{"id":"https://openalex.org/W4399526910","doi":"https://doi.org/10.1109/access.2024.3412412","title":"Optimizing Tumor Classification Through Transfer Learning and Particle Swarm Optimization-Driven Feature Extraction","display_name":"Optimizing Tumor Classification Through Transfer Learning and Particle Swarm Optimization-Driven Feature Extraction","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4399526910","doi":"https://doi.org/10.1109/access.2024.3412412"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3412412","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3412412","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2024.3412412","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5052731223","display_name":"Ali Akbar Siddique","orcid":"https://orcid.org/0000-0002-9641-7067"},"institutions":[{"id":"https://openalex.org/I34478861","display_name":"Sir Syed University of Engineering and Technology","ror":"https://ror.org/02n4kqn31","country_code":"PK","type":"education","lineage":["https://openalex.org/I34478861"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Ali Akbar Siddique","raw_affiliation_strings":["Department of Telecommunication Engineering, Sir Syed University of Engineering and Technology, Karachi, Pakistan"],"raw_orcid":"https://orcid.org/0000-0002-9641-7067","affiliations":[{"raw_affiliation_string":"Department of Telecommunication Engineering, Sir Syed University of Engineering and Technology, Karachi, Pakistan","institution_ids":["https://openalex.org/I34478861"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101533702","display_name":"Asif Raza","orcid":"https://orcid.org/0000-0002-2340-0627"},"institutions":[{"id":"https://openalex.org/I34478861","display_name":"Sir Syed University of Engineering and Technology","ror":"https://ror.org/02n4kqn31","country_code":"PK","type":"education","lineage":["https://openalex.org/I34478861"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Asif Raza","raw_affiliation_strings":["Department of Computer Science, Sir Syed University of Engineering and Technology, Karachi, Pakistan"],"raw_orcid":"https://orcid.org/0000-0002-2340-0627","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Sir Syed University of Engineering and Technology, Karachi, Pakistan","institution_ids":["https://openalex.org/I34478861"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026392286","display_name":"Mohammed S. Alshehri","orcid":"https://orcid.org/0000-0001-9471-7720"},"institutions":[{"id":"https://openalex.org/I47164929","display_name":"Najran University","ror":"https://ror.org/05edw4a90","country_code":"SA","type":"education","lineage":["https://openalex.org/I47164929"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohammed S. Alshehri","raw_affiliation_strings":["Departments of Computer Science, College of Computer Science and Information Systems, Najran University, Najran, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0001-9471-7720","affiliations":[{"raw_affiliation_string":"Departments of Computer Science, College of Computer Science and Information Systems, Najran University, Najran, Saudi Arabia","institution_ids":["https://openalex.org/I47164929"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015556666","display_name":"Nada Alasbali","orcid":"https://orcid.org/0000-0003-2541-7876"},"institutions":[{"id":"https://openalex.org/I82952536","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30","country_code":"SA","type":"education","lineage":["https://openalex.org/I82952536"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Nada Alasbali","raw_affiliation_strings":["Department of Informatics and Computing Systems, Computer Science College, King Khalid University, Abha, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Informatics and Computing Systems, Computer Science College, King Khalid University, Abha, Saudi Arabia","institution_ids":["https://openalex.org/I82952536"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067603006","display_name":"Saadullah Farooq Abbasi","orcid":"https://orcid.org/0000-0001-9814-3023"},"institutions":[{"id":"https://openalex.org/I79619799","display_name":"University of Birmingham","ror":"https://ror.org/03angcq70","country_code":"GB","type":"education","lineage":["https://openalex.org/I79619799"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Saadullah Farooq Abbasi","raw_affiliation_strings":["Department of Electronic, Electrical and System Engineering, University of Birmingham, Birmingham, U.K"],"raw_orcid":"https://orcid.org/0000-0001-9814-3023","affiliations":[{"raw_affiliation_string":"Department of Electronic, Electrical and System Engineering, University of Birmingham, Birmingham, U.K","institution_ids":["https://openalex.org/I79619799"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":3.6545,"has_fulltext":true,"cited_by_count":17,"citation_normalized_percentile":{"value":0.93269231,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"12","issue":null,"first_page":"85929","last_page":"85939"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9998999834060669,"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":0.9998999834060669,"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9916999936103821,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9864000082015991,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.8157820701599121},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7347264885902405},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.6440849304199219},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.6157864332199097},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5622783899307251},{"id":"https://openalex.org/keywords/extraction","display_name":"Extraction (chemistry)","score":0.5325509309768677},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4673768877983093},{"id":"https://openalex.org/keywords/multi-swarm-optimization","display_name":"Multi-swarm optimization","score":0.4561227858066559},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38043227791786194},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3629811406135559},{"id":"https://openalex.org/keywords/chromatography","display_name":"Chromatography","score":0.06358504295349121},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.05896922945976257}],"concepts":[{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.8157820701599121},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7347264885902405},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.6440849304199219},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.6157864332199097},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5622783899307251},{"id":"https://openalex.org/C4725764","wikidata":"https://www.wikidata.org/wiki/Q844704","display_name":"Extraction (chemistry)","level":2,"score":0.5325509309768677},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4673768877983093},{"id":"https://openalex.org/C122357587","wikidata":"https://www.wikidata.org/wiki/Q6934508","display_name":"Multi-swarm optimization","level":3,"score":0.4561227858066559},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38043227791786194},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3629811406135559},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.06358504295349121},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.05896922945976257},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2024.3412412","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3412412","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:pure.atira.dk:publications/b7066b62-f070-48da-b155-2795928b6fe7","is_oa":true,"landing_page_url":"https://research.birmingham.ac.uk/en/publications/b7066b62-f070-48da-b155-2795928b6fe7","pdf_url":"https://pure-oai.bham.ac.uk/ws/files/234078181/Optimizing_Tumor_Classification_Through_Transfer_Learning_and_Particle_Swarm_Optimization-Driven_Feature_Extraction.pdf","source":{"id":"https://openalex.org/S4306402634","display_name":"University of Birmingham Research Portal (University of Birmingham)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79619799","host_organization_name":"University of Birmingham","host_organization_lineage":["https://openalex.org/I79619799"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Siddique , A A , Raza , A , Alshehri , M S , Alasbali , N & Abbasi , S F 2024 , ' Optimizing Tumor Classification Through Transfer Learning and Particle Swarm Optimization-Driven Feature Extraction ' , IEEE Access , vol. 12 , pp. 85929-85939 . https://doi.org/10.1109/ACCESS.2024.3412412","raw_type":"article"},{"id":"pmh:oai:doaj.org/article:4f1eb6d3136a4a498138754cf892ef4c","is_oa":true,"landing_page_url":"https://doaj.org/article/4f1eb6d3136a4a498138754cf892ef4c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 85929-85939 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3412412","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3412412","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2078315971","display_name":null,"funder_award_id":"RGP1/405/44","funder_id":"https://openalex.org/F4320322804","funder_display_name":"Deanship of Scientific Research, King Faisal University"}],"funders":[{"id":"https://openalex.org/F4320322804","display_name":"Deanship of Scientific Research, King Faisal University","ror":"https://ror.org/00dn43547"},{"id":"https://openalex.org/F4320324433","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W1986614398","https://openalex.org/W2155051839","https://openalex.org/W2904910159","https://openalex.org/W2912633045","https://openalex.org/W2954221960","https://openalex.org/W2955295838","https://openalex.org/W3006901343","https://openalex.org/W3011430986","https://openalex.org/W3072449398","https://openalex.org/W3204655109","https://openalex.org/W4224271142","https://openalex.org/W4291993480","https://openalex.org/W4295137765","https://openalex.org/W4307112373","https://openalex.org/W4308885881","https://openalex.org/W4308896369","https://openalex.org/W4309905398","https://openalex.org/W4315475723","https://openalex.org/W4316039008","https://openalex.org/W4317623085","https://openalex.org/W4318482339","https://openalex.org/W4319083555","https://openalex.org/W4319303005","https://openalex.org/W4319598830","https://openalex.org/W4320917976","https://openalex.org/W4323040622","https://openalex.org/W4323361518","https://openalex.org/W4324082034","https://openalex.org/W4361987621","https://openalex.org/W4362001812","https://openalex.org/W4362514148","https://openalex.org/W4362514152","https://openalex.org/W4362579160","https://openalex.org/W4379162528","https://openalex.org/W4387250126","https://openalex.org/W4389152113","https://openalex.org/W6686164453","https://openalex.org/W6765732555"],"related_works":["https://openalex.org/W2006324351","https://openalex.org/W2965421953","https://openalex.org/W2349895019","https://openalex.org/W2116074880","https://openalex.org/W2950423922","https://openalex.org/W2070977815","https://openalex.org/W2121780490","https://openalex.org/W2137136732","https://openalex.org/W2972744589","https://openalex.org/W2132113279"],"abstract_inverted_index":{"Brain":[0],"tumors":[1],"pose":[2],"a":[3,32,103,194],"significant":[4],"threat,":[5],"especially":[6],"when":[7],"not":[8],"detected":[9],"early.":[10],"The":[11,106,167,178],"Inception":[12,74,83,94],"v3":[13,75,84,95],"machine":[14],"learning":[15,35],"model":[16,36,96,141,213],"has":[17],"found":[18],"extensive":[19],"applications":[20],"in":[21,102,113],"computer":[22],"vision":[23],"and":[24,60,123,161,219],"related":[25],"fields.":[26],"This":[27,125],"study":[28],"aims":[29],"to":[30,40,77,99,173],"develop":[31],"robust":[33],"transfer":[34],"for":[37,51,73,92],"classification,":[38],"adaptable":[39],"various":[41],"data":[42],"modalities":[43],"through":[44,184],"neural":[45,53],"networks.":[46],"However,":[47],"the":[48,89,110,115,120,133,140,144,148,154,175,207,211],"training":[49,71,118,221],"process":[50],"these":[52],"networks":[54],"is":[55,127,136],"complex,":[56],"being":[57,137],"both":[58],"demanding":[59],"computationally":[61],"intensive.":[62],"To":[63],"tackle":[64],"this":[65,87],"challenge,":[66],"we":[67],"introduce":[68],"an":[69],"innovative":[70],"approach":[72],"referred":[76],"as":[78],"\u2018PSO-INCEPT\u2019":[79],"(Particle":[80],"Swarm":[81],"Optimization-based":[82],"training).":[85],"In":[86,147],"method,":[88],"weight":[90,156],"vectors":[91,157],"each":[93],"are":[97],"analogized":[98],"particle":[100,159],"positions":[101],"phase":[104],"space.":[105],"PSO":[107],"cooperates":[108],"with":[109,119],"ADAM":[111,145],"optimizer":[112],"achieving":[114],"purpose":[116],"of":[117,129,180,210],"best":[121],"performance":[122],"generalization.":[124],"research":[126],"composed":[128],"two":[130],"main":[131],"parts,":[132],"first":[134],"stage":[135],"performed":[138],"by":[139,198,214],"independently":[142],"using":[143],"optimizer.":[146],"following":[149],"stage,":[150],"PSO-INCEPT":[151,181],"models":[152],"share":[153],"latest":[155],"or":[158],"coordinates":[160],"loss":[162],"function":[163,169],"approximations":[164],"via":[165],"training.":[166],"optimization":[168],"then":[170],"uses":[171],"them":[172],"improve":[174],"validation":[176,217],"accuracy.":[177],"effectiveness":[179],"was":[182],"evaluated":[183],"experiments":[185],"that":[186,192],"were":[187],"conducted":[188],"on":[189],"Kaggle":[190],"datasets":[191],"provide":[193],"common":[195],"base":[196],"ground":[197],"having":[199],"four":[200],"distinct":[201],"classes.":[202],"Experimental":[203],"studies":[204],"have":[205],"proven":[206],"extraordinary":[208],"ability":[209],"proposed":[212],"providing":[215],"99.33%":[216],"accuracy":[218,222],"99.95%":[220],"which":[223],"shows":[224],"exceptional":[225],"performance.":[226]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":13},{"year":2024,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
