{"id":"https://openalex.org/W2910546916","doi":"https://doi.org/10.1145/3291801.3291828","title":"Mining Moodle Data to Detect the Inactive and Low-performance Students during the Moodle Course","display_name":"Mining Moodle Data to Detect the Inactive and Low-performance Students during the Moodle Course","publication_year":2018,"publication_date":"2018-10-27","ids":{"openalex":"https://openalex.org/W2910546916","doi":"https://doi.org/10.1145/3291801.3291828","mag":"2910546916"},"language":"en","primary_location":{"id":"doi:10.1145/3291801.3291828","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3291801.3291828","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd International Conference on Big Data Research","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/A5056737060","display_name":"Mushtaq Hussain","orcid":null},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mushtaq Hussain","raw_affiliation_strings":["School of Computer Engineering and Science, Shanghai University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering and Science, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062872897","display_name":"Sadiq Hussain","orcid":"https://orcid.org/0000-0002-9840-4796"},"institutions":[{"id":"https://openalex.org/I64128412","display_name":"Dibrugarh University","ror":"https://ror.org/045kfbt16","country_code":"IN","type":"education","lineage":["https://openalex.org/I64128412"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sadiq Hussain","raw_affiliation_strings":["System Administrator, Dibrugharh University, Dibrugarh, Assam, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"System Administrator, Dibrugharh University, Dibrugarh, Assam, India","institution_ids":["https://openalex.org/I64128412"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100381597","display_name":"Wu Zhang","orcid":"https://orcid.org/0000-0002-6148-6310"},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wu Zhang","raw_affiliation_strings":["School of Computer Engineering and Science, Shanghai University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering and Science, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036943629","display_name":"Wenhao Zhu","orcid":"https://orcid.org/0000-0002-9656-9781"},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenhao Zhu","raw_affiliation_strings":["School of Computer Engineering and Science, Shanghai University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering and Science, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087205138","display_name":"Paraskevi Theodorou","orcid":"https://orcid.org/0000-0002-0064-7299"},"institutions":[{"id":"https://openalex.org/I203474044","display_name":"National Centre of Scientific Research \"Demokritos\"","ror":"https://ror.org/038jp4m40","country_code":"GR","type":"facility","lineage":["https://openalex.org/I203474044"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Paraskevi Theodorou","raw_affiliation_strings":["National Center for Scientific Research \"Demokritos\", Agia, Paraskevi, Attica, Greece"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Center for Scientific Research \"Demokritos\", Agia, Paraskevi, Attica, Greece","institution_ids":["https://openalex.org/I203474044"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001218633","display_name":"Syed Muhammad Raza Abidi","orcid":"https://orcid.org/0000-0001-8808-0882"},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Syed Muhammad Raza Abidi","raw_affiliation_strings":["School of Computer Engineering and Science, Shanghai University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering and Science, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9914,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.8231826,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"133","last_page":"140"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9994999766349792,"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":0.9994999766349792,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.947700023651123,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9386000037193298,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7771530747413635},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7706258296966553},{"id":"https://openalex.org/keywords/modular-design","display_name":"Modular design","score":0.632902979850769},{"id":"https://openalex.org/keywords/massive-open-online-course","display_name":"Massive open online course","score":0.5641010403633118},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.5160174369812012},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5115374326705933},{"id":"https://openalex.org/keywords/learning-management","display_name":"Learning Management","score":0.4809947907924652},{"id":"https://openalex.org/keywords/course","display_name":"Course (navigation)","score":0.4766553044319153},{"id":"https://openalex.org/keywords/virtual-learning-environment","display_name":"Virtual learning environment","score":0.41414618492126465},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3328688442707062},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3278784453868866},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.30165529251098633},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1623246669769287},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1045156717300415}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7771530747413635},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7706258296966553},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.632902979850769},{"id":"https://openalex.org/C2777808570","wikidata":"https://www.wikidata.org/wiki/Q967853","display_name":"Massive open online course","level":2,"score":0.5641010403633118},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.5160174369812012},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5115374326705933},{"id":"https://openalex.org/C2779114481","wikidata":"https://www.wikidata.org/wiki/Q6510117","display_name":"Learning Management","level":2,"score":0.4809947907924652},{"id":"https://openalex.org/C2777552389","wikidata":"https://www.wikidata.org/wiki/Q1962728","display_name":"Course (navigation)","level":2,"score":0.4766553044319153},{"id":"https://openalex.org/C66699896","wikidata":"https://www.wikidata.org/wiki/Q2349394","display_name":"Virtual learning environment","level":2,"score":0.41414618492126465},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3328688442707062},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3278784453868866},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.30165529251098633},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1623246669769287},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1045156717300415},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3291801.3291828","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3291801.3291828","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd International Conference on Big Data Research","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","score":0.8600000143051147,"id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G8593078141","display_name":null,"funder_award_id":"61572434","funder_id":"https://openalex.org/F4320335595","funder_display_name":"National Natural Science Foundation of China-Yunnan Joint Fund"}],"funders":[{"id":"https://openalex.org/F4320335595","display_name":"National Natural Science Foundation of China-Yunnan Joint Fund","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W109702185","https://openalex.org/W1570448133","https://openalex.org/W1875028359","https://openalex.org/W1969834152","https://openalex.org/W1971362221","https://openalex.org/W1977556410","https://openalex.org/W1984071766","https://openalex.org/W1989217761","https://openalex.org/W2003225521","https://openalex.org/W2042119323","https://openalex.org/W2073598270","https://openalex.org/W2086145942","https://openalex.org/W2107641306","https://openalex.org/W2131850886","https://openalex.org/W2133157266","https://openalex.org/W2157577782","https://openalex.org/W2164117960","https://openalex.org/W2164400088","https://openalex.org/W2584997055","https://openalex.org/W2591734411","https://openalex.org/W2595001366","https://openalex.org/W2604638322","https://openalex.org/W2617300785","https://openalex.org/W2755889806","https://openalex.org/W2763279802","https://openalex.org/W2793183907","https://openalex.org/W2793789147","https://openalex.org/W2793841590","https://openalex.org/W2911964244","https://openalex.org/W2966207845","https://openalex.org/W4302596785","https://openalex.org/W6604424801"],"related_works":["https://openalex.org/W2588045479","https://openalex.org/W4400130803","https://openalex.org/W4235124007","https://openalex.org/W4365396362","https://openalex.org/W2791157808","https://openalex.org/W4248293463","https://openalex.org/W1665271889","https://openalex.org/W2006895513","https://openalex.org/W4256402652","https://openalex.org/W2074392180"],"abstract_inverted_index":{"In":[0],"web-based":[1],"learning":[2,15,61],"systems":[3],"such":[4],"as":[5,22,24,51,53,114,116],"massive":[6],"open":[7],"online":[8],"course":[9,171],"(MOOC)":[10],"and":[11,64,138,141,164,172],"modular":[12],"object-oriented":[13],"developmental":[14],"environment":[16,176],"(Moodle),":[17],"monitoring":[18],"the":[19,26,36,40,69,76,81,85,91,98,118,122,125,136,170,178],"student's":[20],"activities":[21,44,49],"well":[23,52,115],"predict":[25],"low-performance":[27,86],"students":[28,41,113,167],"is":[29,131],"an":[30],"important":[31],"task":[32],"because":[33],"it":[34],"enables":[35,80],"instructors":[37],"to":[38,67,83,134,156,159,162],"award":[39],"when":[42],"their":[43],"level":[45],"drops":[46],"from":[47,71],"normal":[48],"levels":[50],"having":[54],"lower":[55],"grades.":[56],"We":[57],"used":[58],"several":[59],"machine":[60],"(ML)":[62],"classification":[63,105],"clustering":[65,130],"techniques":[66],"extract":[68],"pattern":[70],"student":[72,87,123],"data":[73],"during":[74,124],"completing":[75,169],"Moodle":[77,126,157],"course;":[78],"which":[79],"instructor":[82],"detect":[84],"in":[88,110],"advance":[89],"before":[90],"examination.":[92],"The":[93,128,145],"experimental":[94],"result":[95,146],"shows":[96],"that":[97,148],"fuzzy":[99],"unordered":[100],"rule":[101],"induction":[102],"algorithm":[103],"(FURIA)":[104],"technique":[106],"achieves":[107],"high":[108],"accuracy":[109],"detecting":[111],"inactive":[112,137,163],"predicts":[117],"different":[119],"categories":[120],"of":[121],"course.":[127],"K-means":[129],"also":[132],"able":[133],"group":[135],"active":[139],"users":[140],"poorly":[142],"performed":[143],"users.":[144],"demonstrates":[147],"our":[149],"proposed":[150],"system":[151,158],"will":[152],"be":[153],"easily":[154],"integrated":[155],"send":[160],"alert":[161],"low-":[165],"performance":[166],"while":[168],"build":[173],"efficient":[174],"education":[175],"for":[177],"students.":[179]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
