{"id":"https://openalex.org/W4406807687","doi":"https://doi.org/10.5391/ijfis.2024.24.4.317","title":"Optimizing Deep Learning Models with Hybrid Nonlinear Loss Functions: Integrating Heterogeneous Nonlinear Properties for Enhanced Performance","display_name":"Optimizing Deep Learning Models with Hybrid Nonlinear Loss Functions: Integrating Heterogeneous Nonlinear Properties for Enhanced Performance","publication_year":2024,"publication_date":"2024-12-31","ids":{"openalex":"https://openalex.org/W4406807687","doi":"https://doi.org/10.5391/ijfis.2024.24.4.317"},"language":"en","primary_location":{"id":"doi:10.5391/ijfis.2024.24.4.317","is_oa":true,"landing_page_url":"https://doi.org/10.5391/ijfis.2024.24.4.317","pdf_url":"https://www.ijfis.org/journal/download_pdf.php?doi=10.5391/IJFIS.2023.24.4.317","source":{"id":"https://openalex.org/S4210177700","display_name":"International Journal of Fuzzy Logic and Intelligent Systems","issn_l":"1598-2645","issn":["1598-2645","2093-744X"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.ijfis.org/journal/download_pdf.php?doi=10.5391/IJFIS.2023.24.4.317","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045398581","display_name":"Seoung-Ho Choi","orcid":"https://orcid.org/0000-0002-7318-095X"},"institutions":[{"id":"https://openalex.org/I24214720","display_name":"Hansung University","ror":"https://ror.org/048m9x696","country_code":"KR","type":"education","lineage":["https://openalex.org/I24214720"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Seoung-Ho Choi","raw_affiliation_strings":["Faculty of Basic Liberal Art, College of Liberal Arts, Hansung University, Seoul, Korea"],"affiliations":[{"raw_affiliation_string":"Faculty of Basic Liberal Art, College of Liberal Arts, Hansung University, Seoul, Korea","institution_ids":["https://openalex.org/I24214720"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5045398581"],"corresponding_institution_ids":["https://openalex.org/I24214720"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.24198726,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"24","issue":"4","first_page":"317","last_page":"332"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.8252000212669373,"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/T10320","display_name":"Neural Networks and Applications","score":0.8252000212669373,"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/T12611","display_name":"Neural Networks and Reservoir Computing","score":0.7164999842643738,"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/nonlinear-system","display_name":"Nonlinear system","score":0.8250648975372314},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5306338667869568},{"id":"https://openalex.org/keywords/biological-system","display_name":"Biological system","score":0.34840479493141174},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33672329783439636},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.12748566269874573},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.06697192788124084}],"concepts":[{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.8250648975372314},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5306338667869568},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.34840479493141174},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33672329783439636},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.12748566269874573},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.06697192788124084},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5391/ijfis.2024.24.4.317","is_oa":true,"landing_page_url":"https://doi.org/10.5391/ijfis.2024.24.4.317","pdf_url":"https://www.ijfis.org/journal/download_pdf.php?doi=10.5391/IJFIS.2023.24.4.317","source":{"id":"https://openalex.org/S4210177700","display_name":"International Journal of Fuzzy Logic and Intelligent Systems","issn_l":"1598-2645","issn":["1598-2645","2093-744X"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.5391/ijfis.2024.24.4.317","is_oa":true,"landing_page_url":"https://doi.org/10.5391/ijfis.2024.24.4.317","pdf_url":"https://www.ijfis.org/journal/download_pdf.php?doi=10.5391/IJFIS.2023.24.4.317","source":{"id":"https://openalex.org/S4210177700","display_name":"International Journal of Fuzzy Logic and Intelligent Systems","issn_l":"1598-2645","issn":["1598-2645","2093-744X"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"INTERNATIONAL JOURNAL of FUZZY LOGIC and INTELLIGENT SYSTEMS","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321232","display_name":"Hansung University","ror":"https://ror.org/048m9x696"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406807687.pdf","grobid_xml":"https://content.openalex.org/works/W4406807687.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Current":[0],"deep":[1],"learning":[2],"models":[3,15],"underperform":[4],"when":[5],"using":[6,47,80],"loss":[7,32,54,61,98],"functions":[8],"characterized":[9],"by":[10],"single":[11],"properties.Therefore,":[12],"optimizing":[13],"these":[14],"with":[16,70],"a":[17,28],"combination":[18],"of":[19],"multiple":[20],"attributes":[21],"is":[22],"essential":[23],"to":[24,39,96],"enhance":[25],"performance.We":[26,42],"propose":[27],"novel":[29],"hybrid":[30],"nonlinear":[31,37],"function":[33,62],"technique":[34],"incorporating":[35],"heterogeneous":[36],"properties":[38],"achieve":[40],"optimal":[41],"evaluated":[43],"the":[44,81],"proposed":[45],"method":[46],"six":[48],"analytical":[49],"techniques:":[50],"contour":[51],"map":[52],"visualization,":[53,60,63],"error":[55],"frequency":[56],"analysis,":[57,66],"scatter":[58],"plot":[59],"gradient":[64],"descent":[65],"and":[67,72,86],"covariate":[68],"Analysis":[69],"convex":[71],"linear":[73],"coefficients.Our":[74],"experiments":[75],"on":[76],"semantic":[77],"segmentation":[78],"tasks":[79],"Pascal":[82],"visual":[83],"object":[84],"classes":[85],"automatic":[87],"target":[88],"recognition":[89],"datasets":[90],"demonstrated":[91],"superior":[92],"optimization":[93],"performance":[94],"compared":[95],"existing":[97],"functions.":[99]},"counts_by_year":[],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
