{"id":"https://openalex.org/W4313496000","doi":"https://doi.org/10.1109/sccc57464.2022.10000282","title":"Academic Performance Predicting Model based on Machine Learning and Keller's Motivation Measure","display_name":"Academic Performance Predicting Model based on Machine Learning and Keller's Motivation Measure","publication_year":2022,"publication_date":"2022-11-21","ids":{"openalex":"https://openalex.org/W4313496000","doi":"https://doi.org/10.1109/sccc57464.2022.10000282"},"language":"en","primary_location":{"id":"doi:10.1109/sccc57464.2022.10000282","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/sccc57464.2022.10000282","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 41st International Conference of the Chilean Computer Science Society (SCCC)","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/A5020813204","display_name":"Luis Alberto Laurens Arredondo","orcid":"https://orcid.org/0000-0002-2140-6275"},"institutions":[{"id":"https://openalex.org/I2799535320","display_name":"Catholic University of the Maule","ror":"https://ror.org/04vdpck27","country_code":"CL","type":"education","lineage":["https://openalex.org/I2799535320"]}],"countries":["CL"],"is_corresponding":true,"raw_author_name":"Luis Laurens","raw_affiliation_strings":["Universidad Cat&#x00F3;lica del Maule,Facultad de Cs. de la Ingenier&#x00ED;a,Talca,Chile"],"affiliations":[{"raw_affiliation_string":"Universidad Cat&#x00F3;lica del Maule,Facultad de Cs. de la Ingenier&#x00ED;a,Talca,Chile","institution_ids":["https://openalex.org/I2799535320"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080682150","display_name":"Ruber Hern\u00e1ndez-Garc\u00eda","orcid":"https://orcid.org/0000-0002-9311-1193"},"institutions":[{"id":"https://openalex.org/I2799535320","display_name":"Catholic University of the Maule","ror":"https://ror.org/04vdpck27","country_code":"CL","type":"education","lineage":["https://openalex.org/I2799535320"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Ruber Hern\u00e1ndez Garc\u00eda","raw_affiliation_strings":["Universidad Cat&#x00F3;lica del Maule,Centro de Investigaci&#x00F3;n de Estudios Avanzados del Maule,Talca,Chile"],"affiliations":[{"raw_affiliation_string":"Universidad Cat&#x00F3;lica del Maule,Centro de Investigaci&#x00F3;n de Estudios Avanzados del Maule,Talca,Chile","institution_ids":["https://openalex.org/I2799535320"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5020813204"],"corresponding_institution_ids":["https://openalex.org/I2799535320"],"apc_list":null,"apc_paid":null,"fwci":0.3031,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.65371829,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12395","display_name":"Educational Innovations and Technology","score":0.9372000098228455,"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"}},"topics":[{"id":"https://openalex.org/T12395","display_name":"Educational Innovations and Technology","score":0.9372000098228455,"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"}},{"id":"https://openalex.org/T13929","display_name":"Educational Outcomes and Influences","score":0.9236000180244446,"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/machine-learning","display_name":"Machine learning","score":0.6769607663154602},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6641085743904114},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6229392290115356},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.5643826723098755},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.5352362394332886},{"id":"https://openalex.org/keywords/dimension","display_name":"Dimension (graph theory)","score":0.5153283476829529},{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.42891913652420044},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3626195788383484},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.17763930559158325},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.13982129096984863},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11206403374671936}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6769607663154602},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6641085743904114},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6229392290115356},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5643826723098755},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.5352362394332886},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.5153283476829529},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.42891913652420044},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3626195788383484},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17763930559158325},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.13982129096984863},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11206403374671936},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/sccc57464.2022.10000282","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/sccc57464.2022.10000282","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 41st International Conference of the Chilean Computer Science Society (SCCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.46000000834465027,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4255837520","https://openalex.org/W2090763504","https://openalex.org/W2387011115","https://openalex.org/W148178222","https://openalex.org/W2104657898","https://openalex.org/W1948992892","https://openalex.org/W1886884218","https://openalex.org/W4234808182","https://openalex.org/W1910826599","https://openalex.org/W2012353789"],"abstract_inverted_index":{"This":[0,137],"article":[1],"investigates":[2],"a":[3,36,86,140],"model":[4,31,142],"for":[5,44],"predicting":[6],"the":[7,19,25,28,33,49,64,80,110,114,119,121,127,133,150,153],"academic":[8,98,135,144,167],"performance":[9,99,145],"of":[10,21,27,35,51,76,79,143,149],"university":[11],"students":[12,78,171],"using":[13],"Machine":[14,91],"Learning":[15],"techniques":[16,93],"based":[17,100],"on":[18,57,101],"level":[20],"motivation":[22,58],"achieved":[23],"with":[24,113],"implementation":[26],"ARCS":[29],"instructional":[30],"and":[32,82,169],"use":[34],"technological":[37],"tool":[38],"called":[39],"Arduino":[40],"Science":[41],"Journal":[42],"used":[43,95],"learning":[45,92],"Topics":[46],"related":[47],"to":[48,96,155,164,172],"kinematics":[50],"bodies.":[52],"Analready":[53],"validated":[54],"methodology":[55],"focused":[56],"was":[59,61,72,109],"implemented,which":[60],"quantified":[62],"through":[63,146],"Instructional":[65],"Material":[66],"Motivational":[67],"Survey":[68],"(IMMS)":[69],"instrument,":[70],"which":[71],"applied":[73],"toa":[74],"group":[75],"36":[77],"Kinematics":[81],"Dynamics":[83],"subject":[84],"from":[85],"Civil":[87],"Industrial":[88],"Engineering":[89],"career.":[90],"were":[94],"predict":[97],"regression":[102],"algorithms.":[103],"The":[104],"results":[105],"show":[106],"that":[107],"Confidence":[108],"IMMS":[111],"dimension":[112],"best":[115],"prediction":[116,141],"results.":[117],"At":[118],"sametime,":[120],"Support":[122],"Vector":[123],"Regression":[124],"algorithm":[125],"achieves":[126],"lowest":[128],"mean":[129],"absolute":[130],"error":[131],"in":[132],"estimated":[134],"performance.":[136,176],"research":[138],"provides":[139],"emotional":[147],"variables":[148],"students,":[151],"showing":[152],"potential":[154],"act":[156],"as":[157],"an":[158],"early":[159],"warning":[160],"system,":[161],"helping":[162],"teachers":[163],"manage":[165],"students'":[166],"performance,":[168],"allowing":[170],"self":[173],"assess":[174],"their":[175]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}
