{"id":"https://openalex.org/W3216742661","doi":"https://doi.org/10.1007/s00500-021-06553-z","title":"A classification method in machine learning based on soft decision-making via fuzzy parameterized fuzzy soft matrices","display_name":"A classification method in machine learning based on soft decision-making via fuzzy parameterized fuzzy soft matrices","publication_year":2021,"publication_date":"2021-11-29","ids":{"openalex":"https://openalex.org/W3216742661","doi":"https://doi.org/10.1007/s00500-021-06553-z","mag":"3216742661"},"language":"en","primary_location":{"id":"doi:10.1007/s00500-021-06553-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00500-021-06553-z","pdf_url":null,"source":{"id":"https://openalex.org/S65753830","display_name":"Soft Computing","issn_l":"1432-7643","issn":["1432-7643","1433-7479"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Soft Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://avesis.comu.edu.tr/publication/details/87684a7d-a838-4713-a9c1-f0f6e63c23c4/oai","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013257744","display_name":"Samet Memi\u015f","orcid":"https://orcid.org/0000-0002-0958-5872"},"institutions":[{"id":"https://openalex.org/I4387154963","display_name":"TC \u0130stanbul Rumeli \u00dcniversitesi","ror":"https://ror.org/05av6y173","country_code":null,"type":"education","lineage":["https://openalex.org/I4387154963"]},{"id":"https://openalex.org/I67581229","display_name":"Istanbul University","ror":"https://ror.org/03a5qrr21","country_code":"TR","type":"education","lineage":["https://openalex.org/I67581229"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Samet Memi\u015f","raw_affiliation_strings":["Department of Computer Engineering, Faculty of Engineering and Natural Sciences, \u0130stanbul Rumeli University, \u0130stanbul, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-0958-5872","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Faculty of Engineering and Natural Sciences, \u0130stanbul Rumeli University, \u0130stanbul, Turkey","institution_ids":["https://openalex.org/I67581229","https://openalex.org/I4387154963"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084109086","display_name":"Serdar Engino\u011flu","orcid":"https://orcid.org/0000-0002-7188-9893"},"institutions":[{"id":"https://openalex.org/I115953327","display_name":"\u00c7anakkale Onsekiz Mart \u00dcniversitesi","ror":"https://ror.org/05rsv8p09","country_code":"TR","type":"education","lineage":["https://openalex.org/I115953327"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Serdar Engino\u011flu","raw_affiliation_strings":["Department of Mathematics, Faculty of Arts and Sciences, \u00c7anakkale Onsekiz Mart University, \u00c7anakkale, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-7188-9893","affiliations":[{"raw_affiliation_string":"Department of Mathematics, Faculty of Arts and Sciences, \u00c7anakkale Onsekiz Mart University, \u00c7anakkale, Turkey","institution_ids":["https://openalex.org/I115953327"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083632599","display_name":"U\u011fur Erkan","orcid":"https://orcid.org/0000-0002-2481-0230"},"institutions":[{"id":"https://openalex.org/I46464968","display_name":"Karamano\u011flu Mehmetbey University","ror":"https://ror.org/037vvf096","country_code":"TR","type":"education","lineage":["https://openalex.org/I46464968"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"U\u011fur Erkan","raw_affiliation_strings":["Department of Computer Engineering, Faculty of Engineering, Karamano\u011flu Mehmetbey University, Karaman, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-2481-0230","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Faculty of Engineering, Karamano\u011flu Mehmetbey University, Karaman, Turkey","institution_ids":["https://openalex.org/I46464968"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":null,"fwci":4.8396,"has_fulltext":false,"cited_by_count":37,"citation_normalized_percentile":{"value":0.95319162,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"26","issue":"3","first_page":"1165","last_page":"1180"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11671","display_name":"Fuzzy and Soft Set Theory","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11671","display_name":"Fuzzy and Soft Set Theory","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10050","display_name":"Multi-Criteria Decision Making","score":0.9746999740600586,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9631999731063843,"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/machine-learning","display_name":"Machine learning","score":0.6276155710220337},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6191490888595581},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.6114012002944946},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5511549711227417},{"id":"https://openalex.org/keywords/soft-computing","display_name":"Soft computing","score":0.5369126200675964},{"id":"https://openalex.org/keywords/fuzzy-classification","display_name":"Fuzzy classification","score":0.47823232412338257},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.4657987058162689},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.46165406703948975},{"id":"https://openalex.org/keywords/parameterized-complexity","display_name":"Parameterized complexity","score":0.4604637324810028},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.4339964687824249},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.428445428609848},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.42044204473495483},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.34357398748397827},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2286800742149353}],"concepts":[{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6276155710220337},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6191490888595581},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.6114012002944946},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5511549711227417},{"id":"https://openalex.org/C140073362","wikidata":"https://www.wikidata.org/wiki/Q738759","display_name":"Soft computing","level":3,"score":0.5369126200675964},{"id":"https://openalex.org/C127385683","wikidata":"https://www.wikidata.org/wiki/Q1475696","display_name":"Fuzzy classification","level":4,"score":0.47823232412338257},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4657987058162689},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.46165406703948975},{"id":"https://openalex.org/C165464430","wikidata":"https://www.wikidata.org/wiki/Q1570441","display_name":"Parameterized complexity","level":2,"score":0.4604637324810028},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.4339964687824249},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.428445428609848},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.42044204473495483},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.34357398748397827},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2286800742149353}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1007/s00500-021-06553-z","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00500-021-06553-z","pdf_url":null,"source":{"id":"https://openalex.org/S65753830","display_name":"Soft Computing","issn_l":"1432-7643","issn":["1432-7643","1433-7479"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Soft Computing","raw_type":"journal-article"},{"id":"pmh:87684a7d-a838-4713-a9c1-f0f6e63c23c4","is_oa":true,"landing_page_url":"https://avesis.comu.edu.tr/publication/details/87684a7d-a838-4713-a9c1-f0f6e63c23c4/oai","pdf_url":null,"source":{"id":"https://openalex.org/S7407055198","display_name":"\u00c7anakkale Onsekiz Mart University AVESIS","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:acikerisim.comu.edu.tr:20.500.12428/4230","is_oa":true,"landing_page_url":"https://hdl.handle.net/20.500.12428/4230","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"},{"id":"pmh:oai:earsiv.kmu.edu.tr:11492/5604","is_oa":true,"landing_page_url":"https://hdl.handle.net/11492/5604","pdf_url":null,"source":{"id":"https://openalex.org/S4377196479","display_name":"eAr\u015fiv - KM\u00dc (Karamano\u011flu Mehmetbey University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I46464968","host_organization_name":"Karamano\u011flu Mehmetbey University","host_organization_lineage":["https://openalex.org/I46464968"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"}],"best_oa_location":{"id":"pmh:87684a7d-a838-4713-a9c1-f0f6e63c23c4","is_oa":true,"landing_page_url":"https://avesis.comu.edu.tr/publication/details/87684a7d-a838-4713-a9c1-f0f6e63c23c4/oai","pdf_url":null,"source":{"id":"https://openalex.org/S7407055198","display_name":"\u00c7anakkale Onsekiz Mart University AVESIS","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.800000011920929}],"awards":[{"id":"https://openalex.org/G3582819162","display_name":null,"funder_award_id":"1649B031905299","funder_id":"https://openalex.org/F4320322626","funder_display_name":"T\u00fcrkiye Bilimsel ve Teknolojik Ara\u015ft\u0131rma Kurumu"}],"funders":[{"id":"https://openalex.org/F4320322626","display_name":"T\u00fcrkiye Bilimsel ve Teknolojik Ara\u015ft\u0131rma Kurumu","ror":"https://ror.org/04w9kkr77"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W1535628164","https://openalex.org/W1542837303","https://openalex.org/W1565746575","https://openalex.org/W1570538142","https://openalex.org/W1967320885","https://openalex.org/W1978352585","https://openalex.org/W1978693310","https://openalex.org/W1988790447","https://openalex.org/W2012680835","https://openalex.org/W2016944307","https://openalex.org/W2035431054","https://openalex.org/W2040895929","https://openalex.org/W2052396606","https://openalex.org/W2115364506","https://openalex.org/W2119821739","https://openalex.org/W2122111042","https://openalex.org/W2185083628","https://openalex.org/W2189182038","https://openalex.org/W2190844369","https://openalex.org/W2263787491","https://openalex.org/W2581260606","https://openalex.org/W2782945249","https://openalex.org/W2791902622","https://openalex.org/W2799273624","https://openalex.org/W2801743153","https://openalex.org/W2902156819","https://openalex.org/W2905767395","https://openalex.org/W2912565176","https://openalex.org/W2941826975","https://openalex.org/W2942352158","https://openalex.org/W2976126349","https://openalex.org/W2998297124","https://openalex.org/W2998660860","https://openalex.org/W3003756162","https://openalex.org/W3014725995","https://openalex.org/W3037289557","https://openalex.org/W3045125391","https://openalex.org/W3085162807","https://openalex.org/W3086984564","https://openalex.org/W3096734077","https://openalex.org/W3102090061","https://openalex.org/W3120740533","https://openalex.org/W3121924295","https://openalex.org/W3128354297","https://openalex.org/W3141414350","https://openalex.org/W3147298064","https://openalex.org/W3156516559","https://openalex.org/W3156874347","https://openalex.org/W3158623511","https://openalex.org/W3163653552","https://openalex.org/W3172538703","https://openalex.org/W3176039420","https://openalex.org/W3181875824","https://openalex.org/W3198845461","https://openalex.org/W3199936942","https://openalex.org/W4211007335","https://openalex.org/W4241588143","https://openalex.org/W4255833381","https://openalex.org/W4256561644","https://openalex.org/W4285719527","https://openalex.org/W4297957988"],"related_works":["https://openalex.org/W2166637398","https://openalex.org/W1486684451","https://openalex.org/W2087021805","https://openalex.org/W2374152511","https://openalex.org/W2066929655","https://openalex.org/W4312800262","https://openalex.org/W2142453121","https://openalex.org/W1487720066","https://openalex.org/W154406135","https://openalex.org/W2148925928"],"abstract_inverted_index":{"Fuzzy":[0,54,56,77,83,92],"parameterized":[1],"fuzzy":[2,13],"soft":[3,31],"matrices":[4],"(":[5],"fpfs":[6,35,67],"-matrices)":[7],"which":[8],"can":[9],"model":[10],"problems":[11],"involving":[12],"objects":[14],"and":[15,91,104,108,132,155,170,185],"parameters":[16],"are":[17,149],"one":[18],"of":[19,66,99,138,163],"the":[20,119,123,144,147,153,160,164,177,182],"mathematical":[21],"tools":[22],"used":[23],"to":[24,42,62,69,158],"deal":[25],"with":[26,76,122],"decision-making":[27,32],"problems.":[28],"To":[29],"utilize":[30],"methods":[33],"via":[34],"-matrices":[36,68],"in":[37,60,97,111,136,166],"machine":[38,70],"learning":[39],"is":[40],"likely":[41],"draw":[43],"much":[44],"scholarly":[45],"attention.":[46],"In":[47],"this":[48],"paper,":[49],"we":[50,117,180],"propose":[51],"Comparison":[52],"Matrix-Based":[53],"Parameterized":[55],"Soft":[57,78,84],"Classifier":[58,80],"(FPFS-CMC)":[59],"order":[61],"transfer":[63],"modeling":[64],"success":[65],"learning.":[71],"We":[72],"then":[73],"compare":[74,118],"FPFS-CMC":[75,175],"Set":[79,85],"(FSSC),":[81],"FussCyier,":[82],"Classification":[86],"Using":[87],"Hamming":[88],"Distance":[89],"(HDFSSC),":[90],"k-Nearest":[93],"Neighbor":[94],"(Fuzzy":[95],"kNN)":[96],"consideration":[98],"accuracy,":[100],"precision,":[101],"recall,":[102],"macro-F-score,":[103],"micro-F-score":[105],"performance":[106,140],"metrics,":[107],"15":[109],"datasets":[110],"UCI":[112],"Machine":[113,127],"Learning":[114],"Repository.":[115],"Besides,":[116],"proposed":[120],"classifier":[121],"state-of-the-art":[124],"Support":[125],"Vector":[126],"(SVM),":[128],"Decision":[129],"Tree":[130],"(DT),":[131],"Adaptive":[133],"Boosting":[134],"(AdaBoost)":[135],"terms":[137],"five":[139],"metrics":[141],"herein.":[142],"Afterward,":[143],"results":[145,172],"from":[146],"experiments":[148],"analyzed":[150],"by":[151],"employing":[152],"Friedman":[154],"Nemenyi":[156],"tests":[157],"assess":[159],"statistical":[161,171],"significance":[162],"differences":[165],"performances.":[167],"Both":[168],"experimental":[169],"show":[173],"that":[174],"outperforms":[176],"others.":[178],"Finally,":[179],"provide":[181],"conclusive":[183],"remarks":[184],"some":[186],"suggestions":[187],"for":[188],"further":[189],"research.":[190]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}