{"id":"https://openalex.org/W2943424990","doi":"https://doi.org/10.4018/ijdet.2019070104","title":"Forecasting Students' Performance Through Self-Regulated Learning Behavioral Analysis","display_name":"Forecasting Students' Performance Through Self-Regulated Learning Behavioral Analysis","publication_year":2019,"publication_date":"2019-04-29","ids":{"openalex":"https://openalex.org/W2943424990","doi":"https://doi.org/10.4018/ijdet.2019070104","mag":"2943424990"},"language":"en","primary_location":{"id":"doi:10.4018/ijdet.2019070104","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijdet.2019070104","pdf_url":null,"source":{"id":"https://openalex.org/S103640237","display_name":"International Journal of Distance Education Technologies","issn_l":"1539-3100","issn":["1539-3100","1539-3119"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Distance Education 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/A5065478543","display_name":"Rodrigo Lins Rodrigues","orcid":"https://orcid.org/0000-0002-3598-5204"},"institutions":[{"id":"https://openalex.org/I62921916","display_name":"Universidade Federal Rural de Pernambuco","ror":"https://ror.org/02ksmb993","country_code":"BR","type":"education","lineage":["https://openalex.org/I62921916"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Rodrigo Lins Rodrigues","raw_affiliation_strings":["Universidade Federal Rural de Pernambuco, Recife, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade Federal Rural de Pernambuco, Recife, Brazil","institution_ids":["https://openalex.org/I62921916"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069129379","display_name":"Jorge Lu\u00eds Cavalcanti Ramos","orcid":"https://orcid.org/0000-0002-6099-6861"},"institutions":[{"id":"https://openalex.org/I59530521","display_name":"Universidade Federal do Vale do S\u00e3o Francisco","ror":"https://ror.org/00devjr72","country_code":"BR","type":"education","lineage":["https://openalex.org/I59530521"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Jorge Luis Cavalcanti Ramos","raw_affiliation_strings":["Universidade Federal do Vale do S\u00e3o Francisco, Petrolina, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade Federal do Vale do S\u00e3o Francisco, Petrolina, Brazil","institution_ids":["https://openalex.org/I59530521"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054414799","display_name":"Jo\u00e3o Carlos Sedraz Silva","orcid":"https://orcid.org/0000-0002-4082-9652"},"institutions":[{"id":"https://openalex.org/I59530521","display_name":"Universidade Federal do Vale do S\u00e3o Francisco","ror":"https://ror.org/00devjr72","country_code":"BR","type":"education","lineage":["https://openalex.org/I59530521"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Jo\u00e3o Carlos Sedraz Silva","raw_affiliation_strings":["Universidade Federal do Vale do S\u00e3o Francisco, Petrolina, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade Federal do Vale do S\u00e3o Francisco, Petrolina, Brazil","institution_ids":["https://openalex.org/I59530521"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027426387","display_name":"Raphael A. Dourado","orcid":null},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Raphael A. Dourado","raw_affiliation_strings":["Universidade Federal de Pernambuco, Recife, Brazil"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidade Federal de Pernambuco, Recife, Brazil","institution_ids":["https://openalex.org/I25112270"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011713301","display_name":"Alex Sandro Gomes","orcid":"https://orcid.org/0000-0003-1499-8011"},"institutions":[{"id":"https://openalex.org/I25112270","display_name":"Universidade Federal de Pernambuco","ror":"https://ror.org/047908t24","country_code":"BR","type":"education","lineage":["https://openalex.org/I25112270"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Alex Sandro Gomes","raw_affiliation_strings":["Universidade Federal de Pernambuco, Recife, Brazil"],"raw_orcid":"https://orcid.org/0000-0003-1499-8011","affiliations":[{"raw_affiliation_string":"Universidade Federal de Pernambuco, Recife, Brazil","institution_ids":["https://openalex.org/I25112270"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.3769,"has_fulltext":false,"cited_by_count":24,"citation_normalized_percentile":{"value":0.89518836,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"17","issue":"3","first_page":"52","last_page":"74"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9998000264167786,"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":0.9998000264167786,"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":0.984000027179718,"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/T12395","display_name":"Educational Innovations and Technology","score":0.9830999970436096,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/dashboard","display_name":"Dashboard","score":0.8081340789794922},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7341232299804688},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.6851345300674438},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.62059086561203},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5952720046043396},{"id":"https://openalex.org/keywords/learning-management","display_name":"Learning Management","score":0.5914149284362793},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.544144332408905},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5295418500900269},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4373268783092499},{"id":"https://openalex.org/keywords/distance-education","display_name":"Distance education","score":0.43062829971313477},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.4159695506095886},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.38886526226997375},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.2513006925582886},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.24628067016601562},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.19360974431037903},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.16510704159736633}],"concepts":[{"id":"https://openalex.org/C33499554","wikidata":"https://www.wikidata.org/wiki/Q1417134","display_name":"Dashboard","level":2,"score":0.8081340789794922},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7341232299804688},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.6851345300674438},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.62059086561203},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5952720046043396},{"id":"https://openalex.org/C2779114481","wikidata":"https://www.wikidata.org/wiki/Q6510117","display_name":"Learning Management","level":2,"score":0.5914149284362793},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.544144332408905},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5295418500900269},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4373268783092499},{"id":"https://openalex.org/C503872463","wikidata":"https://www.wikidata.org/wiki/Q159595","display_name":"Distance education","level":2,"score":0.43062829971313477},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.4159695506095886},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.38886526226997375},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.2513006925582886},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.24628067016601562},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.19360974431037903},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.16510704159736633},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.4018/ijdet.2019070104","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijdet.2019070104","pdf_url":null,"source":{"id":"https://openalex.org/S103640237","display_name":"International Journal of Distance Education Technologies","issn_l":"1539-3100","issn":["1539-3100","1539-3119"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Distance Education Technologies","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.4399999976158142}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W87967679","https://openalex.org/W208056598","https://openalex.org/W1483646302","https://openalex.org/W1489142649","https://openalex.org/W1501810544","https://openalex.org/W1528664255","https://openalex.org/W1556542801","https://openalex.org/W1644535133","https://openalex.org/W1681730134","https://openalex.org/W1762172548","https://openalex.org/W1834317565","https://openalex.org/W1903155256","https://openalex.org/W1968295086","https://openalex.org/W1986244117","https://openalex.org/W1993131367","https://openalex.org/W1994265318","https://openalex.org/W1996041430","https://openalex.org/W1996586187","https://openalex.org/W2005075389","https://openalex.org/W2006386917","https://openalex.org/W2021601071","https://openalex.org/W2031304689","https://openalex.org/W2031917325","https://openalex.org/W2033726034","https://openalex.org/W2044287453","https://openalex.org/W2045335684","https://openalex.org/W2046127588","https://openalex.org/W2046447424","https://openalex.org/W2062251337","https://openalex.org/W2070635017","https://openalex.org/W2077293694","https://openalex.org/W2092773105","https://openalex.org/W2098148444","https://openalex.org/W2112081648","https://openalex.org/W2138334515","https://openalex.org/W2152307655","https://openalex.org/W2158390034","https://openalex.org/W2158698691","https://openalex.org/W2183210442","https://openalex.org/W2263162953","https://openalex.org/W2279275920","https://openalex.org/W2528720667","https://openalex.org/W2761637947","https://openalex.org/W2944749841","https://openalex.org/W3145020342","https://openalex.org/W3158904737","https://openalex.org/W6628670353"],"related_works":["https://openalex.org/W4321636153","https://openalex.org/W3186233728","https://openalex.org/W2595988085","https://openalex.org/W3143658565","https://openalex.org/W4214820172","https://openalex.org/W4283016678","https://openalex.org/W4205958290","https://openalex.org/W4281846282","https://openalex.org/W3127425528","https://openalex.org/W4246246790"],"abstract_inverted_index":{"The":[0,96],"increasing":[1],"use":[2,153],"of":[3,15,31,39,71,118,127],"the":[4,49,101,124,140],"Learning":[5],"Management":[6],"Systems":[7],"(LMSs)":[8],"is":[9],"making":[10],"available":[11],"an":[12,55,115,121],"ever-growing,":[13],"volume":[14],"data":[16,53],"from":[17,54],"interactions":[18],"between":[19],"teachers":[20],"and":[21,80,93,120,132,148],"students.":[22],"This":[23],"study":[24],"aimed":[25],"to":[26,111,138,146,158],"develop":[27],"a":[28,60,69,134,143,156],"model":[29,99],"capable":[30],"predicting":[32,105],"students'":[33,106,162],"academic":[34,107],"performance":[35],"based":[36],"on":[37],"indicators":[38],"their":[40,161],"self-regulated":[41],"behavior":[42],"in":[43,59,104,142],"LMSs.":[44],"To":[45],"accomplish":[46],"this":[47,75],"goal,":[48],"authors":[50],"analyzed":[51],"behavioral":[52],"LMS":[56],"platform":[57],"used":[58],"public":[61],"University":[62],"for":[63],"distance":[64],"learning":[65,163],"courses,":[66],"collected":[67],"during":[68],"period":[70],"seven":[72],"years.":[73],"With":[74],"data,":[76],"they":[77,130,151],"developed,":[78],"evaluated,":[79],"compared":[81],"predictive":[82],"models":[83],"using":[84],"four":[85],"algorithms:":[86],"Decision":[87],"Tree":[88],"(CART),":[89],"Logistic":[90,97],"Regression,":[91],"SVM,":[92],"Na\u00efve":[94],"Bayes.":[95],"Regression":[98],"yielded":[100],"best":[102],"results":[103],"performance,":[108],"being":[109],"able":[110],"do":[112],"so":[113,150],"with":[114],"accuracy":[116],"rate":[117],"0.893":[119],"area":[122],"under":[123],"ROC":[125],"curve":[126],"0.9574.":[128],"Finally,":[129],"conceived":[131],"implemented":[133],"dashboard-like":[135],"interface":[136],"intended":[137],"present":[139],"predictions":[141],"user-friendly":[144],"way":[145],"tutors":[147],"teachers,":[149],"could":[152],"it":[154],"as":[155],"tool":[157],"help":[159],"monitor":[160],"process.":[164]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":1}],"updated_date":"2026-06-11T06:19:23.411458","created_date":"2025-10-10T00:00:00"}
