{"id":"https://openalex.org/W4386474887","doi":"https://doi.org/10.1109/iccsce58721.2023.10237178","title":"A Comparative Performance of Genetic Algorithm and Bayesian Optimization for Hyperparameter Tuning for Mammogram Classification","display_name":"A Comparative Performance of Genetic Algorithm and Bayesian Optimization for Hyperparameter Tuning for Mammogram Classification","publication_year":2023,"publication_date":"2023-08-25","ids":{"openalex":"https://openalex.org/W4386474887","doi":"https://doi.org/10.1109/iccsce58721.2023.10237178"},"language":"en","primary_location":{"id":"doi:10.1109/iccsce58721.2023.10237178","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iccsce58721.2023.10237178","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 13th International Conference on Control System, Computing and Engineering (ICCSCE)","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/A5028702508","display_name":"Noor Fadzilah Razali","orcid":"https://orcid.org/0000-0002-5085-1044"},"institutions":[{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Noor Fadzilah Razali","raw_affiliation_strings":["Universiti Teknologi MARA, Cawangan Pulau Pinang, Permatang Pauh Campus,Electrical Engineering Studies, College of Engineering,Permatang Pauh,Penang,Malaysia,13500"],"affiliations":[{"raw_affiliation_string":"Universiti Teknologi MARA, Cawangan Pulau Pinang, Permatang Pauh Campus,Electrical Engineering Studies, College of Engineering,Permatang Pauh,Penang,Malaysia,13500","institution_ids":["https://openalex.org/I82724352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029900048","display_name":"Iza Sazanita Isa","orcid":"https://orcid.org/0000-0002-4072-3612"},"institutions":[{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Iza Sazanita Isa","raw_affiliation_strings":["Universiti Teknologi MARA, Cawangan Pulau Pinang, Permatang Pauh Campus,Electrical Engineering Studies, College of Engineering,Permatang Pauh,Penang,Malaysia,13500"],"affiliations":[{"raw_affiliation_string":"Universiti Teknologi MARA, Cawangan Pulau Pinang, Permatang Pauh Campus,Electrical Engineering Studies, College of Engineering,Permatang Pauh,Penang,Malaysia,13500","institution_ids":["https://openalex.org/I82724352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078773274","display_name":"Siti Noraini Sulaiman","orcid":"https://orcid.org/0000-0002-9545-5651"},"institutions":[{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Siti Noraini Sulaiman","raw_affiliation_strings":["Universiti Teknologi MARA, Cawangan Pulau Pinang, Permatang Pauh Campus,Electrical Engineering Studies, College of Engineering,Permatang Pauh,Penang,Malaysia,13500","Integrative Pharmacogenomics Institute (iPROMISE), UiTM Puncak Alam Campus, Bandar Puncak Alam, Puncak Alam, Selangor, Malaysia"],"affiliations":[{"raw_affiliation_string":"Universiti Teknologi MARA, Cawangan Pulau Pinang, Permatang Pauh Campus,Electrical Engineering Studies, College of Engineering,Permatang Pauh,Penang,Malaysia,13500","institution_ids":["https://openalex.org/I82724352"]},{"raw_affiliation_string":"Integrative Pharmacogenomics Institute (iPROMISE), UiTM Puncak Alam Campus, Bandar Puncak Alam, Puncak Alam, Selangor, Malaysia","institution_ids":["https://openalex.org/I82724352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010337917","display_name":"Noor Khairiah A. Karim","orcid":"https://orcid.org/0000-0001-8176-3939"},"institutions":[{"id":"https://openalex.org/I139322472","display_name":"Universiti Sains Malaysia","ror":"https://ror.org/02rgb2k63","country_code":"MY","type":"education","lineage":["https://openalex.org/I139322472"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Noor Khairiah A. Karim","raw_affiliation_strings":["Advanced Medical and Dental Institute, Universiti Sains Malaysia Bertam,Department of Biomedical Imaging,Kepala Batas,Pulau Pinang,Malaysia,13200"],"affiliations":[{"raw_affiliation_string":"Advanced Medical and Dental Institute, Universiti Sains Malaysia Bertam,Department of Biomedical Imaging,Kepala Batas,Pulau Pinang,Malaysia,13200","institution_ids":["https://openalex.org/I139322472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005664778","display_name":"Muhammad Khusairi Osman","orcid":"https://orcid.org/0000-0002-5479-6409"},"institutions":[{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Muhammad Khusairi Osman","raw_affiliation_strings":["Universiti Teknologi MARA, Cawangan Pulau Pinang, Permatang Pauh Campus,Electrical Engineering Studies, College of Engineering,Permatang Pauh,Penang,Malaysia,13500"],"affiliations":[{"raw_affiliation_string":"Universiti Teknologi MARA, Cawangan Pulau Pinang, Permatang Pauh Campus,Electrical Engineering Studies, College of Engineering,Permatang Pauh,Penang,Malaysia,13500","institution_ids":["https://openalex.org/I82724352"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022903950","display_name":"Zainal Hisham Che Soh","orcid":"https://orcid.org/0000-0001-7976-078X"},"institutions":[{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Zainal Hisham Che Soh","raw_affiliation_strings":["Universiti Teknologi MARA, Cawangan Pulau Pinang, Permatang Pauh Campus,Electrical Engineering Studies, College of Engineering,Permatang Pauh,Penang,Malaysia,13500"],"affiliations":[{"raw_affiliation_string":"Universiti Teknologi MARA, Cawangan Pulau Pinang, Permatang Pauh Campus,Electrical Engineering Studies, College of Engineering,Permatang Pauh,Penang,Malaysia,13500","institution_ids":["https://openalex.org/I82724352"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027356897","display_name":"Zakiah Mohd Yusoff","orcid":"https://orcid.org/0000-0003-1865-0856"},"institutions":[{"id":"https://openalex.org/I82724352","display_name":"Universiti Teknologi MARA","ror":"https://ror.org/05n8tts92","country_code":"MY","type":"education","lineage":["https://openalex.org/I82724352"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Zakiah Mohd Yusoff","raw_affiliation_strings":["Universiti Teknologi MARA, Cawangan Johor, Pasir Gudang Campus,Electrical Engineering Studies, College of Engineering,Pasir Gudang,Johor,Malaysia,81750"],"affiliations":[{"raw_affiliation_string":"Universiti Teknologi MARA, Cawangan Johor, Pasir Gudang Campus,Electrical Engineering Studies, College of Engineering,Pasir Gudang,Johor,Malaysia,81750","institution_ids":["https://openalex.org/I82724352"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5028702508"],"corresponding_institution_ids":["https://openalex.org/I82724352"],"apc_list":null,"apc_paid":null,"fwci":0.3491,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.65361161,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"13","issue":null,"first_page":"173","last_page":"178"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9998999834060669,"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/T10862","display_name":"AI in cancer detection","score":0.9998999834060669,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9979000091552734,"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/T10885","display_name":"Gene expression and cancer classification","score":0.9923999905586243,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.9065784811973572},{"id":"https://openalex.org/keywords/bayesian-optimization","display_name":"Bayesian optimization","score":0.7966850996017456},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6665319800376892},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5634105801582336},{"id":"https://openalex.org/keywords/hyperparameter-optimization","display_name":"Hyperparameter optimization","score":0.5468527674674988},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.47836822271347046},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4725218415260315},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.4700416922569275},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45305365324020386},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.42357516288757324},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4128812849521637},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3724978566169739},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.12126317620277405}],"concepts":[{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.9065784811973572},{"id":"https://openalex.org/C2778049539","wikidata":"https://www.wikidata.org/wiki/Q17002908","display_name":"Bayesian optimization","level":2,"score":0.7966850996017456},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6665319800376892},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5634105801582336},{"id":"https://openalex.org/C10485038","wikidata":"https://www.wikidata.org/wiki/Q48996162","display_name":"Hyperparameter optimization","level":3,"score":0.5468527674674988},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.47836822271347046},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4725218415260315},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.4700416922569275},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45305365324020386},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.42357516288757324},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4128812849521637},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3724978566169739},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.12126317620277405},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iccsce58721.2023.10237178","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/iccsce58721.2023.10237178","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 13th International Conference on Control System, Computing and Engineering (ICCSCE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.6499999761581421}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321147","display_name":"Ministry of Higher Education","ror":"https://ror.org/0512bh102"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W304373761","https://openalex.org/W1601795611","https://openalex.org/W1985842955","https://openalex.org/W2082311289","https://openalex.org/W2097998348","https://openalex.org/W2131241448","https://openalex.org/W2163605009","https://openalex.org/W2192203593","https://openalex.org/W2818275232","https://openalex.org/W2963815651","https://openalex.org/W2995942064","https://openalex.org/W3023402959","https://openalex.org/W3088065446","https://openalex.org/W3096265120","https://openalex.org/W3128646645","https://openalex.org/W3146507087","https://openalex.org/W3199262103","https://openalex.org/W4213083527","https://openalex.org/W4213353729","https://openalex.org/W4223467452","https://openalex.org/W4308415759","https://openalex.org/W4313549069","https://openalex.org/W4317906739","https://openalex.org/W4322505700","https://openalex.org/W6674385629","https://openalex.org/W6678911119","https://openalex.org/W6684191040","https://openalex.org/W6730169791"],"related_works":["https://openalex.org/W3169687406","https://openalex.org/W3206613651","https://openalex.org/W4286902601","https://openalex.org/W2200000192","https://openalex.org/W2395916875","https://openalex.org/W2405673391","https://openalex.org/W3103707007","https://openalex.org/W2906178137","https://openalex.org/W2963001956","https://openalex.org/W2782093256"],"abstract_inverted_index":{"An":[0],"accurate":[1],"breast":[2,79],"cancer":[3],"classification":[4,81],"utilizing":[5],"Convolutional":[6],"Neural":[7],"Network":[8],"(CNN)":[9],"requires":[10],"the":[11,76,93,112,126,134,140,145,151],"best":[12,97],"option":[13],"of":[14,82,92,109,114,136,139,147],"hyperparameter":[15,58],"selection":[16],"to":[17,33,37,111,116],"create":[18],"a":[19,42,47,87,148],"robust":[20],"and":[21,35,68,84,107,142],"adaptive":[22],"algorithm":[23],"based":[24,74],"on":[25,46,75,86],"different":[26],"datasets.":[27],"Standard":[28],"optimization":[29,44,62,66,70,130],"algorithms":[30],"are":[31,72],"subjected":[32],"nondeterministic":[34],"restricted":[36,43],"integer-valued":[38],"parameters":[39],"that":[40],"cause":[41],"process":[45,131],"highly":[48],"non-linear":[49],"dataset":[50],"such":[51],"as":[52],"mammogram":[53,90],"images.":[54],"In":[55],"this":[56],"study,":[57],"tuning":[59],"through":[60],"two":[61],"methods,":[63],"Genetic":[64],"Algorithm":[65],"(GAO)":[67],"Bayesian":[69],"(BO),":[71],"compared":[73],"evaluation":[77],"for":[78,133,150],"mass":[80],"benign":[83],"malignant":[85],"publicly":[88],"available":[89],"image":[91],"INbreast":[94],"dataset.":[95],"The":[96,129],"model":[98],"shows":[99],"an":[100],"increase":[101],"in":[102],"testing":[103],"accuracy":[104],"at":[105],"90.05%":[106],"balancing":[108],"sensitivity":[110],"specificity":[113],"0.803":[115],"0.9481,":[117],"improving":[118],"its":[119],"true":[120],"positive":[121],"rate":[122],"when":[123],"optimized":[124],"using":[125],"GAO":[127],"method.":[128],"allows":[132],"combination":[135],"genetic":[137],"mutations":[138],"parent":[141],"fusion":[143],"improves":[144],"creation":[146],"population":[149],"best-trained":[152],"network.":[153]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}