{"id":"https://openalex.org/W1983141777","doi":"https://doi.org/10.1109/mipro.2014.6859700","title":"Using data mining for learning path recommendation and visualization in an intelligent tutoring system","display_name":"Using data mining for learning path recommendation and visualization in an intelligent tutoring system","publication_year":2014,"publication_date":"2014-05-01","ids":{"openalex":"https://openalex.org/W1983141777","doi":"https://doi.org/10.1109/mipro.2014.6859700","mag":"1983141777"},"language":"en","primary_location":{"id":"doi:10.1109/mipro.2014.6859700","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mipro.2014.6859700","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 37th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO)","raw_type":"proceedings-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/A5041952476","display_name":"Igor Jugo","orcid":"https://orcid.org/0000-0001-5063-8756"},"institutions":[{"id":"https://openalex.org/I154347574","display_name":"University of Rijeka","ror":"https://ror.org/05r8dqr10","country_code":"HR","type":"education","lineage":["https://openalex.org/I154347574"]}],"countries":["HR"],"is_corresponding":true,"raw_author_name":"I. Jugo","raw_affiliation_strings":["Department of Informatics, University of Rijeka, Rijeka, Croatia","Dept. of Inf., Univ. of Rijeka, Rijeka, Croatia"],"affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Rijeka, Rijeka, Croatia","institution_ids":["https://openalex.org/I154347574"]},{"raw_affiliation_string":"Dept. of Inf., Univ. of Rijeka, Rijeka, Croatia","institution_ids":["https://openalex.org/I154347574"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065318151","display_name":"Bo\u017eidar Kova\u010di\u0107","orcid":"https://orcid.org/0000-0003-2105-9346"},"institutions":[{"id":"https://openalex.org/I154347574","display_name":"University of Rijeka","ror":"https://ror.org/05r8dqr10","country_code":"HR","type":"education","lineage":["https://openalex.org/I154347574"]}],"countries":["HR"],"is_corresponding":false,"raw_author_name":"B. Kovacic","raw_affiliation_strings":["Department of Informatics, University of Rijeka, Rijeka, Croatia","Dept. of Inf., Univ. of Rijeka, Rijeka, Croatia"],"affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Rijeka, Rijeka, Croatia","institution_ids":["https://openalex.org/I154347574"]},{"raw_affiliation_string":"Dept. of Inf., Univ. of Rijeka, Rijeka, Croatia","institution_ids":["https://openalex.org/I154347574"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068996284","display_name":"Vanja Slavuj","orcid":"https://orcid.org/0000-0002-6351-2244"},"institutions":[{"id":"https://openalex.org/I154347574","display_name":"University of Rijeka","ror":"https://ror.org/05r8dqr10","country_code":"HR","type":"education","lineage":["https://openalex.org/I154347574"]}],"countries":["HR"],"is_corresponding":false,"raw_author_name":"V. Slavuj","raw_affiliation_strings":["Department of Informatics, University of Rijeka, Rijeka, Croatia","Dept. of Inf., Univ. of Rijeka, Rijeka, Croatia"],"affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Rijeka, Rijeka, Croatia","institution_ids":["https://openalex.org/I154347574"]},{"raw_affiliation_string":"Dept. of Inf., Univ. of Rijeka, Rijeka, Croatia","institution_ids":["https://openalex.org/I154347574"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5041952476"],"corresponding_institution_ids":["https://openalex.org/I154347574"],"apc_list":null,"apc_paid":null,"fwci":1.8049,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.87998709,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"924","last_page":"928"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9983999729156494,"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"}},"topics":[{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9983999729156494,"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"}},{"id":"https://openalex.org/T14025","display_name":"Educational Technology and Assessment","score":0.9948999881744385,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9943000078201294,"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":0.8226155042648315},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.6828986406326294},{"id":"https://openalex.org/keywords/intelligent-tutoring-system","display_name":"Intelligent tutoring system","score":0.5965405702590942},{"id":"https://openalex.org/keywords/data-visualization","display_name":"Data visualization","score":0.5883418321609497},{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.5665432214736938},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.5363034009933472},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"Educational data mining","score":0.42076021432876587},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.39009642601013184},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.378309041261673},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36983948945999146},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.355435311794281},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3515612781047821},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.34113138914108276},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.055151790380477905}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8226155042648315},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.6828986406326294},{"id":"https://openalex.org/C2779336797","wikidata":"https://www.wikidata.org/wiki/Q3055492","display_name":"Intelligent tutoring system","level":2,"score":0.5965405702590942},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.5883418321609497},{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.5665432214736938},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.5363034009933472},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.42076021432876587},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.39009642601013184},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.378309041261673},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36983948945999146},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.355435311794281},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3515612781047821},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.34113138914108276},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.055151790380477905}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mipro.2014.6859700","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mipro.2014.6859700","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 37th International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.7099999785423279}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W14494740","https://openalex.org/W1495952552","https://openalex.org/W1539947443","https://openalex.org/W1604260339","https://openalex.org/W1677420398","https://openalex.org/W1684987883","https://openalex.org/W1976598510","https://openalex.org/W2006444123","https://openalex.org/W2019149528","https://openalex.org/W2027711578","https://openalex.org/W2107255594","https://openalex.org/W2117371518","https://openalex.org/W2150095776","https://openalex.org/W2158423544","https://openalex.org/W2168440500","https://openalex.org/W2407889239","https://openalex.org/W2739185198","https://openalex.org/W2787075358","https://openalex.org/W2913293464","https://openalex.org/W3085065951","https://openalex.org/W6600612799","https://openalex.org/W6629608325","https://openalex.org/W6632458873","https://openalex.org/W6636176332","https://openalex.org/W6676278968","https://openalex.org/W6714006355","https://openalex.org/W6748020690","https://openalex.org/W6980070577"],"related_works":["https://openalex.org/W2013728941","https://openalex.org/W4225274103","https://openalex.org/W2154046714","https://openalex.org/W2579659702","https://openalex.org/W2189613078","https://openalex.org/W1574055964","https://openalex.org/W2923661510","https://openalex.org/W2542318691","https://openalex.org/W2547096368","https://openalex.org/W2586219255"],"abstract_inverted_index":{"Since":[0],"the":[1,23,51,60,72,106,112,123,137,141,156,182,188],"creation":[2],"of":[3,17,25,29,44,56,59,82,114,133,143,158,184],"Web-based":[4],"learning":[5,35,61,124,134],"systems":[6,47],"researchers":[7],"have":[8,50],"tried":[9],"to":[10,14,21,93,110,148,166,169,195],"make":[11],"them":[12,171],"adaptive":[13],"various":[15],"characteristics":[16],"learners":[18],"in":[19,71,79],"order":[20],"increase":[22],"quality":[24,113],"learning.":[26],"The":[27],"application":[28,92,161],"data":[30,152],"mining":[31],"(DM)":[32],"methods":[33],"on":[34,130],"system":[36,65,87,154,186],"logs":[37],"is":[38,147],"often":[39],"used":[40,78,194],"as":[41,119,121],"a":[42,64,80,95,100,150,159],"basis":[43],"intelligent":[45],"tutoring":[46],"(ITS)":[48],"that":[49,191],"ability":[52],"for":[53],"automatic":[54],"adaptation":[55],"some":[57],"aspect":[58],"process.":[62],"Such":[63],"was":[66],"developed":[67],"at":[68],"our":[69,86,145,185],"institution":[70],"previous":[73],"years":[74],"and":[75,187],"has":[76],"been":[77],"number":[81],"courses.":[83],"To":[84],"improve":[85,111],"we":[88,180],"added":[89],"an":[90],"integration":[91],"create":[94,149,167],"continuous":[96],"feedback":[97],"loop":[98],"with":[99],"DM":[101],"tool.":[102],"Our":[103],"goals,":[104],"from":[105],"student's":[107],"perspective,":[108],"are":[109],"knowledge":[115,138],"acquired":[116],"by":[117,126],"students":[118],"well":[120],"shorten":[122],"time":[125],"offering":[127],"recommendations":[128],"based":[129],"mined":[131],"patterns":[132],"paths":[135],"through":[136],"domain.":[139],"From":[140],"perspective":[142],"teachers,":[144],"goal":[146],"rich":[151],"visualization":[153],"(in":[155],"form":[157],"Web":[160,164],"using":[162],"standard":[163],"technologies":[165],"visualizations)":[168],"give":[170],"new":[172],"insight":[173],"into":[174],"students'":[175],"behaviours.":[176],"In":[177],"this":[178],"paper":[179],"present":[181],"structure":[183],"research":[189],"design":[190],"will":[192],"be":[193],"verify":[196],"its":[197],"results.":[198]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}