{"id":"https://openalex.org/W3043639744","doi":"https://doi.org/10.1145/3404709.3404711","title":"How to Forecast the Students' Learning Outcomes Based on Factors of Interactive Activities in a Blended Learning Course","display_name":"How to Forecast the Students' Learning Outcomes Based on Factors of Interactive Activities in a Blended Learning Course","publication_year":2020,"publication_date":"2020-06-05","ids":{"openalex":"https://openalex.org/W3043639744","doi":"https://doi.org/10.1145/3404709.3404711","mag":"3043639744"},"language":"en","primary_location":{"id":"doi:10.1145/3404709.3404711","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3404709.3404711","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 The 6th International Conference on Frontiers of Educational Technologies","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/A5075098210","display_name":"Duc Minh Le","orcid":"https://orcid.org/0000-0001-7654-1127"},"institutions":[{"id":"https://openalex.org/I177233841","display_name":"Vietnam National University, Hanoi","ror":"https://ror.org/02jmfj006","country_code":"VN","type":"education","lineage":["https://openalex.org/I177233841"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Minh-Duc Le","raw_affiliation_strings":["VNU University of Engineering and Technology, Vietnam National University Hanoi, Cau Giay, Hanoi, Vietnam"],"affiliations":[{"raw_affiliation_string":"VNU University of Engineering and Technology, Vietnam National University Hanoi, Cau Giay, Hanoi, Vietnam","institution_ids":["https://openalex.org/I177233841"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031615780","display_name":"Hoa-Huy Nguyen","orcid":"https://orcid.org/0000-0002-3905-8088"},"institutions":[{"id":"https://openalex.org/I177233841","display_name":"Vietnam National University, Hanoi","ror":"https://ror.org/02jmfj006","country_code":"VN","type":"education","lineage":["https://openalex.org/I177233841"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Hoa-Huy Nguyen","raw_affiliation_strings":["VNU Center for Education Accreditation, Vietnam National University Hanoi, Cau Giay, Hanoi, Vietnam"],"affiliations":[{"raw_affiliation_string":"VNU Center for Education Accreditation, Vietnam National University Hanoi, Cau Giay, Hanoi, Vietnam","institution_ids":["https://openalex.org/I177233841"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076758759","display_name":"Duc-Loc Nguyen","orcid":null},"institutions":[{"id":"https://openalex.org/I177233841","display_name":"Vietnam National University, Hanoi","ror":"https://ror.org/02jmfj006","country_code":"VN","type":"education","lineage":["https://openalex.org/I177233841"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Duc-Loc Nguyen","raw_affiliation_strings":["VNU University of Engineering and Technology, Vietnam National University Hanoi, Cau Giay, Hanoi, Vietnam"],"affiliations":[{"raw_affiliation_string":"VNU University of Engineering and Technology, Vietnam National University Hanoi, Cau Giay, Hanoi, Vietnam","institution_ids":["https://openalex.org/I177233841"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100625770","display_name":"Viet Anh Nguyen","orcid":"https://orcid.org/0000-0002-2515-9494"},"institutions":[{"id":"https://openalex.org/I177233841","display_name":"Vietnam National University, Hanoi","ror":"https://ror.org/02jmfj006","country_code":"VN","type":"education","lineage":["https://openalex.org/I177233841"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Viet Anh Nguyen","raw_affiliation_strings":["VNU University of Engineering and Technology, Vietnam National University Hanoi, Cau Giay, Hanoi, Vietnam"],"affiliations":[{"raw_affiliation_string":"VNU University of Engineering and Technology, Vietnam National University Hanoi, Cau Giay, Hanoi, Vietnam","institution_ids":["https://openalex.org/I177233841"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5075098210"],"corresponding_institution_ids":["https://openalex.org/I177233841"],"apc_list":null,"apc_paid":null,"fwci":0.9825,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.81545085,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"11","last_page":"15"},"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":0.9818000197410583,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9083999991416931,"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/computer-science","display_name":"Computer science","score":0.7219769954681396},{"id":"https://openalex.org/keywords/formative-assessment","display_name":"Formative assessment","score":0.6855593919754028},{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.6736084222793579},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6363429427146912},{"id":"https://openalex.org/keywords/blended-learning","display_name":"Blended learning","score":0.6219226121902466},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5265312790870667},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.49375876784324646},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.4320741593837738},{"id":"https://openalex.org/keywords/ridge","display_name":"Ridge","score":0.42774078249931335},{"id":"https://openalex.org/keywords/course","display_name":"Course (navigation)","score":0.42594730854034424},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.41678065061569214},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.26675349473953247},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.22025761008262634},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.17790040373802185},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.11545106768608093},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10839051008224487}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7219769954681396},{"id":"https://openalex.org/C42525527","wikidata":"https://www.wikidata.org/wiki/Q1209955","display_name":"Formative assessment","level":2,"score":0.6855593919754028},{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.6736084222793579},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6363429427146912},{"id":"https://openalex.org/C158592959","wikidata":"https://www.wikidata.org/wiki/Q869010","display_name":"Blended learning","level":3,"score":0.6219226121902466},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5265312790870667},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.49375876784324646},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.4320741593837738},{"id":"https://openalex.org/C32277403","wikidata":"https://www.wikidata.org/wiki/Q740445","display_name":"Ridge","level":2,"score":0.42774078249931335},{"id":"https://openalex.org/C2777552389","wikidata":"https://www.wikidata.org/wiki/Q1962728","display_name":"Course (navigation)","level":2,"score":0.42594730854034424},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.41678065061569214},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.26675349473953247},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.22025761008262634},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.17790040373802185},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.11545106768608093},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10839051008224487},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3404709.3404711","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3404709.3404711","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 The 6th International Conference on Frontiers of Educational Technologies","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.7400000095367432,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1542505676","https://openalex.org/W1576137369","https://openalex.org/W2033278032","https://openalex.org/W2333693388","https://openalex.org/W2414670006","https://openalex.org/W2518782678","https://openalex.org/W2567201181","https://openalex.org/W2597915042","https://openalex.org/W2639346786","https://openalex.org/W2753239934","https://openalex.org/W2798534264","https://openalex.org/W2885000341","https://openalex.org/W2983382509","https://openalex.org/W4376526434"],"related_works":["https://openalex.org/W1987827786","https://openalex.org/W2799586942","https://openalex.org/W2504091800","https://openalex.org/W2331775400","https://openalex.org/W2768832457","https://openalex.org/W2816728186","https://openalex.org/W2804624249","https://openalex.org/W605203981","https://openalex.org/W2560130217","https://openalex.org/W2911048623"],"abstract_inverted_index":{"This":[0],"paper":[1],"summarizes":[2],"the":[3,8,12,44,57,74,78,82,86,90,96,104,109,112,118,121,128,132],"research":[4],"results":[5,75,119],"of":[6,16,51,60,84,88,92,98,111,120],"identifying":[7],"influencing":[9],"factors":[10,80],"in":[11,40,154],"online":[13],"learning":[14,19,46,67,71,106,158],"phase":[15],"a":[17,26,49,146],"blended":[18,157],"course.":[20],"From":[21],"such":[22],"factors,":[23],"we":[24,35],"propose":[25,76],"model":[27],"for":[28,149],"predicting":[29],"student":[30],"outcomes.":[31,107],"In":[32],"our":[33],"study,":[34],"have":[36],"conducted":[37,134],"several":[38],"models":[39,135],"order":[41],"to":[42],"predict":[43],"student's":[45,105],"outcomes,":[47],"using":[48,66],"course":[50,152],"231":[52],"participants.":[53],"Obtained":[54],"data":[55],"from":[56],"logs":[58],"file":[59],"an":[61],"LMS":[62],"system":[63],"is":[64,127],"analyzed":[65],"analytics":[68],"and":[69,73,95,151],"machine":[70],"techniques,":[72],"that":[77],"four":[79,133],"are":[81],"number":[83,87,91,97],"views,":[85,94],"posts,":[89],"forum":[93],"on-time":[99],"submitted":[100],"assignments":[101],"impact":[102],"on":[103,117],"For":[108],"forecast":[110],"final":[113],"exam":[114],"grade":[115],"based":[116],"formative":[122],"assessment":[123],"tests,":[124],"Bayesian":[125,140],"Ridge":[126],"most":[129],"accurate":[130],"among":[131],"(Linear":[136],"Regression,":[137],"KNR,":[138],"SVM,":[139],"Ridge).":[141],"Our":[142],"study":[143],"can":[144],"be":[145],"useful":[147],"material":[148],"lecturers":[150],"designers":[153],"effectively":[155],"organizing":[156],"courses.":[159]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}