation":[194],"(LDA)":[195],"BERTopic,":[197],"showcasing":[198],"researchers":[203],"area.":[206],"completed":[210],"review":[213],"papers,":[218],"well":[220],"discussions":[222],"areas":[229],"These":[234],"findings":[235],"offer":[236],"valuable":[237],"insights":[238],"into":[239],"evolution":[241],"highlight":[245],"challenges":[248],"addressed":[251],"rapidly":[258],"growing":[259]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-11-19T00:00:00"}
