{"id":"https://openalex.org/W2901929465","doi":"https://doi.org/10.1109/access.2018.2882297","title":"Predicting Academic Performance Based on Learner Traces in a Social Learning Environment","display_name":"Predicting Academic Performance Based on Learner Traces in a Social Learning Environment","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2901929465","doi":"https://doi.org/10.1109/access.2018.2882297","mag":"2901929465"},"language":"en","primary_location":{"id":"doi:10.1109/access.2018.2882297","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2882297","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2018.2882297","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041655293","display_name":"Elvira Popescu","orcid":"https://orcid.org/0000-0002-6575-4212"},"institutions":[{"id":"https://openalex.org/I97553796","display_name":"University of Craiova","ror":"https://ror.org/03s251g81","country_code":"RO","type":"education","lineage":["https://openalex.org/I97553796"]}],"countries":["RO"],"is_corresponding":true,"raw_author_name":"Elvira Popescu","raw_affiliation_strings":["Computers and Information Technology Department, University of Craiova, Craiova, Romania"],"affiliations":[{"raw_affiliation_string":"Computers and Information Technology Department, University of Craiova, Craiova, Romania","institution_ids":["https://openalex.org/I97553796"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063576338","display_name":"Florin Leon","orcid":"https://orcid.org/0000-0002-1370-9145"},"institutions":[{"id":"https://openalex.org/I4210108695","display_name":"Gheorghe Asachi Technical University of Ia\u0219i","ror":"https://ror.org/014zxnz40","country_code":"RO","type":"education","lineage":["https://openalex.org/I4210108695"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Florin Leon","raw_affiliation_strings":["Department of Computer Science and Engineering, Gheorghe Asachi Technical University of Iasi, Iasi, Romania"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Gheorghe Asachi Technical University of Iasi, Iasi, Romania","institution_ids":["https://openalex.org/I4210108695"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5041655293"],"corresponding_institution_ids":["https://openalex.org/I97553796"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":4.4119,"has_fulltext":false,"cited_by_count":40,"citation_normalized_percentile":{"value":0.94514889,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"6","issue":null,"first_page":"72774","last_page":"72785"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":1.0,"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":1.0,"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/T14246","display_name":"E-Learning and Knowledge Management","score":0.9793000221252441,"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":0.9764999747276306,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/learning-analytics","display_name":"Learning analytics","score":0.775772213935852},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7632036209106445},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.748530387878418},{"id":"https://openalex.org/keywords/microblogging","display_name":"Microblogging","score":0.653510332107544},{"id":"https://openalex.org/keywords/demographics","display_name":"Demographics","score":0.5433067679405212},{"id":"https://openalex.org/keywords/learning-management","display_name":"Learning Management","score":0.5353968739509583},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.47881871461868286},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"Predictive analytics","score":0.45637357234954834},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.44101792573928833},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.4224362373352051},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.41924619674682617},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4101908802986145},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3781190812587738},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3204461336135864},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.24213266372680664}],"concepts":[{"id":"https://openalex.org/C2777648619","wikidata":"https://www.wikidata.org/wiki/Q2845208","display_name":"Learning analytics","level":2,"score":0.775772213935852},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7632036209106445},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.748530387878418},{"id":"https://openalex.org/C143275388","wikidata":"https://www.wikidata.org/wiki/Q92438","display_name":"Microblogging","level":3,"score":0.653510332107544},{"id":"https://openalex.org/C2780084366","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demographics","level":2,"score":0.5433067679405212},{"id":"https://openalex.org/C2779114481","wikidata":"https://www.wikidata.org/wiki/Q6510117","display_name":"Learning Management","level":2,"score":0.5353968739509583},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.47881871461868286},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.45637357234954834},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.44101792573928833},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.4224362373352051},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.41924619674682617},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4101908802986145},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3781190812587738},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3204461336135864},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.24213266372680664},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2018.2882297","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2882297","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:fb3e925e3f0e402eb75eb2f924e67c39","is_oa":true,"landing_page_url":"https://doaj.org/article/fb3e925e3f0e402eb75eb2f924e67c39","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 6, Pp 72774-72785 (2018)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2018.2882297","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2018.2882297","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.6899999976158142,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W29994097","https://openalex.org/W109702185","https://openalex.org/W582726776","https://openalex.org/W643967429","https://openalex.org/W1838166440","https://openalex.org/W1898103075","https://openalex.org/W1966165526","https://openalex.org/W1970563442","https://openalex.org/W1978990273","https://openalex.org/W1979129800","https://openalex.org/W1984071766","https://openalex.org/W1985839407","https://openalex.org/W1988149400","https://openalex.org/W1995223466","https://openalex.org/W2006444123","https://openalex.org/W2014924105","https://openalex.org/W2021601071","https://openalex.org/W2049150082","https://openalex.org/W2065065307","https://openalex.org/W2066270260","https://openalex.org/W2070270357","https://openalex.org/W2096735168","https://openalex.org/W2097521008","https://openalex.org/W2103672843","https://openalex.org/W2106053110","https://openalex.org/W2108069590","https://openalex.org/W2130432857","https://openalex.org/W2133990480","https://openalex.org/W2136403148","https://openalex.org/W2139145202","https://openalex.org/W2145283887","https://openalex.org/W2146286581","https://openalex.org/W2150769162","https://openalex.org/W2153378020","https://openalex.org/W2162700863","https://openalex.org/W2163189012","https://openalex.org/W2166827970","https://openalex.org/W2188960590","https://openalex.org/W2238759989","https://openalex.org/W2293987448","https://openalex.org/W2511442815","https://openalex.org/W2561669637","https://openalex.org/W2578245432","https://openalex.org/W2606704687","https://openalex.org/W2610990352","https://openalex.org/W2611176525","https://openalex.org/W2620004650","https://openalex.org/W2752607125","https://openalex.org/W2769479982","https://openalex.org/W2911964244","https://openalex.org/W6601232020","https://openalex.org/W6604424801","https://openalex.org/W6674682913","https://openalex.org/W6675751002","https://openalex.org/W6679170370","https://openalex.org/W6681504491","https://openalex.org/W6681561992","https://openalex.org/W6684309535","https://openalex.org/W7033699156"],"related_works":["https://openalex.org/W2275433313","https://openalex.org/W2053241453","https://openalex.org/W2912668742","https://openalex.org/W3133135863","https://openalex.org/W4253709724","https://openalex.org/W2995766734","https://openalex.org/W3188589169","https://openalex.org/W2065718809","https://openalex.org/W3034358594","https://openalex.org/W4213011574"],"abstract_inverted_index":{"Predictive":[0],"modeling":[1],"is":[2,12,87,99,154],"an":[3,150],"important":[4],"part":[5],"of":[6,19,128,167,173],"learning":[7,65,77,124],"analytics,":[8],"whose":[9],"main":[10],"objective":[11,86],"to":[13,88,143],"estimate":[14],"student":[15,50],"success,":[16],"in":[17,107,121,138],"terms":[18],"performance,":[20],"knowledge,":[21],"score,":[22],"or":[23,44],"grade.":[24,204],"The":[25,52],"data":[26,36,46,72],"used":[27,155],"for":[28,116,156],"the":[29,139,144,174],"predictive":[30],"model":[31],"can":[32,54],"be":[33,55],"either":[34],"state-based":[35],"(e.g.,":[37],"demographics,":[38],"psychological":[39],"traits,":[40],"and":[41,63,113,118,147,165],"past":[42],"performance)":[43],"event-driven":[45],"(i.e.,":[47],"based":[48,92],"on":[49,93],"activity).":[51],"latter":[53],"derived":[56],"from":[57,101,131],"students\u2019":[58,90],"interactions":[59],"with":[60,195,200],"educational":[61],"systems":[62,67],"resources;":[64],"management":[66],"are":[68,79,136,163,169],"a":[69,102,122,182,189,192,201],"widely":[70],"analyzed":[71],"source,":[73],"while":[74],"social":[75,95,196],"media-based":[76],"environments":[78],"scarcely":[80],"explored.":[81],"In":[82,141],"this":[83],"paper,":[84],"our":[85],"predict":[89],"performance":[91,148],"their":[94],"media":[96,197],"traces.":[97],"Data":[98],"collected":[100],"Web":[103],"Applications":[104],"Design":[105],"course,":[106],"which":[108],"students":[109],"use":[110],"wiki,":[111],"blog,":[112],"microblogging":[114],"tools,":[115],"communication":[117],"collaboration":[119],"activities":[120],"project-based":[123],"scenario.":[125],"A":[126],"total":[127],"343":[129],"students,":[130],"six":[132],"consecutive":[133],"course":[134],"installments,":[135],"included":[137],"study.":[140],"addition":[142],"novel":[145],"settings":[146],"indicators,":[149],"innovative":[151],"regression":[152,179],"algorithm":[153],"grade":[157],"prediction.":[158],"Very":[159],"good":[160],"correlation":[161],"coefficients":[162],"obtained":[164],"85%":[166],"predictions":[168],"within":[170],"one":[171],"point":[172],"actual":[175],"grade,":[176],"outperforming":[177],"classic":[178],"algorithms.":[180],"From":[181],"pedagogical":[183],"perspective,":[184],"results":[185],"indicate":[186],"that,":[187],"as":[188],"general":[190],"rule,":[191],"higher":[193,202],"engagement":[194],"tools":[198],"correlates":[199],"final":[203]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}