{"id":"https://openalex.org/W2945925637","doi":"https://doi.org/10.1109/tlt.2019.2911284","title":"Pedagogical Intervention Practices: Improving Learning Engagement Based on Early Prediction","display_name":"Pedagogical Intervention Practices: Improving Learning Engagement Based on Early Prediction","publication_year":2019,"publication_date":"2019-04-01","ids":{"openalex":"https://openalex.org/W2945925637","doi":"https://doi.org/10.1109/tlt.2019.2911284","mag":"2945925637"},"language":"en","primary_location":{"id":"doi:10.1109/tlt.2019.2911284","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tlt.2019.2911284","pdf_url":null,"source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Learning Technologies","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/A5101545018","display_name":"Han Wan","orcid":"https://orcid.org/0000-0002-9238-451X"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Han Wan","raw_affiliation_strings":["School of Computer Science and Engineering, Beihang University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-9238-451X","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045078202","display_name":"Kangxu Liu","orcid":"https://orcid.org/0000-0003-1273-1778"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kangxu Liu","raw_affiliation_strings":["School of Computer Science and Engineering, Beihang University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-1273-1778","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101958763","display_name":"Qiaoye Yu","orcid":"https://orcid.org/0000-0001-6072-5108"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiaoye Yu","raw_affiliation_strings":["School of Computer Science and Engineering, Beihang University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-6072-5108","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070810885","display_name":"Xiaopeng Gao","orcid":"https://orcid.org/0000-0003-3442-4373"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaopeng Gao","raw_affiliation_strings":["School of Computer Science and Engineering, Beihang University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-3442-4373","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101545018"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":null,"apc_paid":null,"fwci":6.248,"has_fulltext":false,"cited_by_count":53,"citation_normalized_percentile":{"value":0.96161432,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"12","issue":"2","first_page":"278","last_page":"289"},"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/T10162","display_name":"Online and Blended Learning","score":0.9847999811172485,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9645000100135803,"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":0.7672134637832642},{"id":"https://openalex.org/keywords/clickstream","display_name":"Clickstream","score":0.6778116822242737},{"id":"https://openalex.org/keywords/intervention","display_name":"Intervention (counseling)","score":0.5544692873954773},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5528377294540405},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5133813619613647},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4834343194961548},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.47603586316108704},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4760156273841858},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.4590436816215515},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.4541454315185547},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.4281841516494751},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1818210780620575},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.11584147810935974}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7672134637832642},{"id":"https://openalex.org/C138744977","wikidata":"https://www.wikidata.org/wiki/Q5132438","display_name":"Clickstream","level":5,"score":0.6778116822242737},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.5544692873954773},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5528377294540405},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5133813619613647},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4834343194961548},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.47603586316108704},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4760156273841858},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.4590436816215515},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.4541454315185547},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.4281841516494751},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1818210780620575},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.11584147810935974},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C35578498","wikidata":"https://www.wikidata.org/wiki/Q193424","display_name":"Web service","level":2,"score":0.0},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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/C127613066","wikidata":"https://www.wikidata.org/wiki/Q557770","display_name":"Web API","level":4,"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/C130436687","wikidata":"https://www.wikidata.org/wiki/Q7978591","display_name":"Web modeling","level":3,"score":0.0},{"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/tlt.2019.2911284","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tlt.2019.2911284","pdf_url":null,"source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Learning Technologies","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6399999856948853,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W54721944","https://openalex.org/W904241462","https://openalex.org/W1918796141","https://openalex.org/W2042159173","https://openalex.org/W2122838776","https://openalex.org/W2168585122","https://openalex.org/W2256444416","https://openalex.org/W2378505114","https://openalex.org/W2395088234","https://openalex.org/W2558576199","https://openalex.org/W2563739217","https://openalex.org/W2770347700","https://openalex.org/W2773558374","https://openalex.org/W2775537264","https://openalex.org/W2783785668","https://openalex.org/W2884834684","https://openalex.org/W2964213306","https://openalex.org/W3122962492","https://openalex.org/W3125978144","https://openalex.org/W6602222989","https://openalex.org/W6685297423","https://openalex.org/W6692157419","https://openalex.org/W6709334519","https://openalex.org/W6712324605","https://openalex.org/W7043653329"],"related_works":["https://openalex.org/W2975622968","https://openalex.org/W4313414442","https://openalex.org/W4307851609","https://openalex.org/W2769342982","https://openalex.org/W3210786879","https://openalex.org/W2793234899","https://openalex.org/W3087302936","https://openalex.org/W4390621751","https://openalex.org/W4387695312","https://openalex.org/W3112401665"],"abstract_inverted_index":{"Most":[0],"educational":[1],"institutions":[2],"adopted":[3],"the":[4,63,80,105,123,126,133,141,145,149,155,164,182,225],"hybrid":[5],"teaching":[6,150],"mode":[7],"through":[8],"learning":[9,48,95,117,227],"management":[10],"systems.":[11],"The":[12,201],"logging":[13],"data/clickstream":[14],"could":[15],"describe":[16],"learners'":[17],"online":[18],"behavior.":[19],"Many":[20],"researchers":[21],"have":[22],"used":[23],"them":[24],"to":[25,32,40,46,74,83,100,132,170],"predict":[26,101],"students'":[27,94,102],"performance,":[28],"which":[29,119],"has":[30],"led":[31],"a":[33,114,172,220],"diverse":[34],"set":[35],"of":[36,59,125,144],"findings,":[37],"but":[38],"how":[39],"use":[41],"insights":[42],"from":[43,93],"captured":[44],"data":[45,124,166],"enhance":[47],"engagement":[49],"is":[50,61,72,152],"an":[51],"open":[52],"question.":[53],"Furthermore,":[54],"identifying":[55],"students":[56],"at":[57],"risk":[58],"failure":[60],"only":[62],"first":[64,90],"step":[65],"in":[66,79,104,178,195,223],"truly":[67],"addressing":[68],"this":[69,87],"issue.":[70],"It":[71],"important":[73],"create":[75],"actionable":[76],"predictive":[77],"model":[78,147,156,173],"real-world":[81],"contexts":[82],"design":[84],"interventions.":[85],"In":[86,185],"paper,":[88],"we":[89,112],"extracted":[91],"features":[92],"activities":[96],"and":[97,130,154,198,210],"study":[98],"habits":[99],"performance":[103],"Kung":[106],"Fu":[107],"style":[108],"competency":[109],"education.":[110],"Then,":[111],"proposed":[113],"TrAdaBoost-based":[115],"transfer":[116],"model,":[118],"was":[120],"pretrained":[121],"using":[122],"former":[127],"course":[128,135],"iteration":[129],"applied":[131],"current":[134],"iteration.":[136],"Our":[137],"results":[138],"showed":[139,204],"that":[140,205,214],"generalization":[142],"ability":[143],"prediction":[146,218],"across":[148],"iterations":[151],"high,":[153],"can":[157],"achieve":[158],"relatively":[159],"high":[160],"precision":[161],"even":[162],"when":[163],"new":[165],"are":[167],"not":[168],"sufficient":[169],"train":[171],"alone.":[174],"This":[175],"work":[176],"helped":[177],"timely":[179],"intervention":[180,188,209,213],"toward":[181],"at-risk":[183],"students.":[184],"addition,":[186],"two":[187],"experiments":[189],"with":[190],"split-test":[191],"were":[192],"conducted":[193],"separately":[194],"Fall":[196],"2017":[197],"Summer":[199],"2018.":[200],"statistical":[202],"tests":[203],"both":[206],"behavior-based":[207],"reminding":[208],"error-related":[211],"recommending":[212],"based":[215],"on":[216],"early":[217],"played":[219],"positive":[221],"role":[222],"improving":[224],"blended":[226],"engagement.":[228]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":5}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
