{"id":"https://openalex.org/W2182887552","doi":"https://doi.org/10.1109/fie.2015.7344081","title":"Predicting students' final exam scores from their course activities","display_name":"Predicting students' final exam scores from their course activities","publication_year":2015,"publication_date":"2015-10-01","ids":{"openalex":"https://openalex.org/W2182887552","doi":"https://doi.org/10.1109/fie.2015.7344081","mag":"2182887552"},"language":"en","primary_location":{"id":"doi:10.1109/fie.2015.7344081","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fie.2015.7344081","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE Frontiers in Education Conference (FIE)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/11572/114406","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5042764971","display_name":"Michael Mogessie Ashenafi","orcid":"https://orcid.org/0000-0001-6769-5941"},"institutions":[{"id":"https://openalex.org/I193223587","display_name":"University of Trento","ror":"https://ror.org/05trd4x28","country_code":"IT","type":"education","lineage":["https://openalex.org/I193223587"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Michael Mogessie Ashenafi","raw_affiliation_strings":["Department of Information Science and Engineering, University of Trento, Trento, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Information Science and Engineering, University of Trento, Trento, Italy","institution_ids":["https://openalex.org/I193223587"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062879885","display_name":"Giuseppe Riccardi","orcid":"https://orcid.org/0000-0002-0739-8184"},"institutions":[{"id":"https://openalex.org/I193223587","display_name":"University of Trento","ror":"https://ror.org/05trd4x28","country_code":"IT","type":"education","lineage":["https://openalex.org/I193223587"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giuseppe Riccardi","raw_affiliation_strings":["Department of Information Science and Engineering, University of Trento, Trento, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Information Science and Engineering, University of Trento, Trento, Italy","institution_ids":["https://openalex.org/I193223587"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038926122","display_name":"Marco Ronchetti","orcid":"https://orcid.org/0000-0002-2389-6378"},"institutions":[{"id":"https://openalex.org/I193223587","display_name":"University of Trento","ror":"https://ror.org/05trd4x28","country_code":"IT","type":"education","lineage":["https://openalex.org/I193223587"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Ronchetti","raw_affiliation_strings":["Department of Information Science and Engineering, University of Trento, Trento, Italy"],"affiliations":[{"raw_affiliation_string":"Department of Information Science and Engineering, University of Trento, Trento, Italy","institution_ids":["https://openalex.org/I193223587"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5042764971"],"corresponding_institution_ids":["https://openalex.org/I193223587"],"apc_list":null,"apc_paid":null,"fwci":8.7592,"has_fulltext":false,"cited_by_count":52,"citation_normalized_percentile":{"value":0.97292428,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9976999759674072,"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":0.9976999759674072,"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/T10959","display_name":"Student Assessment and Feedback","score":0.9911999702453613,"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/T14025","display_name":"Educational Technology and Assessment","score":0.9902999997138977,"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/computer-science","display_name":"Computer science","score":0.6821495890617371},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.6527785062789917},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.6301909685134888},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.5235609412193298},{"id":"https://openalex.org/keywords/ask-price","display_name":"Ask price","score":0.45146751403808594},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.44446611404418945},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4437110722064972},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.4435192346572876},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.442304790019989},{"id":"https://openalex.org/keywords/peer-assessment","display_name":"Peer assessment","score":0.4223319888114929},{"id":"https://openalex.org/keywords/linear-regression","display_name":"Linear regression","score":0.41522833704948425},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.4104244112968445},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3835466206073761},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.23789358139038086},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1426163911819458},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12719807028770447}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6821495890617371},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.6527785062789917},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.6301909685134888},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.5235609412193298},{"id":"https://openalex.org/C90329073","wikidata":"https://www.wikidata.org/wiki/Q914232","display_name":"Ask price","level":2,"score":0.45146751403808594},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.44446611404418945},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4437110722064972},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.4435192346572876},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.442304790019989},{"id":"https://openalex.org/C53839665","wikidata":"https://www.wikidata.org/wiki/Q2067088","display_name":"Peer assessment","level":2,"score":0.4223319888114929},{"id":"https://openalex.org/C48921125","wikidata":"https://www.wikidata.org/wiki/Q10861030","display_name":"Linear regression","level":2,"score":0.41522833704948425},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.4104244112968445},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3835466206073761},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.23789358139038086},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1426163911819458},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12719807028770447},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/fie.2015.7344081","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fie.2015.7344081","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2015 IEEE Frontiers in Education Conference (FIE)","raw_type":"proceedings-article"},{"id":"pmh:oai:iris.unitn.it:11572/114406","is_oa":true,"landing_page_url":"http://hdl.handle.net/11572/114406","pdf_url":null,"source":{"id":"https://openalex.org/S4306401913","display_name":"Institutional Research Information System (Universit\u00e0 degli Studi di Trento)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I193223587","host_organization_name":"University of Trento","host_organization_lineage":["https://openalex.org/I193223587"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:iris.unitn.it:11572/114406","is_oa":true,"landing_page_url":"http://hdl.handle.net/11572/114406","pdf_url":null,"source":{"id":"https://openalex.org/S4306401913","display_name":"Institutional Research Information System (Universit\u00e0 degli Studi di Trento)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I193223587","host_organization_name":"University of Trento","host_organization_lineage":["https://openalex.org/I193223587"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[{"score":0.8100000023841858,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W153155199","https://openalex.org/W173866368","https://openalex.org/W590270979","https://openalex.org/W1492355514","https://openalex.org/W1550063421","https://openalex.org/W1606415845","https://openalex.org/W1983799571","https://openalex.org/W2007442718","https://openalex.org/W2039346017","https://openalex.org/W2065762074","https://openalex.org/W2067776415","https://openalex.org/W2069265257","https://openalex.org/W2133990480","https://openalex.org/W2141413057","https://openalex.org/W2148189517","https://openalex.org/W2150529724","https://openalex.org/W2151242492","https://openalex.org/W2250880511","https://openalex.org/W2251048942","https://openalex.org/W2251663805","https://openalex.org/W2579564527","https://openalex.org/W3000157545","https://openalex.org/W4248965524","https://openalex.org/W4249253378","https://openalex.org/W6606421298","https://openalex.org/W6617501130","https://openalex.org/W6635906069","https://openalex.org/W6732572413"],"related_works":["https://openalex.org/W2168627904","https://openalex.org/W2515552481","https://openalex.org/W156769215","https://openalex.org/W1570348318","https://openalex.org/W2015444353","https://openalex.org/W3013494979","https://openalex.org/W4308101915","https://openalex.org/W3194047734","https://openalex.org/W2575795810","https://openalex.org/W4386715265"],"abstract_inverted_index":{"A":[0],"common":[1],"approach":[2],"to":[3,13,50,98,117,146],"the":[4,18,43,46,107,114,165],"problem":[5],"of":[6,22,45,113,129,144,157],"predicting":[7,139],"students'":[8,36],"exam":[9],"scores":[10],"has":[11,125,161],"been":[12],"base":[14],"this":[15,25,33],"prediction":[16,34,53,115],"on":[17,35,38,138,141],"previous":[19],"educational":[20],"history":[21],"students.":[23,158],"In":[24,48],"paper,":[26],"we":[27,55],"present":[28],"a":[29,59,142],"model":[30],"that":[31,95,153],"bases":[32],"performance":[37],"several":[39,100],"tasks":[40],"assigned":[41],"throughout":[42],"duration":[44],"course.":[47],"order":[49],"build":[51,99],"our":[52],"model,":[54,123],"use":[56,106],"data":[57],"from":[58,81],"semi-automated":[60],"peer-assessment":[61],"system":[62],"implemented":[63],"in":[64,77,164,169],"two":[65],"undergraduate-level":[66],"computer":[67],"science":[68],"courses,":[69],"where":[70],"students":[71],"ask":[72],"questions":[73,80],"about":[74],"topics":[75],"discussed":[76],"class,":[78],"answer":[79],"their":[82,89,119],"peers,":[83],"and":[84,134,168],"rate":[85],"answers":[86],"provided":[87],"by":[88],"peers.":[90],"We":[91,105],"then":[92],"construct":[93],"features":[94,152],"are":[96],"used":[97],"multiple":[101],"linear":[102],"regression":[103],"models.":[104],"Root":[108],"Mean":[109],"Squared":[110],"Error":[111],"(RMSE)":[112],"models":[116],"evaluate":[118],"performance.":[120],"Our":[121,159],"final":[122],"which":[124],"recorded":[126],"an":[127],"RMSE":[128],"2.93":[130],"for":[131,136],"one":[132],"course":[133,172],"3.44":[135],"another":[137],"grades":[140],"scale":[143],"18":[145],"30,":[147],"is":[148],"built":[149],"using":[150],"14":[151],"capture":[154],"various":[155],"activities":[156],"work":[160],"possible":[162],"implications":[163],"MOOC":[166],"arena":[167],"similar":[170],"online":[171],"administration":[173],"systems.":[174]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":9},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}