{"id":"https://openalex.org/W4295700947","doi":"https://doi.org/10.1109/fuzz-ieee55066.2022.9882767","title":"Fuzzy Cognitive Maps for Interpretable Image-based Classification","display_name":"Fuzzy Cognitive Maps for Interpretable Image-based Classification","publication_year":2022,"publication_date":"2022-07-18","ids":{"openalex":"https://openalex.org/W4295700947","doi":"https://doi.org/10.1109/fuzz-ieee55066.2022.9882767"},"language":"en","primary_location":{"id":"doi:10.1109/fuzz-ieee55066.2022.9882767","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee55066.2022.9882767","pdf_url":null,"source":{"id":"https://openalex.org/S4363608205","display_name":"2022 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","raw_type":"proceedings-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/A5083838761","display_name":"Georgia Sovatzidi","orcid":"https://orcid.org/0000-0002-8626-5549"},"institutions":[{"id":"https://openalex.org/I145722265","display_name":"University of Thessaly","ror":"https://ror.org/04v4g9h31","country_code":"GR","type":"education","lineage":["https://openalex.org/I145722265"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Georgia Sovatzidi","raw_affiliation_strings":["University of Thessaly,Dept of Computer Science and Biomedical Informatics,Lamia,Greece","Dept of Computer Science and Biomedical Informatics, University of Thessaly, Lamia, Greece"],"affiliations":[{"raw_affiliation_string":"University of Thessaly,Dept of Computer Science and Biomedical Informatics,Lamia,Greece","institution_ids":["https://openalex.org/I145722265"]},{"raw_affiliation_string":"Dept of Computer Science and Biomedical Informatics, University of Thessaly, Lamia, Greece","institution_ids":["https://openalex.org/I145722265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011125924","display_name":"Michael D. Vasilakakis","orcid":"https://orcid.org/0000-0003-0739-0040"},"institutions":[{"id":"https://openalex.org/I145722265","display_name":"University of Thessaly","ror":"https://ror.org/04v4g9h31","country_code":"GR","type":"education","lineage":["https://openalex.org/I145722265"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Michael D. Vasilakakis","raw_affiliation_strings":["University of Thessaly,Dept of Computer Science and Biomedical Informatics,Lamia,Greece","Dept of Computer Science and Biomedical Informatics, University of Thessaly, Lamia, Greece"],"affiliations":[{"raw_affiliation_string":"University of Thessaly,Dept of Computer Science and Biomedical Informatics,Lamia,Greece","institution_ids":["https://openalex.org/I145722265"]},{"raw_affiliation_string":"Dept of Computer Science and Biomedical Informatics, University of Thessaly, Lamia, Greece","institution_ids":["https://openalex.org/I145722265"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020655974","display_name":"Dimitris K. Iakovidis","orcid":"https://orcid.org/0000-0002-5027-5323"},"institutions":[{"id":"https://openalex.org/I145722265","display_name":"University of Thessaly","ror":"https://ror.org/04v4g9h31","country_code":"GR","type":"education","lineage":["https://openalex.org/I145722265"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Dimitris K. Iakovidis","raw_affiliation_strings":["University of Thessaly,Dept of Computer Science and Biomedical Informatics,Lamia,Greece","Dept of Computer Science and Biomedical Informatics, University of Thessaly, Lamia, Greece"],"affiliations":[{"raw_affiliation_string":"University of Thessaly,Dept of Computer Science and Biomedical Informatics,Lamia,Greece","institution_ids":["https://openalex.org/I145722265"]},{"raw_affiliation_string":"Dept of Computer Science and Biomedical Informatics, University of Thessaly, Lamia, Greece","institution_ids":["https://openalex.org/I145722265"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5083838761"],"corresponding_institution_ids":["https://openalex.org/I145722265"],"apc_list":null,"apc_paid":null,"fwci":1.0471,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.78687656,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12805","display_name":"Cognitive Science and Mapping","score":0.9984999895095825,"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/T12805","display_name":"Cognitive Science and Mapping","score":0.9984999895095825,"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/T13062","display_name":"Cognitive Computing and Networks","score":0.9764999747276306,"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/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9211000204086304,"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/computer-science","display_name":"Computer science","score":0.6522135138511658},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6287927627563477},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.558039128780365},{"id":"https://openalex.org/keywords/fuzzy-cognitive-map","display_name":"Fuzzy cognitive map","score":0.5334311723709106},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5273474454879761},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.502155065536499},{"id":"https://openalex.org/keywords/contextual-image-classification","display_name":"Contextual image classification","score":0.46227508783340454},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.4112567901611328},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38847848773002625},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3878237009048462},{"id":"https://openalex.org/keywords/fuzzy-set","display_name":"Fuzzy set","score":0.3589898943901062},{"id":"https://openalex.org/keywords/fuzzy-classification","display_name":"Fuzzy classification","score":0.28563398122787476},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.10136288404464722}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6522135138511658},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6287927627563477},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.558039128780365},{"id":"https://openalex.org/C5041914","wikidata":"https://www.wikidata.org/wiki/Q5511107","display_name":"Fuzzy cognitive map","level":5,"score":0.5334311723709106},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5273474454879761},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.502155065536499},{"id":"https://openalex.org/C75294576","wikidata":"https://www.wikidata.org/wiki/Q5165192","display_name":"Contextual image classification","level":3,"score":0.46227508783340454},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.4112567901611328},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38847848773002625},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3878237009048462},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.3589898943901062},{"id":"https://openalex.org/C127385683","wikidata":"https://www.wikidata.org/wiki/Q1475696","display_name":"Fuzzy classification","level":4,"score":0.28563398122787476},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.10136288404464722},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/fuzz-ieee55066.2022.9882767","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee55066.2022.9882767","pdf_url":null,"source":{"id":"https://openalex.org/S4363608205","display_name":"2022 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","raw_type":"proceedings-article"},{"id":"pmh:oai:ir.lib.uth.gr:11615/79236","is_oa":false,"landing_page_url":"http://hdl.handle.net/11615/79236","pdf_url":null,"source":{"id":"https://openalex.org/S4306400243","display_name":"University of Thessaly Institutional Repository (University of Thessaly)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I145722265","host_organization_name":"University of Thessaly","host_organization_lineage":["https://openalex.org/I145722265"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE International Conference on Fuzzy Systems","raw_type":"conferenceItem"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Partnerships for the goals","score":0.47999998927116394,"id":"https://metadata.un.org/sdg/17"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1472232700","https://openalex.org/W1576445103","https://openalex.org/W1686810756","https://openalex.org/W1716876189","https://openalex.org/W1889110788","https://openalex.org/W2045581128","https://openalex.org/W2092394555","https://openalex.org/W2095224843","https://openalex.org/W2097117768","https://openalex.org/W2108598243","https://openalex.org/W2155904486","https://openalex.org/W2158698691","https://openalex.org/W2176185984","https://openalex.org/W2194775991","https://openalex.org/W2742800889","https://openalex.org/W2748669035","https://openalex.org/W2802962346","https://openalex.org/W2809545281","https://openalex.org/W3014337038","https://openalex.org/W3019251976","https://openalex.org/W3041378136","https://openalex.org/W3112857588","https://openalex.org/W3134697179","https://openalex.org/W3154459748","https://openalex.org/W3156446351","https://openalex.org/W3182546273","https://openalex.org/W3210179814","https://openalex.org/W6628479793","https://openalex.org/W6634343353","https://openalex.org/W6637373629","https://openalex.org/W6639731845","https://openalex.org/W6775859349"],"related_works":["https://openalex.org/W17155033","https://openalex.org/W3207760230","https://openalex.org/W1496222301","https://openalex.org/W1590307681","https://openalex.org/W4312814274","https://openalex.org/W4285370786","https://openalex.org/W2296488620","https://openalex.org/W2358353312","https://openalex.org/W2353836703","https://openalex.org/W41015297"],"abstract_inverted_index":{"Image":[0],"classification":[1,19,45,111,144],"is":[2,57,128,147],"a":[3,18,23,30,42,49,58,115,143],"fundamental":[4],"component":[5],"of":[6,13,66,88,95,120,153,163],"intelligent":[7],"vision":[8],"systems.":[9],"Developing":[10],"classifiers":[11],"capable":[12],"explaining":[14],"how":[15],"or":[16],"why":[17],"result":[20,145],"occurs,":[21],"in":[22,167],"way":[24],"compatible":[25],"with":[26,61,169],"human":[27],"perception,":[28],"remains":[29],"challenge.":[31],"Considering":[32],"the":[33,67,96,101,154,161,164],"increasing":[34],"demand":[35],"for":[36,117],"such":[37],"classifiers,":[38],"this":[39],"paper":[40],"introduces":[41],"novel":[43],"interpretable":[44,148],"scheme":[46],"based":[47],"on":[48],"Fuzzy":[50],"Cognitive":[51],"Map":[52],"(FCM),":[53],"named":[54],"xFCM.":[55],"xFCM":[56,113],"directed":[59],"graph":[60,97],"nodes":[62],"representing":[63],"semantic":[64],"concepts":[65,78,140],"real":[68],"world,":[69],"as":[70,81,86],"these":[71],"are":[72,79],"illustrated":[73],"within":[74],"different":[75],"images.":[76],"These":[77],"considered":[80],"Semantic":[82],"Granules":[83],"(SGs)":[84],"instantiated":[85],"clusters":[87],"images":[89],"sharing":[90],"common":[91],"characteristics.":[92],"The":[93,151],"edges":[94],"represent":[98],"similarities":[99],"between":[100,138],"SGs,":[102],"linguistically":[103],"expressed":[104],"by":[105,149],"fuzzy":[106],"sets.":[107],"Unlike":[108],"current":[109],"FCM-based":[110],"approaches,":[112],"embeds":[114],"mechanism":[116],"automatic":[118],"determination":[119],"its":[121,139],"structure":[122],"from":[123],"data.":[124],"In":[125],"addition,":[126],"it":[127,133],"simple":[129],"to":[130,141],"implement,":[131],"and":[132],"exploits":[134],"cause-":[135],"and-effect":[136],"relationships":[137],"derive":[142],"that":[146],"humans.":[150],"results":[152],"experiments,":[155],"using":[156],"publicly":[157],"available":[158],"datasets,":[159],"prove":[160],"effectiveness":[162],"proposed":[165],"framework,":[166],"comparison":[168],"other":[170],"state-of-the-art":[171],"classifiers.":[172]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2022-09-14T00:00:00"}
