{"id":"https://openalex.org/W4385189024","doi":"https://doi.org/10.1145/3583133.3590678","title":"Designing Convolutional Neural Networks using Surrogate assisted Genetic Algorithm for Medical Image Classification","display_name":"Designing Convolutional Neural Networks using Surrogate assisted Genetic Algorithm for Medical Image Classification","publication_year":2023,"publication_date":"2023-07-15","ids":{"openalex":"https://openalex.org/W4385189024","doi":"https://doi.org/10.1145/3583133.3590678"},"language":"en","primary_location":{"id":"doi:10.1145/3583133.3590678","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3583133.3590678","pdf_url":"https://dl.acm.org/action/downloadSupplement?doi=10.1145%2F3583133.3590678&file=p263-ali-suppl.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Companion Conference on Genetic and Evolutionary Computation","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/action/downloadSupplement?doi=10.1145%2F3583133.3590678&file=p263-ali-suppl.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029470367","display_name":"Muhammad Junaid Ali","orcid":"https://orcid.org/0009-0007-9635-6341"},"institutions":[{"id":"https://openalex.org/I2800745255","display_name":"Universit\u00e9 de Haute-Alsace","ror":"https://ror.org/04k8k6n84","country_code":"FR","type":"education","lineage":["https://openalex.org/I2800745255"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Muhammad Junaid Ali","raw_affiliation_strings":["IRIMAS UR7499, Universit\u00e9 de Haute-Alsace, Mulhouse, France"],"affiliations":[{"raw_affiliation_string":"IRIMAS UR7499, Universit\u00e9 de Haute-Alsace, Mulhouse, France","institution_ids":["https://openalex.org/I2800745255"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055546112","display_name":"Laurent Moalic","orcid":"https://orcid.org/0000-0003-3749-3227"},"institutions":[{"id":"https://openalex.org/I2800745255","display_name":"Universit\u00e9 de Haute-Alsace","ror":"https://ror.org/04k8k6n84","country_code":"FR","type":"education","lineage":["https://openalex.org/I2800745255"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Laurent Moalic","raw_affiliation_strings":["IRIMAS UR7499, Universit\u00e9 de Haute-Alsace, Mulhouse, France"],"affiliations":[{"raw_affiliation_string":"IRIMAS UR7499, Universit\u00e9 de Haute-Alsace, Mulhouse, France","institution_ids":["https://openalex.org/I2800745255"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000623115","display_name":"Mokhtar Essaid","orcid":"https://orcid.org/0000-0003-3689-2402"},"institutions":[{"id":"https://openalex.org/I2800745255","display_name":"Universit\u00e9 de Haute-Alsace","ror":"https://ror.org/04k8k6n84","country_code":"FR","type":"education","lineage":["https://openalex.org/I2800745255"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Mokhtar Essaid","raw_affiliation_strings":["IRIMAS UR7499, Universit\u00e9 de Haute-Alsace, Mulhouse, France"],"affiliations":[{"raw_affiliation_string":"IRIMAS UR7499, Universit\u00e9 de Haute-Alsace, Mulhouse, France","institution_ids":["https://openalex.org/I2800745255"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077151661","display_name":"Lhassane Idoumghar","orcid":"https://orcid.org/0000-0001-8853-3968"},"institutions":[{"id":"https://openalex.org/I2800745255","display_name":"Universit\u00e9 de Haute-Alsace","ror":"https://ror.org/04k8k6n84","country_code":"FR","type":"education","lineage":["https://openalex.org/I2800745255"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Lhassane Idoumghar","raw_affiliation_strings":["IRIMAS UR7499, Universit\u00e9 de Haute-Alsace, Mulhouse, France"],"affiliations":[{"raw_affiliation_string":"IRIMAS UR7499, Universit\u00e9 de Haute-Alsace, Mulhouse, France","institution_ids":["https://openalex.org/I2800745255"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5029470367"],"corresponding_institution_ids":["https://openalex.org/I2800745255"],"apc_list":null,"apc_paid":null,"fwci":0.3457,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.6489197,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"263","last_page":"266"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9994999766349792,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9973000288009644,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9958000183105469,"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/computer-science","display_name":"Computer science","score":0.7734036445617676},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7607501149177551},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.713163435459137},{"id":"https://openalex.org/keywords/encoding","display_name":"Encoding (memory)","score":0.6708037257194519},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5969591736793518},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.5854365825653076},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5352550148963928},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5339884161949158},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5145977735519409},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4947158992290497},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4562886357307434},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.437540203332901},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.4343158006668091},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.42989397048950195},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.418100506067276},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.40061700344085693},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3065185546875}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7734036445617676},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7607501149177551},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.713163435459137},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.6708037257194519},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5969591736793518},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.5854365825653076},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5352550148963928},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5339884161949158},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5145977735519409},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4947158992290497},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4562886357307434},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.437540203332901},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.4343158006668091},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.42989397048950195},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.418100506067276},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.40061700344085693},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3065185546875},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3583133.3590678","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3583133.3590678","pdf_url":"https://dl.acm.org/action/downloadSupplement?doi=10.1145%2F3583133.3590678&file=p263-ali-suppl.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Companion Conference on Genetic and Evolutionary Computation","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3583133.3590678","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3583133.3590678","pdf_url":"https://dl.acm.org/action/downloadSupplement?doi=10.1145%2F3583133.3590678&file=p263-ali-suppl.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Companion Conference on Genetic and Evolutionary Computation","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5580756418","display_name":null,"funder_award_id":"ANR-20-THIA-0006-01","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G7518490959","display_name":null,"funder_award_id":"ANR-20-THIA-0006","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"}],"funders":[{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385189024.pdf","grobid_xml":"https://content.openalex.org/works/W4385189024.grobid-xml"},"referenced_works_count":13,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2953308748","https://openalex.org/W2954234207","https://openalex.org/W2954826798","https://openalex.org/W2963446712","https://openalex.org/W2964081807","https://openalex.org/W2965658867","https://openalex.org/W3027613311","https://openalex.org/W3171771940","https://openalex.org/W3195974702","https://openalex.org/W4287725527","https://openalex.org/W4294811417","https://openalex.org/W6780197768"],"related_works":["https://openalex.org/W4297582752","https://openalex.org/W4285805405","https://openalex.org/W85101999","https://openalex.org/W2391924736","https://openalex.org/W3133779647","https://openalex.org/W4291270682","https://openalex.org/W1560122427","https://openalex.org/W2593449396","https://openalex.org/W2780789525","https://openalex.org/W2787833928"],"abstract_inverted_index":{"Recently,":[0],"Deep":[1],"Learning":[2],"(DL)":[3],"algorithms":[4,16,61],"have":[5],"shown":[6],"state-of-the-art":[7,176],"performance":[8],"in":[9,58,118],"numerous":[10],"tasks.":[11],"The":[12,162],"design":[13,65],"of":[14,107,115,125,147,168],"DL":[15],"is":[17,32],"time-consuming":[18],"process":[19],"that":[20],"requires":[21],"expert-level":[22],"knowledge.":[23],"To":[24,143],"overcome":[25],"this":[26,69],"problem,":[27],"Neural":[28,80],"Architecture":[29],"Search":[30],"(NAS)":[31],"proposed,":[33],"which":[34,59,87],"automatically":[35],"searches":[36],"for":[37,43],"the":[38,122,126,130,145,148,159,166,169],"best":[39],"neural":[40,66],"network":[41],"architecture":[42],"a":[44,53,73,89,112],"given":[45],"task.":[46],"Indeed,":[47],"evolutionary":[48,60],"NAS":[49],"has":[50],"emerged":[51],"as":[52],"widely":[54],"studied":[55],"research":[56],"area,":[57],"are":[62,135,151],"used":[63,136],"to":[64,77,99,111,120,137,173],"networks.":[67],"In":[68],"study,":[70],"we":[71],"proposed":[72,170],"novel":[74],"encoding":[75],"scheme":[76],"represent":[78],"Convolutional":[79],"Network":[81],"(CNN)":[82],"architectures":[83],"using":[84],"continuous":[85],"representation,":[86],"provides":[88],"larger":[90],"search":[91,131],"space":[92],"and":[93,155],"potentially":[94],"finds":[95],"better":[96,105],"solutions":[97],"compared":[98,172],"discrete":[100],"representations.":[101],"Moreover,":[102],"it":[103],"allows":[104],"exploitation":[106],"genetic":[108],"operators,":[109],"leading":[110],"quick":[113],"convergence":[114],"individuals.":[116],"Furthermore,":[117],"order":[119],"reduce":[121],"computational":[123],"time":[124],"evaluation":[127],"phase":[128],"during":[129],"process,":[132],"surrogate":[133],"models":[134],"provide":[138],"an":[139],"alternative":[140],"objective":[141],"function.":[142],"evaluate":[144],"effectiveness":[146,167],"proposal,":[149],"experiments":[150],"performed":[152],"on":[153],"CIFAR-10":[154],"multiple":[156],"datasets":[157],"from":[158],"MedMNIST":[160],"benchmark.":[161],"experimental":[163],"results":[164],"demonstrated":[165],"approach":[171],"several":[174],"existing":[175],"algorithms.":[177]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}