{"id":"https://openalex.org/W4390632265","doi":"https://doi.org/10.1504/ijahuc.2024.136151","title":"Optimal Hybrid Classifier with Fine-tuned Hyper parameter and Improved Fuzzy C Means Segmentation: Skin Cancer Detection","display_name":"Optimal Hybrid Classifier with Fine-tuned Hyper parameter and Improved Fuzzy C Means Segmentation: Skin Cancer Detection","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4390632265","doi":"https://doi.org/10.1504/ijahuc.2024.136151"},"language":"en","primary_location":{"id":"doi:10.1504/ijahuc.2024.136151","doi":"https://doi.org/10.1504/ijahuc.2024.136151","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijahuc.2024.136151","pdf_url":null,"source":{"id":"https://openalex.org/S97070762","display_name":"International Journal of Ad Hoc and Ubiquitous Computing","issn_l":"1743-8225","issn":["1743-8225","1743-8233"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-1","norway-1","poland-40","russia-white-list-3"],"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Ad Hoc and Ubiquitous Computing","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5101828172","display_name":"M. Sunil Kumar","orcid":"https://orcid.org/0000-0002-1439-2573","observed_orcids":["https://orcid.org/0000-0002-1439-2573"]},"institutions":[{"id":"https://openalex.org/I4405270480","display_name":"Mohan Babu University","ror":"https://ror.org/00s4s8963","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405270480"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"M. Sunil Kumar","raw_affiliation_strings":["Department of Computer Science and Engineering, School of Computing, Mohan Babu University Formerly; Sree Vidyanikethan Engineering College, Tirupati, Andhra Pradesh 517102, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, School of Computing, Mohan Babu University Formerly; Sree Vidyanikethan Engineering College, Tirupati, Andhra Pradesh 517102, India","institution_ids":["https://openalex.org/I4405270480"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111824705","display_name":"Manjunath Swamy","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Manjunath Swamy","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5043193489","display_name":"Sreedhar Burada","orcid":"https://orcid.org/0000-0001-8463-9650","observed_orcids":["https://orcid.org/0000-0001-8463-9650"]},"institutions":[{"id":"https://openalex.org/I4405265651","display_name":"Don Bosco Institute of Technology","ror":"https://ror.org/05cgwcr60","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405265651"]},{"id":"https://openalex.org/I65674248","display_name":"Visvesvaraya Technological University","ror":"https://ror.org/00ha14p11","country_code":"IN","type":"education","lineage":["https://openalex.org/I65674248"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sreedhar Burada","raw_affiliation_strings":["Department of Computer Science and Engineering, Don Bosco Institute of Technology, Bengaluru, India; Visvesvaraya Technological University, Belagavi, Karnataka, 560074, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Don Bosco Institute of Technology, Bengaluru, India; Visvesvaraya Technological University, Belagavi, Karnataka, 560074, India","institution_ids":["https://openalex.org/I4405265651","https://openalex.org/I65674248"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.8081,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.71885874,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"45","issue":"1","first_page":"52","last_page":"64"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10392","display_name":"Cutaneous Melanoma Detection and Management","score":0.8544999957084656,"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":0.8544999957084656,"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":0.10499999672174454,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.024800000712275505,"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/skin-cancer-detection","display_name":"skin cancer detection","score":0.996999979019165},{"id":"https://openalex.org/keywords/melanoma","display_name":"melanoma","score":0.9480000138282776},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"image segmentation","score":0.6930000185966492},{"id":"https://openalex.org/keywords/fuzzy-c-means-clustering","display_name":"fuzzy c-means clustering","score":0.8130000233650208},{"id":"https://openalex.org/keywords/hybrid-classifier","display_name":"hybrid classifier","score":0.8949999809265137},{"id":"https://openalex.org/keywords/bilstm","display_name":"BiLSTM","score":0.8939999938011169},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.9559999704360962},{"id":"https://openalex.org/keywords/hyperparameter-optimization","display_name":"hyperparameter optimization","score":0.7289999723434448},{"id":"https://openalex.org/keywords/early-detection","display_name":"early detection","score":0.3140000104904175}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7428691387176514},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6683513522148132},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6602025032043457},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6498599052429199},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.633232831954956},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5872153639793396},{"id":"https://openalex.org/C2985322473","wikidata":"https://www.wikidata.org/wiki/Q3044843","display_name":"Cancer detection","level":3,"score":0.43206503987312317},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.3143104910850525},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.09166571497917175},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1504/ijahuc.2024.136151","doi":"https://doi.org/10.1504/ijahuc.2024.136151","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijahuc.2024.136151","pdf_url":null,"source":{"id":"https://openalex.org/S97070762","display_name":"International Journal of Ad Hoc and Ubiquitous Computing","issn_l":"1743-8225","issn":["1743-8225","1743-8233"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-1","norway-1","poland-40","russia-white-list-3"],"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Ad Hoc and Ubiquitous Computing","raw_type":"journal-article"},{"id":"doi:10.1504/ijahuc.2024.10061506","doi":"https://doi.org/10.1504/ijahuc.2024.10061506","is_oa":false,"landing_page_url":"https://doi.org/10.1504/ijahuc.2024.10061506","pdf_url":null,"source":{"id":"https://openalex.org/S97070762","display_name":"International Journal of Ad Hoc and Ubiquitous Computing","issn_l":"1743-8225","issn":["1743-8225","1743-8233"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","jufo-1","norway-1","poland-40","russia-white-list-3"],"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Ad Hoc and Ubiquitous Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.9391000270843506,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4400233695","https://openalex.org/W4400265585","https://openalex.org/W3144843762","https://openalex.org/W4388498757","https://openalex.org/W4391664282","https://openalex.org/W4394986572","https://openalex.org/W3035333819","https://openalex.org/W4406420185","https://openalex.org/W4411069200","https://openalex.org/W4393069221"],"abstract_inverted_index":{"Skin":[0],"cancer":[1,53],"is":[2,14,28,40,79,93],"regarded":[3],"as":[4,7,9],"the":[5,25,35,71,91,112,117],"hazardous":[6],"well":[8],"widespread":[10],"disease.":[11],"Worldwide,":[12],"there":[13],"been":[15],"a":[16,46,82,97],"53%":[17],"increment":[18],"in":[19,34],"present":[20],"melanoma":[21],"cases":[22],"annually,":[23],"and":[24,102,133],"mortality":[26],"rate":[27,108],"also":[29],"expected":[30],"to":[31,44,81],"be":[32,55],"increasing":[33],"coming":[36],"decade.":[37],"Hence,":[38],"it":[39],"an":[41],"urgent":[42],"requirement":[43],"design":[45],"new":[47],"early-detection":[48],"model":[49,69,99],"so":[50],"that":[51],"skin":[52,66],"can":[54],"more":[56],"treatable":[57],"without":[58],"many":[59],"complications.":[60],"This":[61],"work":[62],"focuses":[63],"on":[64],"recognising":[65],"cancer.":[67],"The":[68,76,104],"includes":[70],"median":[72],"filter":[73],"(MF)-based":[74],"pre-processing.":[75],"pre-processed":[77],"image":[78],"subjected":[80],"modified":[83],"fuzzy":[84],"C":[85],"means":[86],"(FCM)-based":[87],"segmentation":[88],"process.":[89],"Finally,":[90],"recognition":[92],"done":[94],"by":[95],"employing":[96],"hybrid":[98],"with":[100],"bi-LSTM":[101],"ANN.":[103],"proposed":[105],"model's":[106],"error":[107,114],"was":[109],"0.091694,":[110],"whereas":[111],"greatest":[113],"values":[115],"for":[116,122,125,128,131,135],"other":[118],"approaches":[119],"were":[120],"0.20377":[121],"BOA,":[123],"0.62192":[124],"BRO,":[126],"0.170028":[127],"ALO,":[129],"0.17168":[130],"AOA,":[132],"0.187915":[134],"FIREFLY.":[136]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3}],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2024-01-07T00:00:00"}