{"id":"https://openalex.org/W3097495877","doi":"https://doi.org/10.1109/lwmoocs50143.2020.9234383","title":"Are the Performance Prediction Models in MOOC General: Perspective from Big Data","display_name":"Are the Performance Prediction Models in MOOC General: Perspective from Big Data","publication_year":2020,"publication_date":"2020-09-29","ids":{"openalex":"https://openalex.org/W3097495877","doi":"https://doi.org/10.1109/lwmoocs50143.2020.9234383","mag":"3097495877"},"language":"en","primary_location":{"id":"doi:10.1109/lwmoocs50143.2020.9234383","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lwmoocs50143.2020.9234383","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE Learning With MOOCS (LWMOOCS)","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/A5057558573","display_name":"Xin Gu","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xin Gu","raw_affiliation_strings":["School of Electronic Information and Communication, Huazhong University of Science and Technology, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Information and Communication, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101624287","display_name":"Jing Xu","orcid":"https://orcid.org/0000-0003-4443-1980"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Xu","raw_affiliation_strings":["School of Electronic Information and Communication, Huazhong University of Science and Technology, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Information and Communication, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038486005","display_name":"Peijie Liao","orcid":null},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peijie Liao","raw_affiliation_strings":["School of Electronic Information and Communication, Huazhong University of Science and Technology, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Information and Communication, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100431757","display_name":"Wei Liu","orcid":"https://orcid.org/0000-0002-2187-8125"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liu Wei","raw_affiliation_strings":["School of Electronic Information and Communication, Huazhong University of Science and Technology, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Information and Communication, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056643192","display_name":"Wenqing Cheng","orcid":"https://orcid.org/0000-0001-7840-1195"},"institutions":[{"id":"https://openalex.org/I47720641","display_name":"Huazhong University of Science and Technology","ror":"https://ror.org/00p991c53","country_code":"CN","type":"education","lineage":["https://openalex.org/I47720641"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cheng Wenqing","raw_affiliation_strings":["School of Electronic Information and Communication, Huazhong University of Science and Technology, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic Information and Communication, Huazhong University of Science and Technology, Wuhan, China","institution_ids":["https://openalex.org/I47720641"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5057558573"],"corresponding_institution_ids":["https://openalex.org/I47720641"],"apc_list":null,"apc_paid":null,"fwci":0.2456,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.65893327,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"84","last_page":"89"},"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9235000014305115,"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":0.809954047203064},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.7256759405136108},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.6532703638076782},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.6429631114006042},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6190802454948425},{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.5596649646759033},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5505766868591309},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4702153503894806},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.45786669850349426},{"id":"https://openalex.org/keywords/performance-prediction","display_name":"Performance prediction","score":0.44343188405036926},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.42909830808639526},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.23632943630218506},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.14782023429870605},{"id":"https://openalex.org/keywords/simulation","display_name":"Simulation","score":0.12261775135993958},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.0859738290309906}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.809954047203064},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.7256759405136108},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.6532703638076782},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6429631114006042},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6190802454948425},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.5596649646759033},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5505766868591309},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4702153503894806},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.45786669850349426},{"id":"https://openalex.org/C2777115002","wikidata":"https://www.wikidata.org/wiki/Q7168246","display_name":"Performance prediction","level":2,"score":0.44343188405036926},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.42909830808639526},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.23632943630218506},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.14782023429870605},{"id":"https://openalex.org/C44154836","wikidata":"https://www.wikidata.org/wiki/Q45045","display_name":"Simulation","level":1,"score":0.12261775135993958},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0859738290309906},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lwmoocs50143.2020.9234383","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lwmoocs50143.2020.9234383","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE Learning With MOOCS (LWMOOCS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2125916728","https://openalex.org/W2185408777","https://openalex.org/W2412453891","https://openalex.org/W2540559961","https://openalex.org/W2611285220","https://openalex.org/W2765947158","https://openalex.org/W2804302410","https://openalex.org/W2884834684","https://openalex.org/W2998232616"],"related_works":["https://openalex.org/W2397087612","https://openalex.org/W2110529327","https://openalex.org/W2803417426","https://openalex.org/W2371116970","https://openalex.org/W2802138742","https://openalex.org/W4214893240","https://openalex.org/W561355174","https://openalex.org/W2585284977","https://openalex.org/W2910942700","https://openalex.org/W2756311433"],"abstract_inverted_index":{"Online":[0],"education":[1],"has":[2],"become":[3],"the":[4,13,39,48,69,107,114,133,136,148],"first":[5],"choice":[6],"for":[7,93,161,184],"millions":[8],"of":[9,35,42,50,71,102,109,135,150],"Internet":[10],"users":[11],"around":[12],"world":[14],"to":[15,18,25,29,63,156],"get":[16],"access":[17],"knowledge":[19],"and":[20,131,163],"skills.":[21],"Many":[22],"studies":[23],"aim":[24],"implement":[26],"performance":[27,37,101],"prediction":[28,66,91,104,168,180],"mark":[30],"learners":[31],"with":[32,53,57,106],"high":[33],"risk":[34],"poor":[36],"in":[38,121,129,170],"early":[40],"stage":[41],"a":[43,88,125,177],"course.":[44],"Among":[45],"these":[46],"researches,":[47],"employment":[49],"features":[51],"concerned":[52],"learning":[54,59],"behaviors":[55],"combined":[56],"machine":[58],"techniques":[60],"proves":[61],"effective":[62,167],"achieve":[64],"decent":[65],"results.":[67],"However,":[68],"experiments":[70],"most":[72,166,171],"existing":[73,137],"researches":[74],"are":[75],"based":[76],"on":[77,124,140],"one":[78,151],"or":[79],"two":[80],"courses,":[81],"making":[82],"people":[83],"wonder":[84],"whether":[85],"there":[86],"is":[87,154,165],"universally":[89],"applicable":[90],"model":[92,181],"multiple":[94],"courses.":[95,186],"In":[96],"this":[97],"paper,":[98],"we":[99],"investigate":[100],"different":[103,122,158],"models":[105,139],"perspective":[108],"big":[110],"data.":[111],"We":[112],"collect":[113],"background":[115],"data":[116,160],"from":[117],"28":[118],"representative":[119],"courses":[120],"subjects":[123],"popular":[126],"MOOC":[127],"platform":[128],"China,":[130],"evaluate":[132],"effectiveness":[134],"predict":[138],"them.":[141],"The":[142],"results":[143],"show":[144],"that":[145,182],"1)":[146],"Within":[147],"scope":[149],"course,":[152],"it":[153],"wise":[155],"combine":[157],"activities":[159],"prediction,":[162],"XGBoost":[164],"methods":[169],"cases;2)":[172],"There":[173],"does":[174],"not":[175],"exist":[176],"generally":[178],"feasible":[179],"works":[183],"all":[185]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
