{"id":"https://openalex.org/W2893968021","doi":"https://doi.org/10.1109/icis.2018.8466475","title":"Comparative Study of Prediction Models for Final GPA Score: A Case Study of Rajabhat Rajanagarindra University","display_name":"Comparative Study of Prediction Models for Final GPA Score: A Case Study of Rajabhat Rajanagarindra University","publication_year":2018,"publication_date":"2018-06-01","ids":{"openalex":"https://openalex.org/W2893968021","doi":"https://doi.org/10.1109/icis.2018.8466475","mag":"2893968021"},"language":"en","primary_location":{"id":"doi:10.1109/icis.2018.8466475","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icis.2018.8466475","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE/ACIS 17th International Conference on Computer and Information Science (ICIS)","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/A5072003478","display_name":"Narongsak Putpuek","orcid":null},"institutions":[{"id":"https://openalex.org/I4210166623","display_name":"Rajabhat Rajanagarindra University","ror":"https://ror.org/05yqeww58","country_code":"TH","type":"education","lineage":["https://openalex.org/I4210166623"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Narongsak Putpuek","raw_affiliation_strings":["Department of Information Technology Faculty of Science and Technology, Rajabhat Rajanagarindra University, Chachoengsao, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology Faculty of Science and Technology, Rajabhat Rajanagarindra University, Chachoengsao, Thailand","institution_ids":["https://openalex.org/I4210166623"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024750665","display_name":"Natcha Rojanaprasert","orcid":null},"institutions":[{"id":"https://openalex.org/I91538806","display_name":"King Mongkut's Institute of Technology Ladkrabang","ror":"https://ror.org/055mf0v62","country_code":"TH","type":"education","lineage":["https://openalex.org/I91538806"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Natcha Rojanaprasert","raw_affiliation_strings":["Faculty of Information Technology, King Mongkut\u2019s Institute of Technology Ladkrabang, Bangkok, Thailand","Faculty of Information Technology, King Mongkut's Institute of Technology Ladkrabang, Bangkok, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, King Mongkut\u2019s Institute of Technology Ladkrabang, Bangkok, Thailand","institution_ids":["https://openalex.org/I91538806"]},{"raw_affiliation_string":"Faculty of Information Technology, King Mongkut's Institute of Technology Ladkrabang, Bangkok, Thailand","institution_ids":["https://openalex.org/I91538806"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090836994","display_name":"Kanokwan Atchariyachanvanich","orcid":"https://orcid.org/0000-0002-2705-7942"},"institutions":[{"id":"https://openalex.org/I91538806","display_name":"King Mongkut's Institute of Technology Ladkrabang","ror":"https://ror.org/055mf0v62","country_code":"TH","type":"education","lineage":["https://openalex.org/I91538806"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Kanokwan Atchariyachanvanich","raw_affiliation_strings":["Faculty of Information Technology, King Mongkut\u2019s Institute of Technology Ladkrabang, Bangkok, Thailand","Faculty of Information Technology, King Mongkut's Institute of Technology Ladkrabang, Bangkok, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, King Mongkut\u2019s Institute of Technology Ladkrabang, Bangkok, Thailand","institution_ids":["https://openalex.org/I91538806"]},{"raw_affiliation_string":"Faculty of Information Technology, King Mongkut's Institute of Technology Ladkrabang, Bangkok, Thailand","institution_ids":["https://openalex.org/I91538806"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018818698","display_name":"Thananya Thamrongthanyawong","orcid":null},"institutions":[{"id":"https://openalex.org/I91538806","display_name":"King Mongkut's Institute of Technology Ladkrabang","ror":"https://ror.org/055mf0v62","country_code":"TH","type":"education","lineage":["https://openalex.org/I91538806"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Thananya Thamrongthanyawong","raw_affiliation_strings":["Faculty of Information Technology, King Mongkut\u2019s Institute of Technology Ladkrabang, Bangkok, Thailand","Faculty of Information Technology, King Mongkut's Institute of Technology Ladkrabang, Bangkok, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Information Technology, King Mongkut\u2019s Institute of Technology Ladkrabang, Bangkok, Thailand","institution_ids":["https://openalex.org/I91538806"]},{"raw_affiliation_string":"Faculty of Information Technology, King Mongkut's Institute of Technology Ladkrabang, Bangkok, Thailand","institution_ids":["https://openalex.org/I91538806"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.9658,"has_fulltext":false,"cited_by_count":38,"citation_normalized_percentile":{"value":0.93704024,"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":"92","last_page":"97"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9901000261306763,"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":0.9901000261306763,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9900000095367432,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9843999743461609,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/graduation","display_name":"Graduation (instrument)","score":0.8402225971221924},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.6067531108856201},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5060226321220398},{"id":"https://openalex.org/keywords/educational-data-mining","display_name":"Educational data mining","score":0.5012478828430176},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.4978456497192383},{"id":"https://openalex.org/keywords/demographics","display_name":"Demographics","score":0.47894030809402466},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.4238790273666382},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3394501209259033},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.29686862230300903},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.25513774156570435},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.11280593276023865},{"id":"https://openalex.org/keywords/demography","display_name":"Demography","score":0.07859805226325989},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.07346820831298828}],"concepts":[{"id":"https://openalex.org/C2779529714","wikidata":"https://www.wikidata.org/wiki/Q2632744","display_name":"Graduation (instrument)","level":2,"score":0.8402225971221924},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6067531108856201},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5060226321220398},{"id":"https://openalex.org/C2777598771","wikidata":"https://www.wikidata.org/wiki/Q5341279","display_name":"Educational data mining","level":2,"score":0.5012478828430176},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.4978456497192383},{"id":"https://openalex.org/C2780084366","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demographics","level":2,"score":0.47894030809402466},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.4238790273666382},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3394501209259033},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.29686862230300903},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.25513774156570435},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.11280593276023865},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.07859805226325989},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.07346820831298828},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icis.2018.8466475","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icis.2018.8466475","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE/ACIS 17th International Conference on Computer and Information Science (ICIS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5099999904632568,"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":9,"referenced_works":["https://openalex.org/W74347320","https://openalex.org/W1871981171","https://openalex.org/W2140190241","https://openalex.org/W2475392251","https://openalex.org/W2482589566","https://openalex.org/W2514376384","https://openalex.org/W2768951119","https://openalex.org/W6639371605","https://openalex.org/W6745550458"],"related_works":["https://openalex.org/W4389954502","https://openalex.org/W2771255398","https://openalex.org/W2930428186","https://openalex.org/W3200027047","https://openalex.org/W4385770464","https://openalex.org/W4224262160","https://openalex.org/W3120363735","https://openalex.org/W4214820172","https://openalex.org/W2394323384","https://openalex.org/W4375930530"],"abstract_inverted_index":{"Recently,":[0],"the":[1,21,38,41,52,55,60,86,90,99,103,123,128,138,145,160,164],"analysis":[2,120],"of":[3,40,48,57,116,132,142],"educational":[4,109,152],"data":[5,53,79,87],"has":[6],"become":[7],"important":[8],"to":[9,17,33,62,84,89,97,150,158],"all":[10],"universities.":[11],"Rajabhat":[12],"Rajanagarindra":[13],"University,":[14],"Thailand,":[15],"wanted":[16],"study":[18],"and":[19,70,76,114,147,157],"analyze":[20,85],"students'":[22],"performance":[23],"based":[24],"on":[25],"their":[26,155],"personal":[27],"background.":[28],"Thus,":[29],"this":[30],"research":[31],"aimed":[32],"compare":[34],"prediction":[35],"models":[36],"for":[37,154],"level":[39],"final":[42],"grade":[43],"point":[44],"average":[45],"(GPA)":[46],"score":[47,141],"graduated":[49],"students":[50,143,156],"using":[51],"from":[54],"Faculty":[56],"Education":[58],"during":[59],"2010":[61],"2012":[63],"academic":[64],"years.":[65],"Two":[66],"decision":[67],"tree":[68],"(C4.5":[69],"ID3)":[71],"algorithms,":[72],"plus":[73],"Na\u00efve":[74,124],"Bayes":[75,125],"K-nearest":[77],"neighbor":[78],"mining":[80],"techniques":[81],"were":[82,95],"adopted":[83],"according":[88],"CRISP-DM":[91],"process.":[92],"Factors":[93],"that":[94,122],"proposed":[96],"influence":[98],"graduation":[100,139],"GPA":[101,140],"include":[102],"student's":[104],"gender,":[105],"scholarship":[106],"awarded,":[107],"previous":[108],"background,":[110],"admission":[111],"type,":[112],"talent":[113],"province":[115],"high":[117],"school.":[118],"The":[119],"revealed":[121],"algorithm":[126],"gave":[127],"best":[129],"overall":[130],"accuracy":[131],"43.18%.":[133],"This":[134],"could":[135],"help":[136],"predict":[137],"in":[144,163],"future":[146],"support":[148],"teachers":[149],"make":[151],"advice":[153],"develop":[159],"student":[161],"quality":[162],"future.":[165]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
