{"id":"https://openalex.org/W4382242300","doi":"https://doi.org/10.3233/jifs-230459","title":"Feature Selection and Support Vector Machine Classification method for Banknote Dirtiness Recognition Based on Marine Predator Algorithm with Mathematical Functions","display_name":"Feature Selection and Support Vector Machine Classification method for Banknote Dirtiness Recognition Based on Marine Predator Algorithm with Mathematical Functions","publication_year":2023,"publication_date":"2023-06-27","ids":{"openalex":"https://openalex.org/W4382242300","doi":"https://doi.org/10.3233/jifs-230459"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-230459","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-230459","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","raw_type":"journal-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/A5083782170","display_name":"Fu-Jun Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I114117164","display_name":"University of Science and Technology Liaoning","ror":"https://ror.org/03grx7119","country_code":"CN","type":"education","lineage":["https://openalex.org/I114117164"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fu-Jun Guo","raw_affiliation_strings":["School of Electronic and Information Engineering, University of Science and Technology Liaoning, Anshan, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, University of Science and Technology Liaoning, Anshan, China","institution_ids":["https://openalex.org/I114117164"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100301339","display_name":"Weizhong Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I114117164","display_name":"University of Science and Technology Liaoning","ror":"https://ror.org/03grx7119","country_code":"CN","type":"education","lineage":["https://openalex.org/I114117164"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wei-Zhong Sun","raw_affiliation_strings":["School of Computer Science and Software Engineering, University of Science and Technology Liaoning, Anshan, China","E-mail:"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Software Engineering, University of Science and Technology Liaoning, Anshan, China","institution_ids":["https://openalex.org/I114117164"]},{"raw_affiliation_string":"E-mail:","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001443386","display_name":"Jie\u2010Sheng Wang","orcid":"https://orcid.org/0000-0002-8853-1927"},"institutions":[{"id":"https://openalex.org/I114117164","display_name":"University of Science and Technology Liaoning","ror":"https://ror.org/03grx7119","country_code":"CN","type":"education","lineage":["https://openalex.org/I114117164"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie-Sheng Wang","raw_affiliation_strings":["School of Electronic and Information Engineering, University of Science and Technology Liaoning, Anshan, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, University of Science and Technology Liaoning, Anshan, China","institution_ids":["https://openalex.org/I114117164"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100402925","display_name":"Min Zhang","orcid":"https://orcid.org/0000-0002-6059-3798"},"institutions":[{"id":"https://openalex.org/I114117164","display_name":"University of Science and Technology Liaoning","ror":"https://ror.org/03grx7119","country_code":"CN","type":"education","lineage":["https://openalex.org/I114117164"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Zhang","raw_affiliation_strings":["School of Electronic and Information Engineering, University of Science and Technology Liaoning, Anshan, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, University of Science and Technology Liaoning, Anshan, China","institution_ids":["https://openalex.org/I114117164"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064274313","display_name":"Jia-Ning Hou","orcid":null},"institutions":[{"id":"https://openalex.org/I114117164","display_name":"University of Science and Technology Liaoning","ror":"https://ror.org/03grx7119","country_code":"CN","type":"education","lineage":["https://openalex.org/I114117164"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jia-Ning Hou","raw_affiliation_strings":["School of Electronic and Information Engineering, University of Science and Technology Liaoning, Anshan, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, University of Science and Technology Liaoning, Anshan, China","institution_ids":["https://openalex.org/I114117164"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109617135","display_name":"Hao-Ming Song","orcid":null},"institutions":[{"id":"https://openalex.org/I114117164","display_name":"University of Science and Technology Liaoning","ror":"https://ror.org/03grx7119","country_code":"CN","type":"education","lineage":["https://openalex.org/I114117164"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao-Ming Song","raw_affiliation_strings":["School of Electronic and Information Engineering, University of Science and Technology Liaoning, Anshan, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, University of Science and Technology Liaoning, Anshan, China","institution_ids":["https://openalex.org/I114117164"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102945222","display_name":"Yucai Wang","orcid":"https://orcid.org/0000-0002-1576-8341"},"institutions":[{"id":"https://openalex.org/I114117164","display_name":"University of Science and Technology Liaoning","ror":"https://ror.org/03grx7119","country_code":"CN","type":"education","lineage":["https://openalex.org/I114117164"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu-Cai Wang","raw_affiliation_strings":["School of Electronic and Information Engineering, University of Science and Technology Liaoning, Anshan, China"],"affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, University of Science and Technology Liaoning, Anshan, China","institution_ids":["https://openalex.org/I114117164"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5100301339"],"corresponding_institution_ids":["https://openalex.org/I114117164"],"apc_list":null,"apc_paid":null,"fwci":0.1228,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.38722547,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"45","issue":"3","first_page":"4315","last_page":"4336"},"is_retracted":true,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14319","display_name":"Currency Recognition and Detection","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T14319","display_name":"Currency Recognition and Detection","score":0.9998999834060669,"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/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.9056000113487244,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/banknote","display_name":"Banknote","score":0.9269788861274719},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6952359676361084},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6647394895553589},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6337696313858032},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6077115535736084},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5709481835365295},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.569089949131012},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.4684070944786072},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.46840426325798035},{"id":"https://openalex.org/keywords/feature-vector","display_name":"Feature vector","score":0.45109981298446655},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.42805153131484985},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3413316011428833},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2618301510810852}],"concepts":[{"id":"https://openalex.org/C2779681140","wikidata":"https://www.wikidata.org/wiki/Q47433","display_name":"Banknote","level":2,"score":0.9269788861274719},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6952359676361084},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6647394895553589},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6337696313858032},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6077115535736084},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5709481835365295},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.569089949131012},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.4684070944786072},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.46840426325798035},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.45109981298446655},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.42805153131484985},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3413316011428833},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2618301510810852},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"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/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jifs-230459","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-230459","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7200000286102295,"display_name":"Life below water","id":"https://metadata.un.org/sdg/14"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W1444952417","https://openalex.org/W1892149727","https://openalex.org/W1892848734","https://openalex.org/W1978253000","https://openalex.org/W2017337590","https://openalex.org/W2021331091","https://openalex.org/W2117533322","https://openalex.org/W2183843206","https://openalex.org/W2461302873","https://openalex.org/W2507195401","https://openalex.org/W2586283396","https://openalex.org/W2739304423","https://openalex.org/W2765937321","https://openalex.org/W2790662215","https://openalex.org/W2884377042","https://openalex.org/W2888602283","https://openalex.org/W2889083964","https://openalex.org/W2889545660","https://openalex.org/W2889803518","https://openalex.org/W2892079407","https://openalex.org/W2899901712","https://openalex.org/W2901565938","https://openalex.org/W2902016849","https://openalex.org/W2903452648","https://openalex.org/W2962182762","https://openalex.org/W2963042850","https://openalex.org/W2965837582","https://openalex.org/W2973941913","https://openalex.org/W2976078745","https://openalex.org/W2982453621","https://openalex.org/W2985845430","https://openalex.org/W3011104345","https://openalex.org/W3014974411","https://openalex.org/W3025826476","https://openalex.org/W3030455399","https://openalex.org/W3083171042","https://openalex.org/W3166833082","https://openalex.org/W3193469808","https://openalex.org/W3200639542","https://openalex.org/W3206110122","https://openalex.org/W3210689982","https://openalex.org/W4210818330","https://openalex.org/W4220930691","https://openalex.org/W4246565613","https://openalex.org/W4281631001","https://openalex.org/W4287844218","https://openalex.org/W4292962402","https://openalex.org/W4308547918","https://openalex.org/W4313583800","https://openalex.org/W4317885443"],"related_works":["https://openalex.org/W2759006565","https://openalex.org/W2237246496","https://openalex.org/W3125869783","https://openalex.org/W2197736702","https://openalex.org/W2970516590","https://openalex.org/W4389034618","https://openalex.org/W2364489503","https://openalex.org/W3122086632","https://openalex.org/W2267653778","https://openalex.org/W2259559854"],"abstract_inverted_index":{"Dealing":[0],"with":[1,41,193],"classification":[2,20,29],"problems":[3],"requires":[4],"the":[5,54,63,71,87,90,96,100,105,110,115,117,122,126,132,137,142,145,153,163,167,174,179,182,186,209,216,221],"crucial":[6],"step":[7],"of":[8,56,70,92,99,114,125,144,149,181,218],"feature":[9,59,138,183],"selection":[10,23,184],"(FS),":[11],"which":[12],"helps":[13],"to":[14,52,86,109,135,200],"reduce":[15],"data":[16],"dimensions":[17],"and":[18,24,62,66,81,140],"shorten":[19],"time.":[21],"Feature":[22],"support":[25],"vector":[26],"machines":[27],"(SVM)":[28],"method":[30,134,189],"for":[31,58],"banknote":[32,101,128],"dirtiness":[33,94,143,150],"recognition":[34,151],"based":[35],"on":[36,95],"marine":[37,82],"predator":[38,83],"algorithm":[39,79],"(MPA)":[40],"mathematical":[42,47],"functions":[43,48],"was":[44],"proposed.":[45],"The":[46,147,204],"were":[49],"mainly":[50],"used":[51],"improve":[53],"optimizatio":[55],"MPA":[57],"parameter":[60],"selection,":[61],"loss":[64],"function":[65,68],"kernel":[67],"parameters":[69,139],"SVM":[72],"are":[73],"optimized":[74],"by":[75,131],"slime":[76],"mold":[77],"optimization":[78,188,198],"(SMA)":[80],"algorithm.":[84],"According":[85],"experimental":[88],"results,":[89],"accuracy":[91,148],"identifying":[93],"entire":[97,175],"surface":[98],"reaches":[102],"89.07%.":[103],"At":[104],"same":[106,133],"time,":[107],"according":[108],"image":[111,120],"pattern":[112],"distribution":[113],"banknoteS,":[116],"white":[118,156,164],"area":[119,157,165],"in":[121,152,166,214],"middle":[123,154,168],"left":[124,155,169],"collected":[127],"is":[129,212],"selected":[130],"select":[136],"identify":[141],"banknoteS.":[146],"reached":[158],"86.67%,":[159],"this":[160],"shows":[161],"that":[162,208],"can":[170],"basically":[171],"completely":[172],"replace":[173],"banknote.":[176],"To":[177],"confirm":[178],"effectiveness":[180],"method,":[185],"proposed":[187],"has":[190],"been":[191],"compared":[192],"four":[194],"other":[195],"swarm":[196],"intelligent":[197],"algorithms":[199],"verify":[201],"its":[202,225],"performance.":[203],"experiment":[205],"results":[206],"indicate":[207],"enhanced":[210],"strategy":[211],"successful":[213],"improving":[215],"performance":[217],"MPA.":[219],"Moreover,":[220],"robustness":[222],"analysis":[223],"proves":[224],"effectiveness.":[226]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-01-30T23:17:42.513302","created_date":"2025-10-10T00:00:00"}
