{"id":"https://openalex.org/W4307280782","doi":"https://doi.org/10.1145/3550355.3552461","title":"Machine learning methods for model classification","display_name":"Machine learning methods for model classification","publication_year":2022,"publication_date":"2022-10-23","ids":{"openalex":"https://openalex.org/W4307280782","doi":"https://doi.org/10.1145/3550355.3552461"},"language":"en","primary_location":{"id":"doi:10.1145/3550355.3552461","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3550355.3552461","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 25th International Conference on Model Driven Engineering Languages and Systems","raw_type":"proceedings-article"},"type":"conference-paper","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/A5008895111","display_name":"Jos\u00e9 Antonio Hern\u00e1ndez L\u00f3pez","orcid":"https://orcid.org/0000-0003-2439-2136"},"institutions":[{"id":"https://openalex.org/I80180929","display_name":"Universidad de Murcia","ror":"https://ror.org/03p3aeb86","country_code":"ES","type":"education","lineage":["https://openalex.org/I80180929"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jos\u00e9 Antonio Hern\u00e1ndez L\u00f3pez","raw_affiliation_strings":["Universidad de Murcia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad de Murcia, Spain","institution_ids":["https://openalex.org/I80180929"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061119465","display_name":"Riccardo Rubei","orcid":"https://orcid.org/0000-0001-9622-5949"},"institutions":[{"id":"https://openalex.org/I26415053","display_name":"University of L'Aquila","ror":"https://ror.org/01j9p1r26","country_code":"IT","type":"education","lineage":["https://openalex.org/I26415053"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Riccardo Rubei","raw_affiliation_strings":["Universit\u00e0 degli studi dell'Aquila, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e0 degli studi dell'Aquila, Italy","institution_ids":["https://openalex.org/I26415053"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056580832","display_name":"Jes\u00fas S\u00e1nchez Cuadrado","orcid":"https://orcid.org/0000-0001-9755-5616"},"institutions":[{"id":"https://openalex.org/I80180929","display_name":"Universidad de Murcia","ror":"https://ror.org/03p3aeb86","country_code":"ES","type":"education","lineage":["https://openalex.org/I80180929"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jes\u00fas S\u00e1nchez Cuadrado","raw_affiliation_strings":["Universidad de Murcia, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad de Murcia, Spain","institution_ids":["https://openalex.org/I80180929"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002764716","display_name":"Davide Di Ruscio","orcid":"https://orcid.org/0000-0002-5077-6793"},"institutions":[{"id":"https://openalex.org/I26415053","display_name":"University of L'Aquila","ror":"https://ror.org/01j9p1r26","country_code":"IT","type":"education","lineage":["https://openalex.org/I26415053"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Davide di Ruscio","raw_affiliation_strings":["Universit\u00e0 degli studi dell'Aquila, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e0 degli studi dell'Aquila, Italy","institution_ids":["https://openalex.org/I26415053"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.1195,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.96627123,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"165","last_page":"175"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9976999759674072,"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"}},"topics":[{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9976999759674072,"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"}},{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9973999857902527,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9925000071525574,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/computer-science","display_name":"Computer science","score":0.8361815214157104},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.580221951007843},{"id":"https://openalex.org/keywords/reuse","display_name":"Reuse","score":0.5796581506729126},{"id":"https://openalex.org/keywords/search-engine-indexing","display_name":"Search engine indexing","score":0.5365711450576782},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5364686846733093},{"id":"https://openalex.org/keywords/unified-modeling-language","display_name":"Unified Modeling Language","score":0.499528169631958},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.4914954900741577},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4562793970108032},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4253101050853729},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.41585323214530945},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.12397533655166626},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.1164366602897644}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8361815214157104},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.580221951007843},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.5796581506729126},{"id":"https://openalex.org/C75165309","wikidata":"https://www.wikidata.org/wiki/Q2258979","display_name":"Search engine indexing","level":2,"score":0.5365711450576782},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5364686846733093},{"id":"https://openalex.org/C145644426","wikidata":"https://www.wikidata.org/wiki/Q169411","display_name":"Unified Modeling Language","level":3,"score":0.499528169631958},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.4914954900741577},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4562793970108032},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4253101050853729},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.41585323214530945},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.12397533655166626},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.1164366602897644},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3550355.3552461","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3550355.3552461","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 25th International Conference on Model Driven Engineering Languages and Systems","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3047178262","display_name":null,"funder_award_id":"RYC-2017-237","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"}],"funders":[{"id":"https://openalex.org/F4320315062","display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades","ror":null},{"id":"https://openalex.org/F4320322805","display_name":"Universidad de Murcia","ror":"https://ror.org/03p3aeb86"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1992465941","https://openalex.org/W2028079967","https://openalex.org/W2112796928","https://openalex.org/W2250539671","https://openalex.org/W2463902528","https://openalex.org/W2567819128","https://openalex.org/W2725411909","https://openalex.org/W2786395545","https://openalex.org/W2888012363","https://openalex.org/W2922234936","https://openalex.org/W2979792666","https://openalex.org/W2989737153","https://openalex.org/W2990403393","https://openalex.org/W2990920816","https://openalex.org/W3022599808","https://openalex.org/W3089878122","https://openalex.org/W3102203125","https://openalex.org/W3161222848","https://openalex.org/W3167212892","https://openalex.org/W3200120118","https://openalex.org/W3211531381","https://openalex.org/W3213834247","https://openalex.org/W4200449074","https://openalex.org/W4220779800","https://openalex.org/W4287663007","https://openalex.org/W4393432771"],"related_works":["https://openalex.org/W2165912799","https://openalex.org/W2735662278","https://openalex.org/W2382615723","https://openalex.org/W4311804456","https://openalex.org/W1987484445","https://openalex.org/W2623658258","https://openalex.org/W2143413548","https://openalex.org/W1969219540","https://openalex.org/W2370459448","https://openalex.org/W2105067402"],"abstract_inverted_index":{"In":[0,44],"the":[1,16,40,67,149,152,156,162],"quest":[2],"to":[3,27,31,54,79,92,124,164],"reuse":[4],"modeling":[5,61],"artifacts,":[6],"academics":[7],"and":[8,21,56,118,131,141,160],"industry":[9],"have":[10,24,51,88],"proposed":[11,53],"several":[12],"model":[13,85,112],"repositories":[14],"over":[15],"last":[17],"decade.":[18],"Different":[19],"storage":[20],"indexing":[22],"techniques":[23,50,77],"been":[25,52],"conceived":[26],"facilitate":[28],"searching":[29],"capabilities":[30],"help":[32],"users":[33],"find":[34],"reusable":[35],"artifacts":[36,62],"that":[37,137],"might":[38],"fit":[39],"situation":[41],"at":[42],"hand.":[43],"this":[45,122],"respect,":[46],"machine":[47],"learning":[48],"(ML)":[49],"categorize":[55],"group":[57],"large":[58],"sets":[59],"of":[60,69,73,127,151,158],"automatically.":[63],"This":[64],"paper":[65],"reports":[66],"results":[68],"a":[70,90],"comparative":[71],"study":[72],"different":[74,95],"ML":[75,96,139],"classification":[76],"employed":[78],"automatically":[80],"label":[81],"models":[82,97,140],"stored":[83],"in":[84],"repositories.":[86],"We":[87,120,135],"built":[89],"framework":[91,123],"systematically":[93],"compare":[94],"(feed-forward":[98],"neural":[99,102],"networks,":[100,103],"graph":[101],"k-nearest":[104],"neighbors,":[105],"support":[106],"version":[107],"machines,":[108],"etc.)":[109],"with":[110],"varying":[111],"encodings":[113,142],"(TF-IDF,":[114],"word":[115],"embeddings,":[116],"graphs":[117],"paths).":[119],"apply":[121],"two":[125],"datasets":[126,154],"about":[128],"5,000":[129,132],"Ecore":[130],"UML":[133],"models.":[134],"show":[136],"specific":[138],"perform":[143],"better":[144],"than":[145],"others":[146],"depending":[147],"on":[148,161],"characteristics":[150],"available":[153],"(e.g.,":[155],"presence":[157],"duplicates)":[159],"goals":[163],"be":[165],"achieved.":[166]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
