{"id":"https://openalex.org/W2003225521","doi":"https://doi.org/10.4018/jitr.2014100102","title":"Mining Students' Learning Behavior in Moodle System","display_name":"Mining Students' Learning Behavior in Moodle System","publication_year":2014,"publication_date":"2014-10-01","ids":{"openalex":"https://openalex.org/W2003225521","doi":"https://doi.org/10.4018/jitr.2014100102","mag":"2003225521"},"language":"en","primary_location":{"id":"doi:10.4018/jitr.2014100102","is_oa":false,"landing_page_url":"https://doi.org/10.4018/jitr.2014100102","pdf_url":null,"source":{"id":"https://openalex.org/S138592535","display_name":"Journal of Information Technology Research","issn_l":"1938-7857","issn":["1938-7857","1938-7865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information Technology Research","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/A5007128326","display_name":"Khadija Touya","orcid":"https://orcid.org/0000-0002-2039-2246"},"institutions":[{"id":"https://openalex.org/I4210119856","display_name":"Universit\u00e9 Sultan Moulay Slimane","ror":"https://ror.org/02m8tb249","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210119856"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"K. Touya","raw_affiliation_strings":["Faculty of Science and Technology, Sultan Moulay Slimane University, Beni Mellal, Morocco","Faculty of Science and Technology, Sultan Moulay Slimane University, Beni Mellal, Morocco#TAB#"],"affiliations":[{"raw_affiliation_string":"Faculty of Science and Technology, Sultan Moulay Slimane University, Beni Mellal, Morocco","institution_ids":["https://openalex.org/I4210119856"]},{"raw_affiliation_string":"Faculty of Science and Technology, Sultan Moulay Slimane University, Beni Mellal, Morocco#TAB#","institution_ids":["https://openalex.org/I4210119856"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089330097","display_name":"Mohamed Fakir","orcid":"https://orcid.org/0000-0002-6740-9594"},"institutions":[{"id":"https://openalex.org/I4210119856","display_name":"Universit\u00e9 Sultan Moulay Slimane","ror":"https://ror.org/02m8tb249","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210119856"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mohamed Fakir","raw_affiliation_strings":["Faculty of Science and Technology, Sultan Moulay Slimane University, Beni Mellal, Morocco","Faculty of Science and Technology, Sultan Moulay Slimane University, Beni Mellal, Morocco#TAB#"],"affiliations":[{"raw_affiliation_string":"Faculty of Science and Technology, Sultan Moulay Slimane University, Beni Mellal, Morocco","institution_ids":["https://openalex.org/I4210119856"]},{"raw_affiliation_string":"Faculty of Science and Technology, Sultan Moulay Slimane University, Beni Mellal, Morocco#TAB#","institution_ids":["https://openalex.org/I4210119856"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5007128326"],"corresponding_institution_ids":["https://openalex.org/I4210119856"],"apc_list":null,"apc_paid":null,"fwci":1.3537,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.85823112,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"7","issue":"4","first_page":"12","last_page":"26"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9998999834060669,"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":0.9998999834060669,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9611999988555908,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T14246","display_name":"E-Learning and Knowledge Management","score":0.9343000054359436,"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/computer-science","display_name":"Computer science","score":0.795663058757782},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"Educational data mining","score":0.7539857029914856},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6203451156616211},{"id":"https://openalex.org/keywords/web-mining","display_name":"Web mining","score":0.6079475283622742},{"id":"https://openalex.org/keywords/association-rule-learning","display_name":"Association rule learning","score":0.5426296591758728},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.507942259311676},{"id":"https://openalex.org/keywords/knowledge-extraction","display_name":"Knowledge extraction","score":0.48143547773361206},{"id":"https://openalex.org/keywords/learning-management","display_name":"Learning Management","score":0.4529132843017578},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.44658994674682617},{"id":"https://openalex.org/keywords/learning-environment","display_name":"Learning environment","score":0.4143497943878174},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3794286847114563},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33972880244255066},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23004835844039917},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.19379156827926636},{"id":"https://openalex.org/keywords/web-page","display_name":"Web page","score":0.16387531161308289}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.795663058757782},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.7539857029914856},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6203451156616211},{"id":"https://openalex.org/C197046077","wikidata":"https://www.wikidata.org/wiki/Q785337","display_name":"Web mining","level":3,"score":0.6079475283622742},{"id":"https://openalex.org/C193524817","wikidata":"https://www.wikidata.org/wiki/Q386780","display_name":"Association rule learning","level":2,"score":0.5426296591758728},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.507942259311676},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.48143547773361206},{"id":"https://openalex.org/C2779114481","wikidata":"https://www.wikidata.org/wiki/Q6510117","display_name":"Learning Management","level":2,"score":0.4529132843017578},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.44658994674682617},{"id":"https://openalex.org/C2778365744","wikidata":"https://www.wikidata.org/wiki/Q2426689","display_name":"Learning environment","level":2,"score":0.4143497943878174},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3794286847114563},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33972880244255066},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23004835844039917},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.19379156827926636},{"id":"https://openalex.org/C21959979","wikidata":"https://www.wikidata.org/wiki/Q36774","display_name":"Web page","level":2,"score":0.16387531161308289},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.4018/jitr.2014100102","is_oa":false,"landing_page_url":"https://doi.org/10.4018/jitr.2014100102","pdf_url":null,"source":{"id":"https://openalex.org/S138592535","display_name":"Journal of Information Technology Research","issn_l":"1938-7857","issn":["1938-7857","1938-7865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information Technology Research","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:igg:jitr00:v:7:y:2014:i:4:p:12-26","is_oa":false,"landing_page_url":"http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/jitr.2014100102","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.7300000190734863,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W74347320","https://openalex.org/W1594781181","https://openalex.org/W1937000565","https://openalex.org/W1978436757","https://openalex.org/W2079777076","https://openalex.org/W2099830826","https://openalex.org/W2135511047","https://openalex.org/W2140190241","https://openalex.org/W2141170298","https://openalex.org/W2155805272","https://openalex.org/W2186428165","https://openalex.org/W2497513097","https://openalex.org/W2937690641","https://openalex.org/W3004684092","https://openalex.org/W4378898217","https://openalex.org/W6675310720","https://openalex.org/W6680704940"],"related_works":["https://openalex.org/W2344181364","https://openalex.org/W4323271941","https://openalex.org/W3133462461","https://openalex.org/W2025348793","https://openalex.org/W2351142401","https://openalex.org/W2051525169","https://openalex.org/W2027711578","https://openalex.org/W2559496954","https://openalex.org/W2787327811","https://openalex.org/W4362617717"],"abstract_inverted_index":{"In":[0,159],"the":[1,27,38,69,73,91,98,111,116,121,136,146,172,175],"last":[2],"few":[3],"years,":[4],"Educational":[5],"Data":[6,163],"Mining":[7,164],"has":[8],"become":[9],"an":[10,32,155],"interesting":[11],"area":[12],"exploited":[13],"to":[14,36,50,79,84,103,138,153,188],"discover":[15],"and":[16,63,88,126,152,179],"extract":[17,80],"hidden":[18],"knowledge":[19,132],"of":[20,29,53,60,93,113,118,123],"students":[21,54,106],"from":[22,174],"educational":[23,157],"environment":[24],"data.":[25],"During":[26],"establishment":[28],"this":[30,160],"work":[31],"attempt":[33],"was":[34,168,186],"made":[35],"manage":[37],"extracted":[39],"information":[40],"using":[41],"mining":[42,66,171],"techniques.":[43],"These":[44],"methods":[45],"took":[46],"place":[47],"in":[48,149,184],"order":[49],"get":[51],"groups":[52],"with":[55,145,191],"similar":[56],"characteristics.":[57],"The":[58,131],"application":[59,96,182],"classification,":[61],"clustering":[62],"association":[64],"rules":[65],"algorithms":[67],"on":[68,72],"data":[70,173],"stored":[71],"e-learning":[74],"(Moodle":[75],"system)":[76],"database":[77],"allowed":[78],"knowledges":[81],"that":[82],"help":[83,135],"understand":[85],"students'":[86,143],"behaviors":[87],"patterns.":[89],"Additionally,":[90],"development":[92],"a":[94,101,162,180],"Web":[95],"for":[97,170],"educators":[99],"is":[100],"tool":[102,165],"monitor":[104],"their":[105,142],"learning":[107],"behavior":[108],"by":[109,128],"monitoring":[110],"number":[112,117,122],"assignments":[114],"taken,":[115,120],"quizzes":[119],"forum":[124],"post":[125],"read":[127],"students,":[129],"etc.":[130],"obtained":[133],"can":[134],"instructors":[137],"make":[139],"decision":[140],"about":[141],"interacting":[144],"courses":[147],"activities":[148],"Moodle":[150,176],"system,":[151],"create":[154],"efficient":[156],"environment.":[158],"research,":[161],"called":[166],"RapidMiner":[167],"used":[169],"system":[177],"database,":[178],"web":[181],"written":[183],"PHP":[185],"established":[187],"aid":[189],"teachers":[190],"statistics.":[192]},"counts_by_year":[{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}