{"id":"https://openalex.org/W4401948801","doi":"https://doi.org/10.54021/seesv5n2-132","title":"Enhanced brain tumor classification using EfficientNetB0 and SVM with pareto search algorithm optimization","display_name":"Enhanced brain tumor classification using EfficientNetB0 and SVM with pareto search algorithm optimization","publication_year":2024,"publication_date":"2024-08-26","ids":{"openalex":"https://openalex.org/W4401948801","doi":"https://doi.org/10.54021/seesv5n2-132"},"language":"en","primary_location":{"id":"doi:10.54021/seesv5n2-132","doi":"https://doi.org/10.54021/seesv5n2-132","is_oa":true,"landing_page_url":"https://doi.org/10.54021/seesv5n2-132","pdf_url":"https://ojs.studiespublicacoes.com.br/ojs/index.php/sees/article/download/7090/4399","source":{"id":"https://openalex.org/S4210240673","display_name":"STUDIES IN ENGINEERING AND EXACT SCIENCES","issn_l":"2764-0981","issn":["2764-0981"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"STUDIES IN ENGINEERING AND EXACT SCIENCES","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://ojs.studiespublicacoes.com.br/ojs/index.php/sees/article/download/7090/4399","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5053153817","display_name":"Mohamed Djemai","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210086990","display_name":"Ziane Achour University of Djelfa","ror":"https://ror.org/000jvv118","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210086990"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Mohamed Djemai","raw_affiliation_strings":["PhD in Electrical Engineering Institution: Faculty of Science and Technology, Laboratory of Modeling Simulation and Optimization of Systems Complexes, University of Djelfa Address: Djelfa, Algeria","Clasificaci\u00f3n mejorada de tumores cerebrales mediante EfficientNetB0 y SVM con optimizaci\u00f3n del algoritmo de b\u00fasqueda de","Faculty of Science and Technology, Laboratory of Modeling Simulation and Optimization of Systems Complexes, University of Djelfa Address: Djelfa, Algeria","Master in Electrical Engineering Institution: Faculty of Science and Technology, University of Djelfa Address: Djelfa, Algeria","PhD in Electrical Engineering Institution: Faculty of Exact Sciences, Telecommunications and Smart Systems Laboratory, University of Djelfa Address: Djelfa, Algeria","PhD in Electrical Engineering Institution: Faculty of Science and Technology, Applied Automation and Industrial Diagnostics Laboratory, University of Djelfa Address: Djelfa, Algeria","Studies in Engineering and Exact Sciences, Curitiba, v.5, n.2, p. 01-18, 2024"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PhD in Electrical Engineering Institution: Faculty of Science and Technology, Laboratory of Modeling Simulation and Optimization of Systems Complexes, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"Clasificaci\u00f3n mejorada de tumores cerebrales mediante EfficientNetB0 y SVM con optimizaci\u00f3n del algoritmo de b\u00fasqueda de","institution_ids":[]},{"raw_affiliation_string":"Faculty of Science and Technology, Laboratory of Modeling Simulation and Optimization of Systems Complexes, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"Master in Electrical Engineering Institution: Faculty of Science and Technology, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"PhD in Electrical Engineering Institution: Faculty of Exact Sciences, Telecommunications and Smart Systems Laboratory, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"PhD in Electrical Engineering Institution: Faculty of Science and Technology, Applied Automation and Industrial Diagnostics Laboratory, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"Studies in Engineering and Exact Sciences, Curitiba, v.5, n.2, p. 01-18, 2024","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028188416","display_name":"Omar Kacem","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210086990","display_name":"Ziane Achour University of Djelfa","ror":"https://ror.org/000jvv118","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210086990"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Omar Kacem","raw_affiliation_strings":["Master in Electrical Engineering Institution: Faculty of Science and Technology, University of Djelfa Address: Djelfa, Algeria","Clasificaci\u00f3n mejorada de tumores cerebrales mediante EfficientNetB0 y SVM con optimizaci\u00f3n del algoritmo de b\u00fasqueda de","Faculty of Science and Technology, Laboratory of Modeling Simulation and Optimization of Systems Complexes, University of Djelfa Address: Djelfa, Algeria","PhD in Electrical Engineering Institution: Faculty of Exact Sciences, Telecommunications and Smart Systems Laboratory, University of Djelfa Address: Djelfa, Algeria","PhD in Electrical Engineering Institution: Faculty of Science and Technology, Applied Automation and Industrial Diagnostics Laboratory, University of Djelfa Address: Djelfa, Algeria","PhD in Electrical Engineering Institution: Faculty of Science and Technology, Laboratory of Modeling Simulation and Optimization of Systems Complexes, University of Djelfa Address: Djelfa, Algeria","Studies in Engineering and Exact Sciences, Curitiba, v.5, n.2, p. 01-18, 2024"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Master in Electrical Engineering Institution: Faculty of Science and Technology, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"Clasificaci\u00f3n mejorada de tumores cerebrales mediante EfficientNetB0 y SVM con optimizaci\u00f3n del algoritmo de b\u00fasqueda de","institution_ids":[]},{"raw_affiliation_string":"Faculty of Science and Technology, Laboratory of Modeling Simulation and Optimization of Systems Complexes, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"PhD in Electrical Engineering Institution: Faculty of Exact Sciences, Telecommunications and Smart Systems Laboratory, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"PhD in Electrical Engineering Institution: Faculty of Science and Technology, Applied Automation and Industrial Diagnostics Laboratory, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"PhD in Electrical Engineering Institution: Faculty of Science and Technology, Laboratory of Modeling Simulation and Optimization of Systems Complexes, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"Studies in Engineering and Exact Sciences, Curitiba, v.5, n.2, p. 01-18, 2024","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114062198","display_name":"Hilal Naimi","orcid":"https://orcid.org/0009-0004-7571-9420","observed_orcids":["https://orcid.org/0009-0004-7571-9420"]},"institutions":[{"id":"https://openalex.org/I4210086990","display_name":"Ziane Achour University of Djelfa","ror":"https://ror.org/000jvv118","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210086990"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Hilal Naimi","raw_affiliation_strings":["PhD in Electrical Engineering Institution: Faculty of Science and Technology, Laboratory of Modeling Simulation and Optimization of Systems Complexes, University of Djelfa Address: Djelfa, Algeria","Clasificaci\u00f3n mejorada de tumores cerebrales mediante EfficientNetB0 y SVM con optimizaci\u00f3n del algoritmo de b\u00fasqueda de","Faculty of Science and Technology, Laboratory of Modeling Simulation and Optimization of Systems Complexes, University of Djelfa Address: Djelfa, Algeria","Master in Electrical Engineering Institution: Faculty of Science and Technology, University of Djelfa Address: Djelfa, Algeria","PhD in Electrical Engineering Institution: Faculty of Exact Sciences, Telecommunications and Smart Systems Laboratory, University of Djelfa Address: Djelfa, Algeria","PhD in Electrical Engineering Institution: Faculty of Science and Technology, Applied Automation and Industrial Diagnostics Laboratory, University of Djelfa Address: Djelfa, Algeria","Studies in Engineering and Exact Sciences, Curitiba, v.5, n.2, p. 01-18, 2024"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PhD in Electrical Engineering Institution: Faculty of Science and Technology, Laboratory of Modeling Simulation and Optimization of Systems Complexes, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"Clasificaci\u00f3n mejorada de tumores cerebrales mediante EfficientNetB0 y SVM con optimizaci\u00f3n del algoritmo de b\u00fasqueda de","institution_ids":[]},{"raw_affiliation_string":"Faculty of Science and Technology, Laboratory of Modeling Simulation and Optimization of Systems Complexes, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"Master in Electrical Engineering Institution: Faculty of Science and Technology, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"PhD in Electrical Engineering Institution: Faculty of Exact Sciences, Telecommunications and Smart Systems Laboratory, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"PhD in Electrical Engineering Institution: Faculty of Science and Technology, Applied Automation and Industrial Diagnostics Laboratory, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"Studies in Engineering and Exact Sciences, Curitiba, v.5, n.2, p. 01-18, 2024","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005375580","display_name":"Mohammed Bourennane","orcid":"https://orcid.org/0009-0000-1420-4467","observed_orcids":["https://orcid.org/0009-0000-1420-4467"]},"institutions":[{"id":"https://openalex.org/I4210086990","display_name":"Ziane Achour University of Djelfa","ror":"https://ror.org/000jvv118","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210086990"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Mohammed Bourennane","raw_affiliation_strings":["PhD in Electrical Engineering Institution: Faculty of Exact Sciences, Telecommunications and Smart Systems Laboratory, University of Djelfa Address: Djelfa, Algeria","Clasificaci\u00f3n mejorada de tumores cerebrales mediante EfficientNetB0 y SVM con optimizaci\u00f3n del algoritmo de b\u00fasqueda de","Faculty of Science and Technology, Laboratory of Modeling Simulation and Optimization of Systems Complexes, University of Djelfa Address: Djelfa, Algeria","Master in Electrical Engineering Institution: Faculty of Science and Technology, University of Djelfa Address: Djelfa, Algeria","PhD in Electrical Engineering Institution: Faculty of Science and Technology, Applied Automation and Industrial Diagnostics Laboratory, University of Djelfa Address: Djelfa, Algeria","PhD in Electrical Engineering Institution: Faculty of Science and Technology, Laboratory of Modeling Simulation and Optimization of Systems Complexes, University of Djelfa Address: Djelfa, Algeria","Studies in Engineering and Exact Sciences, Curitiba, v.5, n.2, p. 01-18, 2024"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PhD in Electrical Engineering Institution: Faculty of Exact Sciences, Telecommunications and Smart Systems Laboratory, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"Clasificaci\u00f3n mejorada de tumores cerebrales mediante EfficientNetB0 y SVM con optimizaci\u00f3n del algoritmo de b\u00fasqueda de","institution_ids":[]},{"raw_affiliation_string":"Faculty of Science and Technology, Laboratory of Modeling Simulation and Optimization of Systems Complexes, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"Master in Electrical Engineering Institution: Faculty of Science and Technology, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"PhD in Electrical Engineering Institution: Faculty of Science and Technology, Applied Automation and Industrial Diagnostics Laboratory, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"PhD in Electrical Engineering Institution: Faculty of Science and Technology, Laboratory of Modeling Simulation and Optimization of Systems Complexes, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"Studies in Engineering and Exact Sciences, Curitiba, v.5, n.2, p. 01-18, 2024","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013519386","display_name":"Mohamed Elbar","orcid":"https://orcid.org/0000-0002-2636-9469","observed_orcids":["https://orcid.org/0000-0002-2636-9469"]},"institutions":[{"id":"https://openalex.org/I4210086990","display_name":"Ziane Achour University of Djelfa","ror":"https://ror.org/000jvv118","country_code":"DZ","type":"education","lineage":["https://openalex.org/I4210086990"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Mohamed Elbar","raw_affiliation_strings":["PhD in Electrical Engineering Institution: Faculty of Science and Technology, Applied Automation and Industrial Diagnostics Laboratory, University of Djelfa Address: Djelfa, Algeria","Studies in Engineering and Exact Sciences, Curitiba, v.5, n.2, p. 01-18, 2024","Clasificaci\u00f3n mejorada de tumores cerebrales mediante EfficientNetB0 y SVM con optimizaci\u00f3n del algoritmo de b\u00fasqueda de","Faculty of Science and Technology, Laboratory of Modeling Simulation and Optimization of Systems Complexes, University of Djelfa Address: Djelfa, Algeria","Master in Electrical Engineering Institution: Faculty of Science and Technology, University of Djelfa Address: Djelfa, Algeria","PhD in Electrical Engineering Institution: Faculty of Exact Sciences, Telecommunications and Smart Systems Laboratory, University of Djelfa Address: Djelfa, Algeria","PhD in Electrical Engineering Institution: Faculty of Science and Technology, Laboratory of Modeling Simulation and Optimization of Systems Complexes, University of Djelfa Address: Djelfa, Algeria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"PhD in Electrical Engineering Institution: Faculty of Science and Technology, Applied Automation and Industrial Diagnostics Laboratory, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"Studies in Engineering and Exact Sciences, Curitiba, v.5, n.2, p. 01-18, 2024","institution_ids":[]},{"raw_affiliation_string":"Clasificaci\u00f3n mejorada de tumores cerebrales mediante EfficientNetB0 y SVM con optimizaci\u00f3n del algoritmo de b\u00fasqueda de","institution_ids":[]},{"raw_affiliation_string":"Faculty of Science and Technology, Laboratory of Modeling Simulation and Optimization of Systems Complexes, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"Master in Electrical Engineering Institution: Faculty of Science and Technology, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"PhD in Electrical Engineering Institution: Faculty of Exact Sciences, Telecommunications and Smart Systems Laboratory, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]},{"raw_affiliation_string":"PhD in Electrical Engineering Institution: Faculty of Science and Technology, Laboratory of Modeling Simulation and Optimization of Systems Complexes, University of Djelfa Address: Djelfa, Algeria","institution_ids":["https://openalex.org/I4210086990"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210086990"],"apc_list":null,"apc_paid":null,"fwci":0.1066,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.27642692,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":93},"biblio":{"volume":"5","issue":"2","first_page":"e7090","last_page":"e7090"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10862","display_name":"AI in cancer detection","score":0.00019999999494757503,"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/T10129","display_name":"Glioma Diagnosis and Treatment","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/brain-tumor-classification","display_name":"brain tumor classification","score":1.0},{"id":"https://openalex.org/keywords/efficientnet-b0","display_name":"EfficientNetB0","score":0.8539999723434448},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.9869999885559082},{"id":"https://openalex.org/keywords/hyperparameter-optimization","display_name":"hyperparameter optimization","score":0.7799999713897705},{"id":"https://openalex.org/keywords/pituitary-tumors","display_name":"pituitary tumors","score":0.8410000205039978},{"id":"https://openalex.org/keywords/glioma","display_name":"glioma","score":0.9959999918937683},{"id":"https://openalex.org/keywords/meningioma","display_name":"meningioma","score":1.0},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"magnetic resonance imaging","score":0.734000027179718},{"id":"https://openalex.org/keywords/hybrid-cnn-svm-classifier","display_name":"hybrid CNN-SVM classifier","score":0.6159999966621399},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"feature extraction","score":0.7149999737739563}],"concepts":[{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.7530582547187805},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.6533673405647278},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5593088269233704},{"id":"https://openalex.org/C2986314615","wikidata":"https://www.wikidata.org/wiki/Q36829","display_name":"Pareto optimal","level":3,"score":0.5092007517814636},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48886245489120483},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.4541435241699219},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.43887725472450256},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4214757978916168},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4032326936721802},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.3773311376571655},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.22905975580215454},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1810019314289093}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.54021/seesv5n2-132","doi":"https://doi.org/10.54021/seesv5n2-132","is_oa":true,"landing_page_url":"https://doi.org/10.54021/seesv5n2-132","pdf_url":"https://ojs.studiespublicacoes.com.br/ojs/index.php/sees/article/download/7090/4399","source":{"id":"https://openalex.org/S4210240673","display_name":"STUDIES IN ENGINEERING AND EXACT SCIENCES","issn_l":"2764-0981","issn":["2764-0981"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"STUDIES IN ENGINEERING AND EXACT SCIENCES","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.54021/seesv5n2-132","doi":"https://doi.org/10.54021/seesv5n2-132","is_oa":true,"landing_page_url":"https://doi.org/10.54021/seesv5n2-132","pdf_url":"https://ojs.studiespublicacoes.com.br/ojs/index.php/sees/article/download/7090/4399","source":{"id":"https://openalex.org/S4210240673","display_name":"STUDIES IN ENGINEERING AND EXACT SCIENCES","issn_l":"2764-0981","issn":["2764-0981"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"STUDIES IN ENGINEERING AND EXACT SCIENCES","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.6240000128746033,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4401948801.pdf","grobid_xml":"https://content.openalex.org/works/W4401948801.grobid-xml"},"referenced_works_count":25,"referenced_works":["https://openalex.org/W2999990453","https://openalex.org/W3011430986","https://openalex.org/W3172778143","https://openalex.org/W4205773649","https://openalex.org/W4212935145","https://openalex.org/W4229451349","https://openalex.org/W4296716476","https://openalex.org/W4311773132","https://openalex.org/W4321249727","https://openalex.org/W4376528501","https://openalex.org/W4378083946","https://openalex.org/W4384827506","https://openalex.org/W4385707915","https://openalex.org/W4388535750","https://openalex.org/W4389040626","https://openalex.org/W4389869370","https://openalex.org/W4390831000","https://openalex.org/W4391789273","https://openalex.org/W4391824042","https://openalex.org/W4392813889","https://openalex.org/W4394850494","https://openalex.org/W4396508601","https://openalex.org/W4396782879","https://openalex.org/W4397023773","https://openalex.org/W4398238991"],"related_works":["https://openalex.org/W4389041242","https://openalex.org/W7139927258","https://openalex.org/W4409567253","https://openalex.org/W7118444666","https://openalex.org/W7161252810","https://openalex.org/W4410108139","https://openalex.org/W7163398503","https://openalex.org/W7154454530","https://openalex.org/W4417451759","https://openalex.org/W4385659001"],"abstract_inverted_index":{"Classifying":[0],"tumors":[1],"by":[2,27,81],"type,":[3],"grade,":[4],"and":[5,12,49,66,128,148],"stage":[6],"is":[7],"crucial":[8],"for":[9,90,104,156],"treatment":[10],"decisions":[11],"predicting":[13],"outcomes.":[14],"Deep":[15],"learning,":[16],"especially":[17],"Convolutional":[18],"Neural":[19],"Networks":[20],"(CNNs),":[21],"has":[22],"significantly":[23,86,150],"advanced":[24],"tumor":[25],"classification":[26,43,88,118,154],"effectively":[28],"analyzing":[29],"complex":[30],"patterns":[31],"in":[32],"magnetic":[33],"resonance":[34],"(MR)":[35],"images.":[36,158],"This":[37],"work":[38],"presents":[39],"a":[40,82,117,133],"hybrid":[41],"image":[42],"method":[44],"using":[45],"the":[46,75,95,100,105,113,142,145],"EfficientNetB0":[47,69],"model":[48,70],"Support":[50],"Vector":[51],"Machine":[52],"(SVM)":[53],"to":[54,98,152],"categorize":[55],"brain":[56,91,157],"MR":[57],"images":[58],"into":[59],"pituitary":[60],"tumor,":[61,63,65],"glioma":[62],"meningioma":[64],"normal":[67],"brain.":[68],"extracts":[71],"deep":[72],"features":[73],"from":[74],"images,":[76,92],"which":[77],"are":[78],"then":[79],"classified":[80],"linear":[83,106],"SVM.":[84,107],"To":[85],"enhance":[87],"accuracy":[89,119,155],"we":[93],"use":[94],"Pareto":[96,146],"algorithm":[97,147],"determine":[99],"penalty":[101],"parameter":[102],"C":[103],"The":[108],"testing":[109],"results":[110,139],"showed":[111],"that":[112,141],"proposed":[114],"system":[115],"achieved":[116],"of":[120,123,126,130,136,144],"99.30%,":[121,124,127,131],"recall":[122],"precision":[125],"F1-score":[129],"with":[132],"high":[134],"specificity":[135],"99.77%.":[137],"These":[138],"demonstrate":[140],"combination":[143],"SVM":[149],"contributes":[151],"improved":[153]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2024-08-29T00:00:00"}