{"id":"https://openalex.org/W4387735292","doi":"https://doi.org/10.1109/ic3ina60834.2023.10285778","title":"Enhancing Glioma Grading Performance: A Comparative Study on Feature Selection Techniques and Ensemble Machine Learning","display_name":"Enhancing Glioma Grading Performance: A Comparative Study on Feature Selection Techniques and Ensemble Machine Learning","publication_year":2023,"publication_date":"2023-10-04","ids":{"openalex":"https://openalex.org/W4387735292","doi":"https://doi.org/10.1109/ic3ina60834.2023.10285778"},"language":"en","primary_location":{"id":"doi:10.1109/ic3ina60834.2023.10285778","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic3ina60834.2023.10285778","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Computer, Control, Informatics and its Applications (IC3INA)","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/A5046245597","display_name":"Teuku Rizky Noviandy","orcid":"https://orcid.org/0000-0002-5779-2235"},"institutions":[{"id":"https://openalex.org/I187494767","display_name":"Syiah Kuala University","ror":"https://ror.org/05v4dza81","country_code":"ID","type":"education","lineage":["https://openalex.org/I187494767"]}],"countries":["ID"],"is_corresponding":true,"raw_author_name":"Teuku Rizky Noviandy","raw_affiliation_strings":["Universitas Syiah Kuala,Faculty of Mathematics and Natural Sciences,Department of Informatics,Banda Aceh,Indonesia","Department of Informatics, Faculty of Mathematics and Natural Sciences, Universitas Syiah Kuala, Banda Aceh, Indonesia"],"affiliations":[{"raw_affiliation_string":"Universitas Syiah Kuala,Faculty of Mathematics and Natural Sciences,Department of Informatics,Banda Aceh,Indonesia","institution_ids":["https://openalex.org/I187494767"]},{"raw_affiliation_string":"Department of Informatics, Faculty of Mathematics and Natural Sciences, Universitas Syiah Kuala, Banda Aceh, Indonesia","institution_ids":["https://openalex.org/I187494767"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093083486","display_name":"Muhammad Haekal Alfanshury","orcid":null},"institutions":[{"id":"https://openalex.org/I187494767","display_name":"Syiah Kuala University","ror":"https://ror.org/05v4dza81","country_code":"ID","type":"education","lineage":["https://openalex.org/I187494767"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Muhammad Haekal Alfanshury","raw_affiliation_strings":["Universitas Syiah Kuala,Faculty of Mathematics and Natural Sciences,Department of Informatics,Banda Aceh,Indonesia","Department of Informatics, Faculty of Mathematics and Natural Sciences, Universitas Syiah Kuala, Banda Aceh, Indonesia"],"affiliations":[{"raw_affiliation_string":"Universitas Syiah Kuala,Faculty of Mathematics and Natural Sciences,Department of Informatics,Banda Aceh,Indonesia","institution_ids":["https://openalex.org/I187494767"]},{"raw_affiliation_string":"Department of Informatics, Faculty of Mathematics and Natural Sciences, Universitas Syiah Kuala, Banda Aceh, Indonesia","institution_ids":["https://openalex.org/I187494767"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069923818","display_name":"Taufik Fuadi Abidin","orcid":"https://orcid.org/0000-0002-3859-6706"},"institutions":[{"id":"https://openalex.org/I187494767","display_name":"Syiah Kuala University","ror":"https://ror.org/05v4dza81","country_code":"ID","type":"education","lineage":["https://openalex.org/I187494767"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Taufik Fuadi Abidin","raw_affiliation_strings":["Universitas Syiah Kuala,Faculty of Mathematics and Natural Sciences,Department of Informatics,Banda Aceh,Indonesia","Department of Informatics, Faculty of Mathematics and Natural Sciences, Universitas Syiah Kuala, Banda Aceh, Indonesia"],"affiliations":[{"raw_affiliation_string":"Universitas Syiah Kuala,Faculty of Mathematics and Natural Sciences,Department of Informatics,Banda Aceh,Indonesia","institution_ids":["https://openalex.org/I187494767"]},{"raw_affiliation_string":"Department of Informatics, Faculty of Mathematics and Natural Sciences, Universitas Syiah Kuala, Banda Aceh, Indonesia","institution_ids":["https://openalex.org/I187494767"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016874470","display_name":"Hammam Riza","orcid":"https://orcid.org/0000-0002-5449-6828"},"institutions":[{"id":"https://openalex.org/I4387154144","display_name":"National Research and Innovation Agency","ror":"https://ror.org/02hmjzt55","country_code":null,"type":"funder","lineage":["https://openalex.org/I4387154144"]},{"id":"https://openalex.org/I4210158665","display_name":"National Nuclear Energy Agency of Indonesia","ror":"https://ror.org/049j1tf72","country_code":"ID","type":"facility","lineage":["https://openalex.org/I4210158665"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Hammam Riza","raw_affiliation_strings":["National Research and Innovation Agency (BRIN),Research Center for Artifical Intelligence and Cyber Security,Jakarta,Indonesia","Research Center for Artifical Intelligence and Cyber Security, National Research and Innovation Agency (BRIN), Jakarta, Indonesia"],"affiliations":[{"raw_affiliation_string":"National Research and Innovation Agency (BRIN),Research Center for Artifical Intelligence and Cyber Security,Jakarta,Indonesia","institution_ids":["https://openalex.org/I4210158665"]},{"raw_affiliation_string":"Research Center for Artifical Intelligence and Cyber Security, National Research and Innovation Agency (BRIN), Jakarta, Indonesia","institution_ids":["https://openalex.org/I4387154144"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5046245597"],"corresponding_institution_ids":["https://openalex.org/I187494767"],"apc_list":null,"apc_paid":null,"fwci":1.0055,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.76459295,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"406","last_page":"411"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9914000034332275,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9911999702453613,"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/feature-selection","display_name":"Feature selection","score":0.7429574728012085},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7386442422866821},{"id":"https://openalex.org/keywords/adaboost","display_name":"AdaBoost","score":0.7236028909683228},{"id":"https://openalex.org/keywords/grading","display_name":"Grading (engineering)","score":0.7063186168670654},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7049563527107239},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.6709161996841431},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.638374388217926},{"id":"https://openalex.org/keywords/glioma","display_name":"Glioma","score":0.5884067416191101},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.551030158996582},{"id":"https://openalex.org/keywords/ensemble-forecasting","display_name":"Ensemble forecasting","score":0.487502783536911},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.44704583287239075},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.4388981759548187},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3780215382575989},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14541232585906982}],"concepts":[{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7429574728012085},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7386442422866821},{"id":"https://openalex.org/C141404830","wikidata":"https://www.wikidata.org/wiki/Q2823869","display_name":"AdaBoost","level":3,"score":0.7236028909683228},{"id":"https://openalex.org/C2777286243","wikidata":"https://www.wikidata.org/wiki/Q5591926","display_name":"Grading (engineering)","level":2,"score":0.7063186168670654},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7049563527107239},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.6709161996841431},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.638374388217926},{"id":"https://openalex.org/C2778227246","wikidata":"https://www.wikidata.org/wiki/Q1365309","display_name":"Glioma","level":2,"score":0.5884067416191101},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.551030158996582},{"id":"https://openalex.org/C119898033","wikidata":"https://www.wikidata.org/wiki/Q3433888","display_name":"Ensemble forecasting","level":2,"score":0.487502783536911},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.44704583287239075},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.4388981759548187},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3780215382575989},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14541232585906982},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C502942594","wikidata":"https://www.wikidata.org/wiki/Q3421914","display_name":"Cancer research","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C147176958","wikidata":"https://www.wikidata.org/wiki/Q77590","display_name":"Civil engineering","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ic3ina60834.2023.10285778","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic3ina60834.2023.10285778","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Computer, Control, Informatics and its Applications (IC3INA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1479846109","https://openalex.org/W1891042006","https://openalex.org/W2156665896","https://openalex.org/W2334193464","https://openalex.org/W2526011086","https://openalex.org/W2626468835","https://openalex.org/W2894511130","https://openalex.org/W2902043779","https://openalex.org/W2909229977","https://openalex.org/W2965743638","https://openalex.org/W2992625249","https://openalex.org/W3010860768","https://openalex.org/W3016152859","https://openalex.org/W3022483099","https://openalex.org/W3126647681","https://openalex.org/W3150319634","https://openalex.org/W3161215077","https://openalex.org/W3161829336","https://openalex.org/W3168222379","https://openalex.org/W4211105004","https://openalex.org/W4289236186","https://openalex.org/W4297988465","https://openalex.org/W4306249295","https://openalex.org/W4309613842","https://openalex.org/W4384433002","https://openalex.org/W4387505697","https://openalex.org/W4388018470","https://openalex.org/W6639394820"],"related_works":["https://openalex.org/W4382315444","https://openalex.org/W4233259193","https://openalex.org/W2600353413","https://openalex.org/W4390916549","https://openalex.org/W2915435096","https://openalex.org/W4381298925","https://openalex.org/W2794896638","https://openalex.org/W4285213578","https://openalex.org/W2097856925","https://openalex.org/W1997565450"],"abstract_inverted_index":{"Glioma":[0],"is":[1],"a":[2],"type":[3],"of":[4,146],"brain":[5],"tumor":[6],"that":[7,87,134],"originates":[8],"from":[9],"glial":[10],"cells.":[11],"It":[12],"can":[13,112],"vary":[14],"in":[15],"severity":[16],"and":[17,23,31,42,66,74],"requires":[18],"accurate":[19],"grading":[20,27,55,122],"for":[21,53,120],"prognosis":[22],"treatment":[24],"decisions.":[25],"Manual":[26],"methods":[28],"are":[29],"subjective":[30],"prone":[32],"to":[33,36,40,125,137],"variability,":[34],"leading":[35],"machine":[37,50],"learning":[38,51],"algorithms":[39],"automate":[41],"improve":[43],"the":[44,49,80,88,101,126,144],"process.":[45],"This":[46],"research":[47],"optimizes":[48],"models":[52],"glioma":[54,121,147],"using":[56],"three":[57],"feature":[58,98,108,115],"selection":[59,99,109],"techniques:":[60],"Genetic":[61],"Algorithm-Logistic":[62],"Regression":[63],"(GA-LR),":[64],"Boruta,":[65],"CatBoost":[67],"Feature":[68],"Importance":[69],"(CFI).":[70],"The":[71,84,106],"study":[72,132],"compares":[73],"analyzes":[75],"these":[76],"techniques\u2019":[77],"impact":[78],"on":[79],"ensemble":[81,89,141],"models\u2019":[82],"performance.":[83],"results":[85],"show":[86],"model":[90],"SVM":[91],"+":[92,94],"RF":[93],"AdaBoost":[95],"with":[96],"CFI":[97,107,135],"achieved":[100],"highest":[102],"F1-score,":[103],"i.e.,":[104],"0.860.":[105],"technique,":[110],"which":[111],"identify":[113],"relevant":[114],"subsets,":[116],"demonstrated":[117],"better":[118],"performance":[119],"when":[123],"compared":[124],"previous":[127],"study\u2019s":[128],"results.":[129],"Therefore,":[130],"this":[131],"concludes":[133],"contributes":[136],"forming":[138],"an":[139],"optimal":[140],"model,":[142],"improving":[143],"accuracy":[145],"grade":[148],"classification.":[149]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2026-02-27T16:54:17.756197","created_date":"2025-10-10T00:00:00"}