{"id":"https://openalex.org/W4403886300","doi":"https://doi.org/10.1186/s13040-024-00397-7","title":"Ensemble feature selection and tabular data augmentation with generative adversarial networks to enhance cutaneous melanoma identification and interpretability","display_name":"Ensemble feature selection and tabular data augmentation with generative adversarial networks to enhance cutaneous melanoma identification and interpretability","publication_year":2024,"publication_date":"2024-10-30","ids":{"openalex":"https://openalex.org/W4403886300","doi":"https://doi.org/10.1186/s13040-024-00397-7","pmid":"https://pubmed.ncbi.nlm.nih.gov/39478549"},"language":"en","primary_location":{"id":"doi:10.1186/s13040-024-00397-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13040-024-00397-7","pdf_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-024-00397-7","source":{"id":"https://openalex.org/S84409260","display_name":"BioData Mining","issn_l":"1756-0381","issn":["1756-0381"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BioData Mining","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-024-00397-7","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093587298","display_name":"Vanesa G\u00f3mez-Mart\u00ednez","orcid":"https://orcid.org/0009-0001-3349-3900"},"institutions":[{"id":"https://openalex.org/I182083151","display_name":"Universidad Rey Juan Carlos","ror":"https://ror.org/01v5cv687","country_code":"ES","type":"education","lineage":["https://openalex.org/I182083151"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Vanesa G\u00f3mez-Mart\u00ednez","raw_affiliation_strings":["Department of Signal Theory and Communications, Telematics and Computing Systems, Rey Juan Carlos University, Madrid, 28943, Spain. vanesa.gomez@urjc.es","Department of Signal Theory and Communications, Telematics and Computing Systems, Rey Juan Carlos University, Madrid, 28943, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Signal Theory and Communications, Telematics and Computing Systems, Rey Juan Carlos University, Madrid, 28943, Spain. vanesa.gomez@urjc.es","institution_ids":["https://openalex.org/I182083151"]},{"raw_affiliation_string":"Department of Signal Theory and Communications, Telematics and Computing Systems, Rey Juan Carlos University, Madrid, 28943, Spain","institution_ids":["https://openalex.org/I182083151"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018305051","display_name":"David Chushig-Muzo","orcid":"https://orcid.org/0000-0001-5585-2305"},"institutions":[{"id":"https://openalex.org/I182083151","display_name":"Universidad Rey Juan Carlos","ror":"https://ror.org/01v5cv687","country_code":"ES","type":"education","lineage":["https://openalex.org/I182083151"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"David Chushig-Muzo","raw_affiliation_strings":["Department of Signal Theory and Communications, Telematics and Computing Systems, Rey Juan Carlos University, Madrid, 28943, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Signal Theory and Communications, Telematics and Computing Systems, Rey Juan Carlos University, Madrid, 28943, Spain","institution_ids":["https://openalex.org/I182083151"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030783575","display_name":"Marit B. Veier\u00f8d","orcid":"https://orcid.org/0000-0002-2083-2758"},"institutions":[{"id":"https://openalex.org/I184942183","display_name":"University of Oslo","ror":"https://ror.org/01xtthb56","country_code":"NO","type":"education","lineage":["https://openalex.org/I184942183"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Marit B. Veier\u00f8d","raw_affiliation_strings":["Oslo Centre for Biostatistics and Epidemiology, Department of Biostatistics, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oslo Centre for Biostatistics and Epidemiology, Department of Biostatistics, Institute of Basic Medical Sciences, University of Oslo, Oslo, Norway","institution_ids":["https://openalex.org/I184942183"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071155725","display_name":"Concei\u00e7\u00e3o Granja","orcid":null},"institutions":[{"id":"https://openalex.org/I1298853749","display_name":"University Hospital of North Norway","ror":"https://ror.org/030v5kp38","country_code":"NO","type":"healthcare","lineage":["https://openalex.org/I1298853749","https://openalex.org/I63903255"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Concei\u00e7\u00e3o Granja","raw_affiliation_strings":["Norwegian Centre for E-health Research, University Hospital of North Norway, Troms\u00f8, 9019, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Norwegian Centre for E-health Research, University Hospital of North Norway, Troms\u00f8, 9019, Norway","institution_ids":["https://openalex.org/I1298853749"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084198564","display_name":"Cristina Soguero-Ru\u00edz","orcid":"https://orcid.org/0000-0001-5817-989X"},"institutions":[{"id":"https://openalex.org/I182083151","display_name":"Universidad Rey Juan Carlos","ror":"https://ror.org/01v5cv687","country_code":"ES","type":"education","lineage":["https://openalex.org/I182083151"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Cristina Soguero-Ruiz","raw_affiliation_strings":["Department of Signal Theory and Communications, Telematics and Computing Systems, Rey Juan Carlos University, Madrid, 28943, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Signal Theory and Communications, Telematics and Computing Systems, Rey Juan Carlos University, Madrid, 28943, Spain","institution_ids":["https://openalex.org/I182083151"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5093587298"],"corresponding_institution_ids":["https://openalex.org/I182083151"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":2.6301,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.91898721,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"17","issue":"1","first_page":"46","last_page":"46"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9883999824523926,"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"}},"topics":[{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.9883999824523926,"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"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.0031999999191612005,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.0017999999690800905,"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/interpretability","display_name":"Interpretability","score":0.8346278667449951},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.718547523021698},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7126725912094116},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6671349406242371},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5991851091384888},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5354303121566772},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4826396107673645},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4734582304954529},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4731356203556061},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.4250366985797882}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8346278667449951},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.718547523021698},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7126725912094116},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6671349406242371},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5991851091384888},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5354303121566772},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4826396107673645},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4734582304954529},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4731356203556061},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.4250366985797882},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1186/s13040-024-00397-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13040-024-00397-7","pdf_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-024-00397-7","source":{"id":"https://openalex.org/S84409260","display_name":"BioData Mining","issn_l":"1756-0381","issn":["1756-0381"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BioData Mining","raw_type":"journal-article"},{"id":"pmid:39478549","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39478549","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BioData mining","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11526724","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11526724","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11526724/pdf/13040_2024_Article_397.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BioData Min","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:50c8a3a4ed4c4155a53a138f8c5dda42","is_oa":true,"landing_page_url":"https://doaj.org/article/50c8a3a4ed4c4155a53a138f8c5dda42","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BioData Mining, Vol 17, Iss 1, Pp 1-30 (2024)","raw_type":"article"},{"id":"pmh:oai:www.duo.uio.no:10852/114281","is_oa":true,"landing_page_url":"http://hdl.handle.net/10852/114281","pdf_url":null,"source":{"id":"https://openalex.org/S4306401717","display_name":"Duo Research Archive (University of Oslo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184942183","host_organization_name":"University of Oslo","host_organization_lineage":["https://openalex.org/I184942183"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1186/s13040-024-00397-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13040-024-00397-7","pdf_url":"https://biodatamining.biomedcentral.com/counter/pdf/10.1186/s13040-024-00397-7","source":{"id":"https://openalex.org/S84409260","display_name":"BioData Mining","issn_l":"1756-0381","issn":["1756-0381"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BioData Mining","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.8199999928474426}],"awards":[{"id":"https://openalex.org/G3480869486","display_name":null,"funder_award_id":"13039","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G3602358629","display_name":null,"funder_award_id":"101017385","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G41449784","display_name":null,"funder_award_id":"PID2023-149457OB-I00","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G4937468798","display_name":null,"funder_award_id":"H2020","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G5175525644","display_name":null,"funder_award_id":"PID2019","funder_id":"https://openalex.org/F4320332999","funder_display_name":"Horizon 2020 Framework Programme"},{"id":"https://openalex.org/G5265172031","display_name":null,"funder_award_id":"H2020-EU.3.1","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G5479080572","display_name":null,"funder_award_id":"101017385","funder_id":"https://openalex.org/F4320332999","funder_display_name":"Horizon 2020 Framework Programme"},{"id":"https://openalex.org/G5600582317","display_name":null,"funder_award_id":"PID2019-107768RA-I00","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G6685425346","display_name":null,"funder_award_id":"0011033","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G683931746","display_name":null,"funder_award_id":"H2020","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G7084143925","display_name":null,"funder_award_id":"AEI/10","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G8684520763","display_name":null,"funder_award_id":"PID2019","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320332999","display_name":"Horizon 2020 Framework Programme","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320335598","display_name":"Agencia Estatal de Investigaci\u00f3n","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403886300.pdf","grobid_xml":"https://content.openalex.org/works/W4403886300.grobid-xml"},"referenced_works_count":135,"referenced_works":["https://openalex.org/W1506806321","https://openalex.org/W1938500889","https://openalex.org/W1981378875","https://openalex.org/W1994967090","https://openalex.org/W1996350067","https://openalex.org/W1996828958","https://openalex.org/W2000400809","https://openalex.org/W2003304826","https://openalex.org/W2019090719","https://openalex.org/W2037178857","https://openalex.org/W2037524852","https://openalex.org/W2056168656","https://openalex.org/W2061576204","https://openalex.org/W2108598243","https://openalex.org/W2118978333","https://openalex.org/W2148143831","https://openalex.org/W2148607183","https://openalex.org/W2152950860","https://openalex.org/W2164273268","https://openalex.org/W2194775991","https://openalex.org/W2206529707","https://openalex.org/W2293474310","https://openalex.org/W2327866126","https://openalex.org/W2338143533","https://openalex.org/W2498889855","https://openalex.org/W2562319768","https://openalex.org/W2578881278","https://openalex.org/W2604377165","https://openalex.org/W2618851150","https://openalex.org/W2623144351","https://openalex.org/W2737005191","https://openalex.org/W2761212090","https://openalex.org/W2762990942","https://openalex.org/W2766723855","https://openalex.org/W2789601516","https://openalex.org/W2793076225","https://openalex.org/W2797527544","https://openalex.org/W2807079708","https://openalex.org/W2808402517","https://openalex.org/W2808402757","https://openalex.org/W2808761706","https://openalex.org/W2808814350","https://openalex.org/W2885874495","https://openalex.org/W2889326414","https://openalex.org/W2890139949","https://openalex.org/W2899381407","https://openalex.org/W2906662890","https://openalex.org/W2912632242","https://openalex.org/W2912789725","https://openalex.org/W2916879452","https://openalex.org/W2948009788","https://openalex.org/W2952969434","https://openalex.org/W2954996726","https://openalex.org/W2963946669","https://openalex.org/W2964278775","https://openalex.org/W2965743638","https://openalex.org/W2968585572","https://openalex.org/W2972451147","https://openalex.org/W2994880724","https://openalex.org/W2996490063","https://openalex.org/W2998401283","https://openalex.org/W2998445959","https://openalex.org/W3014601769","https://openalex.org/W3015714375","https://openalex.org/W3021503072","https://openalex.org/W3022511023","https://openalex.org/W3022574011","https://openalex.org/W3029477994","https://openalex.org/W3034167140","https://openalex.org/W3035290865","https://openalex.org/W3035333819","https://openalex.org/W3037436903","https://openalex.org/W3042104961","https://openalex.org/W3081752372","https://openalex.org/W3082317190","https://openalex.org/W3096831136","https://openalex.org/W3097337942","https://openalex.org/W3109650690","https://openalex.org/W3115591251","https://openalex.org/W3128484727","https://openalex.org/W3134479548","https://openalex.org/W3134696896","https://openalex.org/W3134811368","https://openalex.org/W3149839747","https://openalex.org/W3164436829","https://openalex.org/W3164846705","https://openalex.org/W3176921057","https://openalex.org/W3176923149","https://openalex.org/W3196308418","https://openalex.org/W3212538456","https://openalex.org/W3215969524","https://openalex.org/W4200164089","https://openalex.org/W4200221062","https://openalex.org/W4206199821","https://openalex.org/W4211080575","https://openalex.org/W4214675061","https://openalex.org/W4220791756","https://openalex.org/W4220856798","https://openalex.org/W4220923808","https://openalex.org/W4220994654","https://openalex.org/W4224926120","https://openalex.org/W4226369230","https://openalex.org/W4236362309","https://openalex.org/W4242614154","https://openalex.org/W4281480124","https://openalex.org/W4281730194","https://openalex.org/W4283221352","https://openalex.org/W4285093398","https://openalex.org/W4289260297","https://openalex.org/W4293508270","https://openalex.org/W4293868491","https://openalex.org/W4300980427","https://openalex.org/W4306738992","https://openalex.org/W4307511304","https://openalex.org/W4308077314","https://openalex.org/W4309918626","https://openalex.org/W4310806103","https://openalex.org/W4311089294","https://openalex.org/W4311543568","https://openalex.org/W4313318198","https://openalex.org/W4318677174","https://openalex.org/W4322102006","https://openalex.org/W4360856876","https://openalex.org/W4368227418","https://openalex.org/W4380148842","https://openalex.org/W4385989325","https://openalex.org/W4387723908","https://openalex.org/W4389513437","https://openalex.org/W4390244826","https://openalex.org/W4392135599","https://openalex.org/W4392644017","https://openalex.org/W4394677549","https://openalex.org/W4401384485","https://openalex.org/W6765451912","https://openalex.org/W6941172531"],"related_works":["https://openalex.org/W2905433371","https://openalex.org/W2888392564","https://openalex.org/W4310278675","https://openalex.org/W4388422664","https://openalex.org/W4390569940","https://openalex.org/W4361193272","https://openalex.org/W2963326959","https://openalex.org/W4388685194","https://openalex.org/W4386564352","https://openalex.org/W2952668426"],"abstract_inverted_index":{"BACKGROUND:":[0],"Cutaneous":[1],"melanoma":[2,37,46,100,118,268,316],"is":[3],"the":[4,24,59,91,142,157,167,170,190,196,204,207,237,259,290,299,319],"most":[5,13,55],"aggressive":[6],"form":[7],"of":[8,26,189,198,229,244,292,301,321],"skin":[9,14,127,310],"cancer,":[10],"responsible":[11],"for":[12,45,156,258,324],"cancer-related":[15],"deaths.":[16],"Recent":[17],"advances":[18,309],"in":[19,36,102,169,298],"artificial":[20],"intelligence,":[21],"jointly":[22],"with":[23,90,174],"availability":[25],"public":[27,111],"dermoscopy":[28,107],"image":[29,40,56],"datasets,":[30,112],"have":[31,67],"allowed":[32],"to":[33,51,80,98,195,276,314],"assist":[34],"dermatologists":[35],"identification.":[38,326],"While":[39],"feature":[41,83,132],"extraction":[42,133],"holds":[43],"potential":[44],"detection,":[47],"it":[48],"often":[49],"leads":[50],"high-dimensional":[52],"data.":[53],"Furthermore,":[54],"datasets":[57],"present":[58],"class":[60],"imbalance":[61,191],"problem,":[62],"where":[63],"a":[64,186],"few":[65],"classes":[66],"numerous":[68],"samples,":[69],"whereas":[70,155],"others":[71],"are":[72],"under-represented.":[73],"METHODS:":[74],"In":[75],"this":[76],"paper,":[77],"we":[78,129,184,216],"propose":[79],"combine":[81],"ensemble":[82,172,230,293],"selection":[84],"(FS)":[85],"methods":[86,176],"and":[87,114,119,138,146,149,179,202,223,233,250,252,256,261,295,318],"data":[88,182,297],"augmentation":[89],"conditional":[92],"tabular":[93],"generative":[94],"adversarial":[95],"networks":[96],"(CTGAN)":[97],"enhance":[99],"identification":[101],"imbalanced":[103],"datasets.":[104],"We":[105,264],"employed":[106],"images":[108],"from":[109,126],"two":[110,131],"PH2":[113,260],"Derm7pt,":[115,262],"which":[116],"contain":[117],"not-melanoma":[120,279],"lesions.":[121],"To":[122,165,210],"capture":[123],"intrinsic":[124],"information":[125],"lesions,":[128],"conduct":[130],"(FE)":[134],"approaches,":[135],"including":[136],"handcrafted":[137],"embedding":[139],"features.":[140,285],"For":[141,181],"former,":[143],"color,":[144,277],"geometric":[145],"first-,":[147],"second-,":[148],"higher-order":[150],"texture":[151,284],"features":[152,274,323],"were":[153,160,177,270,281],"extracted,":[154],"latter,":[158],"embeddings":[159],"obtained":[161],"using":[162],"ResNet-based":[163],"models.":[164],"alleviate":[166],"high-dimensionality":[168],"FE,":[171],"FS":[173,294],"filter":[175],"used":[178,217],"evaluated.":[180],"augmentation,":[183],"conducted":[185],"progressive":[187],"analysis":[188],"ratio":[192],"(IR),":[193],"related":[194,275],"amount":[197],"synthetic":[199,296],"samples":[200],"created,":[201],"evaluated":[203],"impact":[205],"on":[206,213],"predictive":[208,214,239],"results.":[209],"gain":[211],"interpretability":[212],"models,":[215],"SHAP,":[218],"bootstrap":[219],"resampling":[220],"statistical":[221],"tests":[222],"UMAP":[224],"visualizations.":[225],"RESULTS:":[226],"The":[227],"combination":[228],"FS,":[231],"CTGAN,":[232],"linear":[234],"models":[235,302],"achieved":[236],"best":[238],"results,":[240],"achieving":[241],"AUCROC":[242],"values":[243],"87%":[245],"(with":[246,254],"support":[247],"vector":[248],"machine":[249],"IR=0.9)":[251],"76%":[253],"LASSO":[255],"IR=1.0)":[257],"respectively.":[263],"also":[265],"identified":[266],"that":[267,303],"lesions":[269,280],"mainly":[271],"characterized":[272,282],"by":[273,283],"while":[278],"CONCLUSIONS:":[286],"Our":[287],"results":[288],"demonstrate":[289],"effectiveness":[291],"development":[300],"accurately":[304],"identify":[305],"melanoma.":[306],"This":[307],"research":[308],"lesion":[311],"analysis,":[312],"contributing":[313],"both":[315],"detection":[317],"interpretation":[320],"main":[322],"its":[325]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8}],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2025-10-10T00:00:00"}