{"id":"https://openalex.org/W4206012788","doi":"https://doi.org/10.3233/jifs-219234","title":"Automatic generation of learning outcomes based on long short\u2013term memory artificial neural network","display_name":"Automatic generation of learning outcomes based on long short\u2013term memory artificial neural network","publication_year":2021,"publication_date":"2021-12-24","ids":{"openalex":"https://openalex.org/W4206012788","doi":"https://doi.org/10.3233/jifs-219234"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-219234","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-219234","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent & Fuzzy 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/A5087668835","display_name":"Joel Su\u00e1rez\u2013Cansino","orcid":"https://orcid.org/0000-0002-8927-1135"},"institutions":[{"id":"https://openalex.org/I104854061","display_name":"Universidad Aut\u00f3noma del Estado de Hidalgo","ror":"https://ror.org/031f8kt38","country_code":"MX","type":"education","lineage":["https://openalex.org/I104854061"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Joel Su\u00e1rez-Cansino","raw_affiliation_strings":["Intelligent Computing Research Group, Computation and Electronics Academic Department, Engineering and Basic Sciences Institute, Autonomous University of the Hidalgo State, Carr.Pachuca\u2013Tulancingo Km. 4.5, Col. Carboneras, 42184, Mineral de laReforma, HGO., MX"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intelligent Computing Research Group, Computation and Electronics Academic Department, Engineering and Basic Sciences Institute, Autonomous University of the Hidalgo State, Carr.Pachuca\u2013Tulancingo Km. 4.5, Col. Carboneras, 42184, Mineral de laReforma, HGO., MX","institution_ids":["https://openalex.org/I104854061"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111420747","display_name":"Virgilio L\u00f3pez\u2010Moral\u00e8s","orcid":"https://orcid.org/0000-0003-2043-8766"},"institutions":[{"id":"https://openalex.org/I104854061","display_name":"Universidad Aut\u00f3noma del Estado de Hidalgo","ror":"https://ror.org/031f8kt38","country_code":"MX","type":"education","lineage":["https://openalex.org/I104854061"]}],"countries":["MX"],"is_corresponding":true,"raw_author_name":"Virgilio L\u00f3pez-Morales","raw_affiliation_strings":["Intelligent Computing Research Group, Computation and Electronics Academic Department, Engineering and Basic Sciences Institute, Autonomous University of the Hidalgo State, Carr.Pachuca\u2013Tulancingo Km. 4.5, Col. Carboneras, 42184, Mineral de laReforma, HGO., MX"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intelligent Computing Research Group, Computation and Electronics Academic Department, Engineering and Basic Sciences Institute, Autonomous University of the Hidalgo State, Carr.Pachuca\u2013Tulancingo Km. 4.5, Col. Carboneras, 42184, Mineral de laReforma, HGO., MX","institution_ids":["https://openalex.org/I104854061"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054899064","display_name":"Julio C. Ramos-Fern\u00e1ndez","orcid":"https://orcid.org/0000-0002-9997-6550"},"institutions":[{"id":"https://openalex.org/I4210095198","display_name":"Universidad Polit\u00e9cnica de Pachuca","ror":"https://ror.org/00r63rv29","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210095198"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Julio C\u00e9sar Ramos-Fern\u00e1ndez","raw_affiliation_strings":["Laboratorio Nacional en Veh\u00edculos Aut\u00f3nomos yExoesqueletos, Universidad Polit\u00e9cnica de Pachuca, Carr.Pachuca\u2013Cd. Sahag\u00fan Km. 20, 43830, Zempoala, HGO., MX"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratorio Nacional en Veh\u00edculos Aut\u00f3nomos yExoesqueletos, Universidad Polit\u00e9cnica de Pachuca, Carr.Pachuca\u2013Cd. Sahag\u00fan Km. 20, 43830, Zempoala, HGO., MX","institution_ids":["https://openalex.org/I4210095198"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5111420747"],"corresponding_institution_ids":["https://openalex.org/I104854061"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.20927014,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"42","issue":"5","first_page":"4449","last_page":"4461"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.996399998664856,"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/T10028","display_name":"Topic Modeling","score":0.996399998664856,"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/T10215","display_name":"Semantic Web and Ontologies","score":0.987500011920929,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9686999917030334,"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":0.8581721782684326},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6065999269485474},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6042023301124573},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6034866571426392},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5893563628196716},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5619164109230042},{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.5615719556808472},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4951271116733551},{"id":"https://openalex.org/keywords/ontology","display_name":"Ontology","score":0.4847845435142517}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8581721782684326},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6065999269485474},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6042023301124573},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6034866571426392},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5893563628196716},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5619164109230042},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.5615719556808472},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4951271116733551},{"id":"https://openalex.org/C25810664","wikidata":"https://www.wikidata.org/wiki/Q44325","display_name":"Ontology","level":2,"score":0.4847845435142517},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"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/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jifs-219234","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-219234","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent & Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.7699999809265137,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1969834621","https://openalex.org/W2014667182","https://openalex.org/W2064675550","https://openalex.org/W2095208030","https://openalex.org/W2795399642","https://openalex.org/W2921343172","https://openalex.org/W2944851425","https://openalex.org/W2956530858","https://openalex.org/W2963923670","https://openalex.org/W2981862581","https://openalex.org/W3034765533","https://openalex.org/W3101154008"],"related_works":["https://openalex.org/W2003333417","https://openalex.org/W42295635","https://openalex.org/W1973996291","https://openalex.org/W2378862226","https://openalex.org/W118236634","https://openalex.org/W2355326633","https://openalex.org/W2330575325","https://openalex.org/W4388747848","https://openalex.org/W2804669904","https://openalex.org/W2149777447"],"abstract_inverted_index":{"Building":[0],"a":[1,6,42,58,78,93,100],"good":[2],"instructional":[3,47,80],"design":[4],"requires":[5],"sound":[7],"organization":[8],"management":[9],"to":[10,66],"program":[11],"and":[12,26,50,70],"articulate":[13],"several":[14],"tasks":[15],"based":[16,40],"for":[17,77],"instance":[18],"on":[19,41,110],"the":[20,33,46,55,68,72,90,97,107,111],"time":[21],"availability,":[22],"process":[23],"follow-up,":[24],"social":[25],"educational":[27,37],"context.":[28],"Furthermore,":[29],"learning":[30,75,102],"outcomes":[31,76,103],"are":[32],"basis":[34],"involving":[35],"every":[36],"activity.":[38],"Thus,":[39],"predefined":[43,105],"ontology,":[44],"including":[45],"educative":[48,115],"model":[49,116],"its":[51],"characteristics,":[52],"we":[53],"propose":[54],"use":[56,91],"of":[57,74,92,113],"Long":[59],"Short\u2013Term":[60],"Memory":[61],"Artificial":[62],"Neural":[63],"Network":[64],"(LSTM)":[65],"organize":[67],"structure":[69],"automatize":[71],"obtention":[73],"focused":[79,109],"design.":[81],"We":[82],"present":[83],"encouraging":[84],"results":[85],"in":[86],"this":[87],"direction":[88],"through":[89],"LSTM":[94],"using":[95],"as":[96],"training":[98],"data,":[99],"small":[101],"set":[104],"by":[106],"user,":[108],"characteristics":[112],"an":[114],"previously":[117],"defined.":[118]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}