{"id":"https://openalex.org/W7218232180","doi":null,"title":"Development of a Mobile-Based Machine Learning Prototype for University Admission Suitability Prediction: A Case Study in an Information Technology Program","display_name":"Development of a Mobile-Based Machine Learning Prototype for University Admission Suitability Prediction: A Case Study in an Information Technology Program","publication_year":2026,"publication_date":"2026-08-30","ids":{"openalex":"https://openalex.org/W7218232180"},"language":"en","primary_location":{"id":"pmh:oai:ph01.tci-thaijo.org:article/265424","doi":null,"is_oa":true,"landing_page_url":"https://ph01.tci-thaijo.org/index.php/jait/article/view/265424","pdf_url":"https://ph01.tci-thaijo.org/index.php/jait/article/download/265424/176386","source":{"id":"https://openalex.org/S7407062253","display_name":"Journal of Applied Informatics and Technology","issn_l":"3088-1803","issn":["3088-1803"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310319389","host_organization_name":"Mahasarakham University","host_organization_lineage":["https://openalex.org/P4310319389"],"host_organization_lineage_names":["Mahasarakham University"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"3088-1803","raw_type":"info:eu-repo/semantics/article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://ph01.tci-thaijo.org/index.php/jait/article/download/265424/176386","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5154536416","display_name":"Thanakrit Suriyasorn","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I190734841","display_name":"Maejo University","ror":"https://ror.org/03c7s1f64","country_code":"TH","type":"education","lineage":["https://openalex.org/I190734841"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Suriyasorn , Thanakrit","raw_affiliation_strings":["Information Technology Division, Faculty of Science, Maejo University, Chiangmai 50290, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Technology Division, Faculty of Science, Maejo University, Chiangmai 50290, Thailand","institution_ids":["https://openalex.org/I190734841"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068205624","display_name":"Sayan Unankard","orcid":"https://orcid.org/0000-0002-8443-5356","observed_orcids":["https://orcid.org/0000-0002-8443-5356"]},"institutions":[{"id":"https://openalex.org/I190734841","display_name":"Maejo University","ror":"https://ror.org/03c7s1f64","country_code":"TH","type":"education","lineage":["https://openalex.org/I190734841"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Unankard, Sayan","raw_affiliation_strings":["Information Technology Division, Faculty of Science, Maejo University, Chiangmai 50290, Thailand"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Technology Division, Faculty of Science, Maejo University, Chiangmai 50290, Thailand","institution_ids":["https://openalex.org/I190734841"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I190734841"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.7089404,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9818999767303467,"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":0.9818999767303467,"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/T13373","display_name":"Data Mining and Machine Learning Applications","score":0.006099999882280827,"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/T13559","display_name":"Edcuational Technology Systems","score":0.00279999990016222,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/information-technology-programs","display_name":"information technology programs","score":0.7910000085830688},{"id":"https://openalex.org/keywords/class-imbalance","display_name":"class imbalance","score":0.777999997138977},{"id":"https://openalex.org/keywords/smote","display_name":"SMOTE","score":0.9509999752044678},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.9110000133514404},{"id":"https://openalex.org/keywords/model-interpretability","display_name":"model interpretability","score":0.8100000023841858},{"id":"https://openalex.org/keywords/model-explainability","display_name":"model explainability","score":0.8270000219345093},{"id":"https://openalex.org/keywords/mobile-decision-support-system","display_name":"mobile decision support system","score":0.9210000038146973},{"id":"https://openalex.org/keywords/flutter","display_name":"flutter","score":0.734000027179718},{"id":"https://openalex.org/keywords/academic-advising","display_name":"academic advising","score":0.4909999966621399}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8414000272750854},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7896000146865845},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6992999911308289},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6852999925613403},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6444000005722046},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5115000009536743},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4945000112056732},{"id":"https://openalex.org/C121017731","wikidata":"https://www.wikidata.org/wiki/Q11661","display_name":"Information technology","level":2,"score":0.33320000767707825},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.32010000944137573},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.31299999356269836},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.2833999991416931},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.2786000072956085},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.271699994802475},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.26330000162124634},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.2630999982357025},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.2581999897956848},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.25119999051094055}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:ph01.tci-thaijo.org:article/265424","doi":null,"is_oa":true,"landing_page_url":"https://ph01.tci-thaijo.org/index.php/jait/article/view/265424","pdf_url":"https://ph01.tci-thaijo.org/index.php/jait/article/download/265424/176386","source":{"id":"https://openalex.org/S7407062253","display_name":"Journal of Applied Informatics and Technology","issn_l":"3088-1803","issn":["3088-1803"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310319389","host_organization_name":"Mahasarakham University","host_organization_lineage":["https://openalex.org/P4310319389"],"host_organization_lineage_names":["Mahasarakham University"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"3088-1803","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:ph01.tci-thaijo.org:article/265424","doi":null,"is_oa":true,"landing_page_url":"https://ph01.tci-thaijo.org/index.php/jait/article/view/265424","pdf_url":"https://ph01.tci-thaijo.org/index.php/jait/article/download/265424/176386","source":{"id":"https://openalex.org/S7407062253","display_name":"Journal of Applied Informatics and Technology","issn_l":"3088-1803","issn":["3088-1803"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj"],"host_organization":"https://openalex.org/P4310319389","host_organization_name":"Mahasarakham University","host_organization_lineage":["https://openalex.org/P4310319389"],"host_organization_lineage_names":["Mahasarakham University"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"3088-1803","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.8278999924659729,"display_name":"Quality education"},{"id":"https://metadata.un.org/sdg/10","score":0.7578999996185303,"display_name":"Reduced inequalities"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7218232180.pdf","grobid_xml":"https://content.openalex.org/works/W7218232180.grobid-xml"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W2148143831","https://openalex.org/W3014524176","https://openalex.org/W4214821456","https://openalex.org/W4285782892","https://openalex.org/W4295027283","https://openalex.org/W4295951423","https://openalex.org/W4353090637","https://openalex.org/W4383374725","https://openalex.org/W4389081185","https://openalex.org/W4400927081","https://openalex.org/W4403411855","https://openalex.org/W4408701636","https://openalex.org/W4411863742","https://openalex.org/W4411919394","https://openalex.org/W4413374001","https://openalex.org/W7104592668"],"related_works":["https://openalex.org/W4414397041","https://openalex.org/W7217695689","https://openalex.org/W4405367230","https://openalex.org/W4417052979","https://openalex.org/W7117118438","https://openalex.org/W4415919046","https://openalex.org/W7160843995","https://openalex.org/W7163572584","https://openalex.org/W4365137348","https://openalex.org/W7164025156"],"abstract_inverted_index":{"This":[0],"study":[1,113],"presents":[2],"an":[3,13,19],"end-to-end":[4],"machine":[5,121,167],"learning":[6,122,168],"framework":[7,117],"for":[8],"predicting":[9],"admission":[10,66],"suitability":[11,67],"to":[12,128,149,172],"Information":[14],"Technology":[15],"program,":[16],"designed":[17],"with":[18,123,169],"emphasis":[20],"on":[21,69,107],"interpretability":[22],"and":[23,39,50,72,130,138,143,154],"real-world":[24],"deployment.":[25],"The":[26,133],"proposed":[27,80],"approach":[28],"integrates":[29],"imbalanced-data":[30],"handling":[31],"using":[32],"SMOTE,":[33],"a":[34,40,46,51,115,124],"Random":[35],"Forest":[36],"classification":[37,84],"model,":[38],"mobile-based":[41],"decision-support":[42],"system":[43,64,126],"implemented":[44],"via":[45],"Spring":[47],"Boot":[48],"API":[49],"cross-platform":[52],"Flutter":[53],"application.":[54],"Using":[55],"real":[56],"academic":[57,131],"data":[58],"from":[59],"high":[60],"school":[61],"students,":[62],"the":[63,79,89,155,163],"predicts":[65],"based":[68],"subject-level":[70],"performance":[71,97],"background":[73],"attributes.":[74],"Experimental":[75],"results":[76],"demonstrate":[77],"that":[78,104,118],"model":[81,136],"achieves":[82],"balanced":[83],"performance,":[85],"particularly":[86],"in":[87,110,176],"improving":[88],"detection":[90],"of":[91,135,165],"underrepresented":[92],"cases,":[93],"while":[94],"maintaining":[95],"stable":[96],"across":[98],"validation":[99],"procedures.":[100],"Unlike":[101],"prior":[102],"work":[103],"primarily":[105],"focuses":[106],"predictive":[108],"modeling":[109],"isolation,":[111],"this":[112],"contributes":[114],"unified":[116],"combines":[119],"interpretable":[120],"deployable":[125],"accessible":[127],"students":[129],"advisors.":[132],"integration":[134],"explainability":[137],"mobile":[139],"deployment":[140],"enables":[141],"transparent":[142],"practical":[144],"decision":[145],"support,":[146],"allowing":[147],"users":[148],"understand":[150],"both":[151],"prediction":[152],"outcomes":[153],"key":[156],"factors":[157],"influencing":[158],"them.":[159],"These":[160],"findings":[161],"highlight":[162],"potential":[164],"combining":[166],"system-oriented":[170],"design":[171],"support":[173],"informed":[174],"decision-making":[175],"educational":[177],"contexts.":[178]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-10-03T00:00:00"}