{"id":"https://openalex.org/W2784287478","doi":"https://doi.org/10.1515/amcs-2017-0048","title":"On the predictive power of meta-features in OpenML","display_name":"On the predictive power of meta-features in OpenML","publication_year":2017,"publication_date":"2017-12-20","ids":{"openalex":"https://openalex.org/W2784287478","doi":"https://doi.org/10.1515/amcs-2017-0048","mag":"2784287478"},"language":"en","primary_location":{"id":"doi:10.1515/amcs-2017-0048","is_oa":true,"landing_page_url":"https://doi.org/10.1515/amcs-2017-0048","pdf_url":"https://content.sciendo.com/downloadpdf/journals/amcs/27/4/article-p697.pdf","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://content.sciendo.com/downloadpdf/journals/amcs/27/4/article-p697.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014060329","display_name":"Besim Bilalli","orcid":"https://orcid.org/0000-0002-0575-2389"},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Besim Bilalli","raw_affiliation_strings":["Department of Service and Information System Engineering Polytechnic University of Catalonia (BarcelonaTech), Campus Nord, Jordi Girona, 1\u20133, 08034, Barcelona , Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Service and Information System Engineering Polytechnic University of Catalonia (BarcelonaTech), Campus Nord, Jordi Girona, 1\u20133, 08034, Barcelona , Spain","institution_ids":["https://openalex.org/I9617848"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087405585","display_name":"Alberto Abell\u00f3","orcid":"https://orcid.org/0000-0002-3223-2186"},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Alberto Abell\u00f3","raw_affiliation_strings":["Department of Service and Information System Engineering Polytechnic University of Catalonia (BarcelonaTech), Campus Nord, Jordi Girona, 1\u20133, 08034, Barcelona , Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Service and Information System Engineering Polytechnic University of Catalonia (BarcelonaTech), Campus Nord, Jordi Girona, 1\u20133, 08034, Barcelona , Spain","institution_ids":["https://openalex.org/I9617848"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113779816","display_name":"Tom\u00e0s Aluja\u2010Banet","orcid":null},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Tom\u00e0s Aluja-Banet","raw_affiliation_strings":["Department of Statistics and Operations Research Polytechnic University of Catalonia (BarcelonaTech), Campus Nord, Jordi Girona, 1\u20133, 08034, Barcelona , Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Statistics and Operations Research Polytechnic University of Catalonia (BarcelonaTech), Campus Nord, Jordi Girona, 1\u20133, 08034, Barcelona , Spain","institution_ids":["https://openalex.org/I9617848"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5014060329"],"corresponding_institution_ids":["https://openalex.org/I9617848"],"apc_list":{"value":4080,"currency":"PLN","value_usd":1100},"apc_paid":{"value":4080,"currency":"PLN","value_usd":1100},"fwci":3.1209,"has_fulltext":true,"cited_by_count":50,"citation_normalized_percentile":{"value":0.93570055,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"27","issue":"4","first_page":"697","last_page":"712"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9997000098228455,"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":0.9997000098228455,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9506000280380249,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T11122","display_name":"Online Learning and Analytics","score":0.9495000243186951,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/meta-learning","display_name":"Meta learning (computer science)","score":0.922764003276825},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8245209455490112},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.774193286895752},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6649898290634155},{"id":"https://openalex.org/keywords/predictive-power","display_name":"Predictive power","score":0.5851481556892395},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5344447493553162},{"id":"https://openalex.org/keywords/meta-analysis","display_name":"Meta-analysis","score":0.5337662696838379},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5242881178855896},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.47351670265197754},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08298751711845398}],"concepts":[{"id":"https://openalex.org/C2781002164","wikidata":"https://www.wikidata.org/wiki/Q6822311","display_name":"Meta learning (computer science)","level":3,"score":0.922764003276825},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8245209455490112},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.774193286895752},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6649898290634155},{"id":"https://openalex.org/C2778136018","wikidata":"https://www.wikidata.org/wiki/Q10350689","display_name":"Predictive power","level":2,"score":0.5851481556892395},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5344447493553162},{"id":"https://openalex.org/C95190672","wikidata":"https://www.wikidata.org/wiki/Q815382","display_name":"Meta-analysis","level":2,"score":0.5337662696838379},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5242881178855896},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.47351670265197754},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08298751711845398},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1515/amcs-2017-0048","is_oa":true,"landing_page_url":"https://doi.org/10.1515/amcs-2017-0048","pdf_url":"https://content.sciendo.com/downloadpdf/journals/amcs/27/4/article-p697.pdf","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},{"id":"pmh:oai:upcommons.upc.edu:2117/113229","is_oa":false,"landing_page_url":"https://hdl.handle.net/2117/113229","pdf_url":null,"source":{"id":"https://openalex.org/S4377196262","display_name":"UPCommons institutional repository (Universitat Polit\u00e8cnica de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9617848","host_organization_name":"Universitat Polit\u00e8cnica de Catalunya","host_organization_lineage":["https://openalex.org/I9617848"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:doaj.org/article:4fd2829fc6a24bbbaeb48b8641ba82c9","is_oa":true,"landing_page_url":"https://doaj.org/article/4fd2829fc6a24bbbaeb48b8641ba82c9","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":"International Journal of Applied Mathematics and Computer Science, Vol 27, Iss 4, Pp 697-712 (2017)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1515/amcs-2017-0048","is_oa":true,"landing_page_url":"https://doi.org/10.1515/amcs-2017-0048","pdf_url":"https://content.sciendo.com/downloadpdf/journals/amcs/27/4/article-p697.pdf","source":{"id":"https://openalex.org/S117679522","display_name":"International Journal of Applied Mathematics and Computer Science","issn_l":"1641-876X","issn":["1641-876X","2083-8492"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320322","host_organization_name":"De Gruyter Open","host_organization_lineage":["https://openalex.org/P4310320322","https://openalex.org/P4310313990"],"host_organization_lineage_names":["De Gruyter Open","De Gruyter"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Applied Mathematics and Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4504651713","display_name":null,"funder_award_id":"IT4BI-DC","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2784287478.pdf","grobid_xml":"https://content.openalex.org/works/W2784287478.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W96078062","https://openalex.org/W116375701","https://openalex.org/W1484746829","https://openalex.org/W1488960379","https://openalex.org/W1504618398","https://openalex.org/W1512747601","https://openalex.org/W1516621661","https://openalex.org/W1517567737","https://openalex.org/W1519451279","https://openalex.org/W1604262624","https://openalex.org/W1680392829","https://openalex.org/W1997320786","https://openalex.org/W2071128523","https://openalex.org/W2074050600","https://openalex.org/W2090136295","https://openalex.org/W2091118421","https://openalex.org/W2105935973","https://openalex.org/W2122776323","https://openalex.org/W2132862423","https://openalex.org/W2157686535","https://openalex.org/W2163598528","https://openalex.org/W2372929729","https://openalex.org/W2620641980","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W3134325150","https://openalex.org/W3210678099","https://openalex.org/W4200025911","https://openalex.org/W4394486262","https://openalex.org/W2091347716","https://openalex.org/W98577079","https://openalex.org/W3133294580","https://openalex.org/W4319309271","https://openalex.org/W4313160267","https://openalex.org/W2548988175"],"abstract_inverted_index":{"Abstract":[0],"The":[1,63],"demand":[2],"for":[3,30,56,79,85,230],"performing":[4],"data":[5,46,137,241],"analysis":[6,44,108],"is":[7,28,45,52,82,121,128],"steadily":[8],"rising.":[9],"As":[10],"a":[11,53,83,103,122],"consequence,":[12],"people":[13],"of":[14,42,65,74,89,114,171,180,186,240],"different":[15,115,177,232],"profiles":[16],"(i.e.,":[17,76],"nonexperienced":[18],"users)":[19],"have":[20],"started":[21],"to":[22,109,130,149,209,227],"analyze":[23],"their":[24,142],"data.":[25],"However,":[26],"this":[27,61,99,243],"challenging":[29],"them.":[31],"A":[32],"key":[33],"step":[34],"that":[35,127,157,215],"poses":[36],"difficulties":[37],"and":[38,93,132,141,167,191,212],"determines":[39],"the":[40,43,72,87,111,147,169,172,194,198,205,219,237],"success":[41],"mining":[47,138],"(model/algorithm":[48],"selection":[49],"problem).":[50],"Meta-learning":[51],"technique":[54],"used":[55,78],"assisting":[57],"non-expert":[58],"users":[59],"in":[60,118,189,242],"step.":[62],"effectiveness":[64,88],"meta-learning":[66,90,211,220],"is,":[67],"however,":[68],"largely":[69],"dependent":[70],"on":[71,184],"description/characterization":[73],"datasets":[75,187],"meta-features":[77,116,160],"meta-learning).":[80],"There":[81],"need":[84],"improving":[86],"by":[91],"identifying":[92],"designing":[94],"more":[95],"predictive":[96,112,200],"meta-features.":[97],"In":[98],"work,":[100],"we":[101,165,192,203,213,223],"use":[102,146,204,228],"method":[104,148,217],"from":[105,234],"exploratory":[106],"factor":[107],"study":[110,166],"power":[113],"collected":[117],"OpenML,":[119,190],"which":[120,153],"collaborative":[123],"machine":[124],"learning":[125],"platform":[126],"designed":[129],"store":[131],"organize":[133],"meta-data":[134,233],"about":[135],"datasets,":[136],"algorithms,":[139],"models":[140],"evaluations.":[143],"We":[144],"first":[145],"extract":[150],"latent":[151,173,195,207],"features,":[152],"are":[154],"abstract":[155],"concepts":[156],"group":[158],"together":[159],"with":[161,175,197],"common":[162],"characteristics.":[163],"Then,":[164],"visualize":[168],"relationship":[170],"features":[174,196,208],"three":[176],"performance":[178],"measures":[179],"four":[181],"classification":[182],"algorithms":[183],"hundreds":[185],"available":[188],"select":[193],"highest":[199],"power.":[201],"Finally,":[202],"selected":[206],"perform":[210],"show":[214],"our":[216],"improves":[218],"process.":[221],"Furthermore,":[222],"design":[224],"an":[225],"easy":[226],"application":[229],"retrieving":[231],"OpenML":[235],"as":[236],"biggest":[238],"source":[239],"domain.":[244]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":2}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2018-01-26T00:00:00"}