{"id":"https://openalex.org/W2979112176","doi":"https://doi.org/10.5220/0008559204700476","title":"Towards a Unified Model Representation of Machine Learning Knowledge","display_name":"Towards a Unified Model Representation of Machine Learning Knowledge","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2979112176","doi":"https://doi.org/10.5220/0008559204700476","mag":"2979112176"},"language":"en","primary_location":{"id":"doi:10.5220/0008559204700476","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0008559204700476","pdf_url":null,"source":null,"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":"Proceedings of the 15th International Conference on Web Information Systems and Technologies","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0008559204700476","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088159701","display_name":"A. Mart\u00ednez-Rojas","orcid":"https://orcid.org/0000-0002-2782-9893"},"institutions":[{"id":"https://openalex.org/I79238269","display_name":"Universidad de Sevilla","ror":"https://ror.org/03yxnpp24","country_code":"ES","type":"education","lineage":["https://openalex.org/I79238269"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Antonio Mart\u00ednez-Rojas","raw_affiliation_strings":["Departamento de Lenguajes y Sistemas Inform\u00e1ticos, Universidad de Sevilla, Seville and Spain, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Departamento de Lenguajes y Sistemas Inform\u00e1ticos, Universidad de Sevilla, Seville and Spain, --- Select a Country ---","institution_ids":["https://openalex.org/I79238269"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000885481","display_name":"Andres J. Ramirez","orcid":"https://orcid.org/0000-0001-8657-992X"},"institutions":[{"id":"https://openalex.org/I79238269","display_name":"Universidad de Sevilla","ror":"https://ror.org/03yxnpp24","country_code":"ES","type":"education","lineage":["https://openalex.org/I79238269"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Andr\u00e9s Jim\u00e9nez-Ram\u00edrez","raw_affiliation_strings":["Departamento de Lenguajes y Sistemas Inform\u00e1ticos, Universidad de Sevilla, Seville and Spain, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Departamento de Lenguajes y Sistemas Inform\u00e1ticos, Universidad de Sevilla, Seville and Spain, --- Select a Country ---","institution_ids":["https://openalex.org/I79238269"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042916752","display_name":"J. G. Enr\u00edquez","orcid":"https://orcid.org/0000-0002-2631-5890"},"institutions":[{"id":"https://openalex.org/I79238269","display_name":"Universidad de Sevilla","ror":"https://ror.org/03yxnpp24","country_code":"ES","type":"education","lineage":["https://openalex.org/I79238269"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jose Enr\u00edquez","raw_affiliation_strings":["Departamento de Lenguajes y Sistemas Inform\u00e1ticos, Universidad de Sevilla, Seville and Spain, --- Select a Country ---"],"affiliations":[{"raw_affiliation_string":"Departamento de Lenguajes y Sistemas Inform\u00e1ticos, Universidad de Sevilla, Seville and Spain, --- Select a Country ---","institution_ids":["https://openalex.org/I79238269"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5088159701"],"corresponding_institution_ids":["https://openalex.org/I79238269"],"apc_list":null,"apc_paid":null,"fwci":0.1445,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.58957163,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"470","last_page":"476"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9914000034332275,"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":0.9914000034332275,"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/T10260","display_name":"Software Engineering Research","score":0.987500011920929,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9786999821662903,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7600477933883667},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5985427498817444},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5091177821159363},{"id":"https://openalex.org/keywords/knowledge-representation-and-reasoning","display_name":"Knowledge representation and reasoning","score":0.4685460329055786},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4095908999443054},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36725014448165894}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7600477933883667},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5985427498817444},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5091177821159363},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.4685460329055786},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4095908999443054},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36725014448165894},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5220/0008559204700476","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0008559204700476","pdf_url":null,"source":null,"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":"Proceedings of the 15th International Conference on Web Information Systems and Technologies","raw_type":"proceedings-article"},{"id":"pmh:oai:idus.us.es:11441/132803","is_oa":true,"landing_page_url":"https://idus.us.es/handle//11441/132803","pdf_url":null,"source":{"id":"https://openalex.org/S4306400333","display_name":"idUS (Universidad de Sevilla)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79238269","host_organization_name":"Universidad de Sevilla","host_organization_lineage":["https://openalex.org/I79238269"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"doi:10.5220/0008559204700476","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0008559204700476","pdf_url":null,"source":null,"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":"Proceedings of the 15th International Conference on Web Information Systems and Technologies","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.4000000059604645,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G1764887682","display_name":null,"funder_award_id":"C3-2-R","funder_id":"https://openalex.org/F4320321837","funder_display_name":"Ministerio de Econom\u00eda y Competitividad"},{"id":"https://openalex.org/G7839163316","display_name":null,"funder_award_id":"TIN2016-76956-C3-2-R","funder_id":"https://openalex.org/F4320321837","funder_display_name":"Ministerio de Econom\u00eda y Competitividad"}],"funders":[{"id":"https://openalex.org/F4320321043","display_name":"Centro para el Desarrollo Tecnol\u00f3gico Industrial","ror":"https://ror.org/0124x7055"},{"id":"https://openalex.org/F4320321837","display_name":"Ministerio de Econom\u00eda y Competitividad","ror":"https://ror.org/034900433"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1532488396","https://openalex.org/W1605631627","https://openalex.org/W1967384977","https://openalex.org/W2094352021","https://openalex.org/W2101234009","https://openalex.org/W2101684415","https://openalex.org/W2138464849","https://openalex.org/W2182361439","https://openalex.org/W2396466031","https://openalex.org/W2525356667","https://openalex.org/W2809880372","https://openalex.org/W2901833024","https://openalex.org/W2911211113","https://openalex.org/W4313205696"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3209574120","https://openalex.org/W3107602296","https://openalex.org/W4312192474","https://openalex.org/W4210805261","https://openalex.org/W4387297750"],"abstract_inverted_index":{"Nowadays,":[0],"Machine":[1],"Learning":[2],"(ML)":[3],"algorithms":[4,82],"are":[5],"being":[6],"widely":[7],"applied":[8],"in":[9,128,141],"virtually":[10],"all":[11],"possible":[12],"scenarios.
\\nHowever,":[13],"developing":[14],"a":[15,50,94,100,115,132,142,159,172],"ML":[16,23],"project":[17],"entails":[18],"the":[19,35,72,87,120,125,136,163],"effort":[20],"of":[21,66,71,102,154,165,174],"many":[22],"experts":[24],"who":[25],"have":[26],"to":[27,33,37,63,79,118,134,170,176],"select":[28,86],"and":[29,52,85,96,130,169],"configure
\\nthe":[30],"appropriate":[31],"algorithm":[32,126],"process":[34],"data":[36],"learn":[38],"from,":[39],"between":[40],"other":[41],"things.":[42],"Since":[43],"there":[44],"exist":[45],"thousands
\\nof":[46],"algorithms,":[47],"it":[48],"becomes":[49],"time-consuming":[51],"challenging":[53],"task.":[54],"To":[55,106],"this":[56,67,107,155],"end,":[57,108],"recently,":[58],"AutoML":[59],"emerged":[60],"to
\\nprovide":[61],"mechanisms":[62],"automate":[64],"parts":[65],"process.":[68],"However,":[69],"most":[70],"efforts":[73],"focus":[74],"on":[75],"applying":[76],"brute
\\nforce":[77],"procedures":[78],"try":[80],"different":[81,167],"or":[83],"configuration":[84],"one":[88],"which":[89],"gives":[90],"better":[91],"results.
\\nTo":[92],"make":[93],"smarter":[95],"more":[97],"efficient":[98],"selection,":[99],"repository":[101],"knowledge":[103,137,164],"is":[104],"necessary.":[105],"this
\\npaper":[109],"proposes":[110],"(1)":[111],"an":[112],"approach":[113,156],"towards":[114],"common":[116],"language":[117],"consolidate":[119],"current":[121],"distributed":[122],"knowledge
\\nsources":[123],"related":[124],"selection":[127],"ML,":[129],"(2)":[131],"method":[133],"join":[135],"gathered":[138],"through":[139],"this
\\nlanguage":[140],"unified":[143,160],"store":[144,161],"that":[145],"can":[146],"be":[147],"exploited":[148],"later":[149],"on.":[150],"The":[151],"preliminary":[152],"evaluations":[153],"allow
\\nto":[157],"create":[158],"collecting":[162],"13":[166],"sources":[168],"identify":[171],"bunch":[173],"research
\\nlines":[175],"conduct.":[177]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}