{"id":"https://openalex.org/W4295767814","doi":"https://doi.org/10.1109/fuzz-ieee55066.2022.9882733","title":"A New Deep Complex-Valued Single-Iteration Fuzzy System for Predictive Modelling","display_name":"A New Deep Complex-Valued Single-Iteration Fuzzy System for Predictive Modelling","publication_year":2022,"publication_date":"2022-07-18","ids":{"openalex":"https://openalex.org/W4295767814","doi":"https://doi.org/10.1109/fuzz-ieee55066.2022.9882733"},"language":"en","primary_location":{"id":"doi:10.1109/fuzz-ieee55066.2022.9882733","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee55066.2022.9882733","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/A5101532022","display_name":"Chuan Xue","orcid":"https://orcid.org/0000-0003-0311-5850"},"institutions":[{"id":"https://openalex.org/I91136226","display_name":"University of Sheffield","ror":"https://ror.org/05krs5044","country_code":"GB","type":"education","lineage":["https://openalex.org/I91136226"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Chuan Xue","raw_affiliation_strings":["University of Sheffield,Dept. of Automatic Control and Systems Engineering,Sheffeld,United Kingdom","Dept. of Automatic Control and Systems Engineering, University of Sheffield, Sheffeld, United Kingdom"],"affiliations":[{"raw_affiliation_string":"University of Sheffield,Dept. of Automatic Control and Systems Engineering,Sheffeld,United Kingdom","institution_ids":["https://openalex.org/I91136226"]},{"raw_affiliation_string":"Dept. of Automatic Control and Systems Engineering, University of Sheffield, Sheffeld, United Kingdom","institution_ids":["https://openalex.org/I91136226"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069916821","display_name":"Mahdi Mahfouf","orcid":"https://orcid.org/0000-0002-7349-5396"},"institutions":[{"id":"https://openalex.org/I91136226","display_name":"University of Sheffield","ror":"https://ror.org/05krs5044","country_code":"GB","type":"education","lineage":["https://openalex.org/I91136226"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"M. Mahfouf","raw_affiliation_strings":["University of Sheffield,Dept. of Automatic Control and Systems Engineering,Sheffeld,United Kingdom","Dept. of Automatic Control and Systems Engineering, University of Sheffield, Sheffeld, United Kingdom"],"affiliations":[{"raw_affiliation_string":"University of Sheffield,Dept. of Automatic Control and Systems Engineering,Sheffeld,United Kingdom","institution_ids":["https://openalex.org/I91136226"]},{"raw_affiliation_string":"Dept. of Automatic Control and Systems Engineering, University of Sheffield, Sheffeld, United Kingdom","institution_ids":["https://openalex.org/I91136226"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5101532022"],"corresponding_institution_ids":["https://openalex.org/I91136226"],"apc_list":null,"apc_paid":null,"fwci":0.1041,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.28594516,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9994000196456909,"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":0.9994000196456909,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.998199999332428,"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/T10057","display_name":"Face and Expression Recognition","score":0.9912999868392944,"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/computer-science","display_name":"Computer science","score":0.6456018090248108},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.463775098323822},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3887537717819214}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6456018090248108},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.463775098323822},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3887537717819214}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fuzz-ieee55066.2022.9882733","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee55066.2022.9882733","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"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6661111950","display_name":null,"funder_award_id":"EP/N029356/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W106902653","https://openalex.org/W1498436455","https://openalex.org/W1969882757","https://openalex.org/W1973445088","https://openalex.org/W1979960439","https://openalex.org/W2001414605","https://openalex.org/W2016210396","https://openalex.org/W2019072752","https://openalex.org/W2019207321","https://openalex.org/W2027402490","https://openalex.org/W2039240409","https://openalex.org/W2050288270","https://openalex.org/W2050310928","https://openalex.org/W2058819127","https://openalex.org/W2064675550","https://openalex.org/W2068001706","https://openalex.org/W2078951884","https://openalex.org/W2089767545","https://openalex.org/W2097403045","https://openalex.org/W2106837051","https://openalex.org/W2128728535","https://openalex.org/W2143572124","https://openalex.org/W2149723649","https://openalex.org/W2156950153","https://openalex.org/W2157444450","https://openalex.org/W2165698076","https://openalex.org/W2168448725","https://openalex.org/W2171277043","https://openalex.org/W2187089797","https://openalex.org/W2582146055","https://openalex.org/W2965018127","https://openalex.org/W3127737671","https://openalex.org/W3163842339","https://openalex.org/W4237171445","https://openalex.org/W4243570436","https://openalex.org/W4248808158","https://openalex.org/W4298857966","https://openalex.org/W6637967152","https://openalex.org/W6676001293","https://openalex.org/W6683161245","https://openalex.org/W6790144085"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2093578348","https://openalex.org/W2376932109","https://openalex.org/W2382290278","https://openalex.org/W2766271392","https://openalex.org/W3107474891","https://openalex.org/W2738546080"],"abstract_inverted_index":{"Numerical":[0],"prediction":[1],"is":[2,102,117],"an":[3],"important":[4],"application":[5],"field":[6],"of":[7,39,61,67,76],"machine":[8],"learning.":[9],"However,":[10],"the":[11,37,44,59,65,74],"current":[12],"mainstream":[13],"relating":[14],"to":[15,29,64,119],"deep":[16,82],"network":[17,42],"solutions":[18],"can":[19,89,97],"be":[20,30,90],"computationally":[21],"taxing,":[22],"whereas":[23],"fuzzy":[24,47,62,79,85],"systems":[25,63],"may":[26],"also":[27,103],"prove":[28],"inefficient":[31],"for":[32,107],"high":[33],"dimensional":[34],"systems.":[35],"Combining":[36],"notion":[38],"complex-valued":[40,53,83],"neural":[41],"and":[43,96,130],"Wang-Mendel":[45,54],"(WM)":[46],"algorithm,":[48],"we":[49],"propose":[50],"a":[51,77,81],"new":[52],"(CVWM)":[55],"method,":[56],"which":[57],"reduces":[58],"rule-base":[60],"scale":[66],"its":[68],"square":[69],"root.":[70],"Further,":[71],"by":[72],"introducing":[73],"concept":[75],"hierarchical":[78],"system,":[80],"single-iteration":[84],"system":[86],"(DCVSF)":[87],"that":[88,127],"trained":[91],"with":[92],"only":[93],"one":[94],"iteration":[95],"effectively":[98],"process":[99],"high-dimensional":[100],"data":[101,121],"elicited.":[104],"In":[105],"addition,":[106],"sparse":[108],"data,":[109],"t-distributed":[110],"stochastic":[111],"neighbor":[112],"embedding":[113],"(t-SNE)":[114],"dimensionality":[115],"reduction":[116],"introduced":[118],"increase":[120],"density.":[122],"The":[123],"experimental":[124],"results":[125],"show":[126],"both":[128],"CVWM":[129],"DCVSF":[131],"exhibit":[132],"competitive":[133],"nonlinear":[134],"modeling":[135],"capabilities.":[136]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}