{"id":"https://openalex.org/W3041198872","doi":"https://doi.org/10.1109/mis.2020.3006961","title":"SEPN: A Sequential Engagement Based Academic Performance Prediction Model","display_name":"SEPN: A Sequential Engagement Based Academic Performance Prediction Model","publication_year":2020,"publication_date":"2020-07-08","ids":{"openalex":"https://openalex.org/W3041198872","doi":"https://doi.org/10.1109/mis.2020.3006961","mag":"3041198872"},"language":"en","primary_location":{"id":"doi:10.1109/mis.2020.3006961","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mis.2020.3006961","pdf_url":null,"source":{"id":"https://openalex.org/S114241109","display_name":"IEEE Intelligent Systems","issn_l":"1541-1672","issn":["1541-1672","1941-1294"],"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 Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://figshare.com/articles/journal_contribution/SEPN_A_Sequential_Engagement_Based_Academic_Performance_Prediction_Model/20696290","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053270215","display_name":"Xiangyu Song","orcid":"https://orcid.org/0000-0002-5550-6354"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Xiangyu Song","raw_affiliation_strings":["Deakin University and Chang'an University"],"affiliations":[{"raw_affiliation_string":"Deakin University and Chang'an University","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100380474","display_name":"Jianxin Li","orcid":"https://orcid.org/0000-0002-9059-330X"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jianxin Li","raw_affiliation_strings":["Deakin University and Chang'an University"],"affiliations":[{"raw_affiliation_string":"Deakin University and Chang'an University","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103070400","display_name":"Shijie Sun","orcid":"https://orcid.org/0000-0003-4043-8448"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shijie Sun","raw_affiliation_strings":["Deakin University and Chang'an University"],"affiliations":[{"raw_affiliation_string":"Deakin University and Chang'an University","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060046851","display_name":"Hui Yin","orcid":"https://orcid.org/0000-0002-1786-4951"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Hui Yin","raw_affiliation_strings":["Deakin University and Chang'an University"],"affiliations":[{"raw_affiliation_string":"Deakin University and Chang'an University","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017997791","display_name":"Phillip Dawson","orcid":"https://orcid.org/0000-0002-4513-8287"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Phillip Dawson","raw_affiliation_strings":["Deakin University and Chang'an University"],"affiliations":[{"raw_affiliation_string":"Deakin University and Chang'an University","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077501988","display_name":"Robin Doss","orcid":"https://orcid.org/0000-0001-6143-6850"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Robin Ram Mohan Doss","raw_affiliation_strings":["Deakin University and Chang'an University"],"affiliations":[{"raw_affiliation_string":"Deakin University and Chang'an University","institution_ids":["https://openalex.org/I149704539"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5053270215"],"corresponding_institution_ids":["https://openalex.org/I149704539"],"apc_list":null,"apc_paid":null,"fwci":7.1385,"has_fulltext":false,"cited_by_count":48,"citation_normalized_percentile":{"value":0.96900078,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"36","issue":"1","first_page":"46","last_page":"53"},"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":0.9754999876022339,"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":0.9628000259399414,"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":0.83464515209198},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6535398960113525},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6181159019470215},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5876875519752502},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5730265974998474},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5208061933517456},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5039467215538025},{"id":"https://openalex.org/keywords/student-engagement","display_name":"Student engagement","score":0.49738290905952454},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.45033836364746094},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4185428023338318},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4134373664855957},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.1295427680015564},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.08363232016563416}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.83464515209198},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6535398960113525},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6181159019470215},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5876875519752502},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5730265974998474},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5208061933517456},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5039467215538025},{"id":"https://openalex.org/C194519906","wikidata":"https://www.wikidata.org/wiki/Q7627827","display_name":"Student engagement","level":2,"score":0.49738290905952454},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.45033836364746094},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4185428023338318},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4134373664855957},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.1295427680015564},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.08363232016563416},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/mis.2020.3006961","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mis.2020.3006961","pdf_url":null,"source":{"id":"https://openalex.org/S114241109","display_name":"IEEE Intelligent Systems","issn_l":"1541-1672","issn":["1541-1672","1941-1294"],"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 Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:dro.deakin.edu.au:DU:30140661","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401102","display_name":"Own your potential (DEAKIN)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149704539","host_organization_name":"Deakin University","host_organization_lineage":["https://openalex.org/I149704539"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"},{"id":"pmh:oai:figshare.com:article/20696290","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/SEPN_A_Sequential_Engagement_Based_Academic_Performance_Prediction_Model/20696290","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/20696290","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/SEPN_A_Sequential_Engagement_Based_Academic_Performance_Prediction_Model/20696290","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},"sustainable_development_goals":[{"score":0.4699999988079071,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W80247037","https://openalex.org/W109702185","https://openalex.org/W114517082","https://openalex.org/W273955616","https://openalex.org/W1571836963","https://openalex.org/W1838166440","https://openalex.org/W2051525497","https://openalex.org/W2064675550","https://openalex.org/W2095727900","https://openalex.org/W2131148439","https://openalex.org/W2137226992","https://openalex.org/W2170642817","https://openalex.org/W2724361603","https://openalex.org/W2769342982","https://openalex.org/W2775510314","https://openalex.org/W2888926673","https://openalex.org/W2911546748","https://openalex.org/W2964082633","https://openalex.org/W3013573132","https://openalex.org/W4211049957","https://openalex.org/W6603222176","https://openalex.org/W6604424801","https://openalex.org/W6610017368","https://openalex.org/W6634328444","https://openalex.org/W6679383997","https://openalex.org/W6680532697","https://openalex.org/W6745986914"],"related_works":["https://openalex.org/W4293226380","https://openalex.org/W4313906399","https://openalex.org/W4321487865","https://openalex.org/W4321444604","https://openalex.org/W2808843019","https://openalex.org/W2811106690","https://openalex.org/W2936819511","https://openalex.org/W4239306820","https://openalex.org/W4386564352","https://openalex.org/W2952668426"],"abstract_inverted_index":{"Students'":[0],"performance":[1,92,167],"prediction":[2,54,93],"is":[3,46],"a":[4,13,87,105,115],"crucial":[5],"task":[6],"in":[7,17,25,60,64],"today's":[8],"online":[9,38],"education.":[10],"By":[11,150],"predicting":[12],"student's":[14],"final":[15],"grade":[16],"an":[18,101],"academic":[19,42,91],"examination,":[20],"intervene":[21],"can":[22,73],"be":[23,75],"applied":[24],"advance.":[26],"Recently,":[27],"many":[28,68],"machine":[29,156],"learning":[30,157],"models":[31,50],"have":[32],"been":[33],"designed":[34],"to":[35,51,56,119],"couple":[36],"students'":[37,121],"activity":[39],"with":[40,152],"their":[41,125],"performance.":[43],"However,":[44],"it":[45],"difficult":[47],"for":[48],"these":[49],"effectively":[52],"make":[53],"due":[55],"the":[57,78,112,132,140,143,159,169,174],"excessive":[58],"difference":[59],"feature":[61,145],"selection.":[62],"While":[63],"most":[65],"cases,":[66],"too":[67],"parameters":[69],"and":[70,104,138,147],"heterogeneous":[71],"features":[72],"also":[74],"one":[76],"of":[77,97,114,134],"main":[79,99],"sticking":[80],"points.":[81],"To":[82],"this":[83,163],"end,":[84],"we":[85],"propose":[86],"sequential":[88,106,129],"engagement":[89,102,109,122,144,175],"based":[90],"network.":[94],"It":[95],"consists":[96],"two":[98],"components:":[100],"detector":[103,110],"predictor.":[107],"The":[108,128],"leverages":[111],"advantages":[113],"convolutional":[116],"neural":[117],"network":[118],"detect":[120],"patterns":[123],"through":[124],"daily":[126],"activities.":[127],"predictor":[130],"adopts":[131],"structure":[133],"long":[135],"short-term":[136],"memory":[137],"learns":[139],"interaction":[141],"from":[142],"spaces":[146],"demographic":[148],"features.":[149],"comparing":[151],"various":[153],"existing":[154,170],"advanced":[155],"models,":[158],"results":[160],"show":[161],"that":[162],"method":[164],"has":[165],"better":[166],"than":[168],"ones":[171],"when":[172],"involving":[173],"detection":[176],"mechanism.":[177]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":2}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}