{"id":"https://openalex.org/W2033985568","doi":"https://doi.org/10.1155/2012/347157","title":"Data and Feature Reduction in Fuzzy Modeling through Particle Swarm Optimization","display_name":"Data and Feature Reduction in Fuzzy Modeling through Particle Swarm Optimization","publication_year":2012,"publication_date":"2012-01-01","ids":{"openalex":"https://openalex.org/W2033985568","doi":"https://doi.org/10.1155/2012/347157","mag":"2033985568"},"language":"en","primary_location":{"id":"doi:10.1155/2012/347157","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2012/347157","pdf_url":"https://downloads.hindawi.com/journals/acisc/2012/347157.pdf","source":{"id":"https://openalex.org/S30680879","display_name":"Applied Computational Intelligence and Soft Computing","issn_l":"1687-9724","issn":["1687-9724","1687-9732"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Computational Intelligence and Soft Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://downloads.hindawi.com/journals/acisc/2012/347157.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5073424149","display_name":"Sharifah Sakinah Syed Ahmad","orcid":"https://orcid.org/0000-0002-3803-4578"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"S. Sakinah S. Ahmad","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Alberta, Edmonton, Canada T6G 2G7"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Alberta, Edmonton, Canada T6G 2G7","institution_ids":["https://openalex.org/I154425047"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003799782","display_name":"Witold Pedrycz","orcid":"https://orcid.org/0000-0002-9335-9930"},"institutions":[{"id":"https://openalex.org/I154425047","display_name":"University of Alberta","ror":"https://ror.org/0160cpw27","country_code":"CA","type":"education","lineage":["https://openalex.org/I154425047"]},{"id":"https://openalex.org/I99542240","display_name":"Polish Academy of Sciences","ror":"https://ror.org/01dr6c206","country_code":"PL","type":"funder","lineage":["https://openalex.org/I99542240"]},{"id":"https://openalex.org/I66083562","display_name":"Systems Research Institute","ror":"https://ror.org/0111cp837","country_code":"PL","type":"facility","lineage":["https://openalex.org/I66083562","https://openalex.org/I99542240"]}],"countries":["CA","PL"],"is_corresponding":false,"raw_author_name":"Witold Pedrycz","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of Alberta, Edmonton, Canada T6G 2G7","Systems Research Institute, Polish Academy of Sciences, 01-447 Warsaw, Poland","Department of Electrical and Computer Engineering, University of Alberta, Edmonton, Canada and Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Alberta, Edmonton, Canada T6G 2G7","institution_ids":["https://openalex.org/I154425047"]},{"raw_affiliation_string":"Systems Research Institute, Polish Academy of Sciences, 01-447 Warsaw, Poland","institution_ids":["https://openalex.org/I66083562","https://openalex.org/I99542240"]},{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of Alberta, Edmonton, Canada and Systems Research Institute, Polish Academy of Sciences, Warsaw, Poland","institution_ids":["https://openalex.org/I66083562","https://openalex.org/I154425047","https://openalex.org/I99542240"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5073424149"],"corresponding_institution_ids":["https://openalex.org/I154425047"],"apc_list":{"value":900,"currency":"USD","value_usd":900},"apc_paid":{"value":900,"currency":"USD","value_usd":900},"fwci":0.4421,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.72391381,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"2012","issue":null,"first_page":"1","last_page":"21"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","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/T10820","display_name":"Fuzzy Logic and Control Systems","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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9954000115394592,"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/T12135","display_name":"Fuzzy Systems and Optimization","score":0.9833999872207642,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7049601078033447},{"id":"https://openalex.org/keywords/particle-swarm-optimization","display_name":"Particle swarm optimization","score":0.6301622986793518},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.6011790633201599},{"id":"https://openalex.org/keywords/reduction","display_name":"Reduction (mathematics)","score":0.5537140965461731},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5240566730499268},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4911498725414276},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4742278754711151},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45065945386886597},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.45064646005630493},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4304959177970886},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3791882395744324},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15677908062934875}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7049601078033447},{"id":"https://openalex.org/C85617194","wikidata":"https://www.wikidata.org/wiki/Q2072794","display_name":"Particle swarm optimization","level":2,"score":0.6301622986793518},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.6011790633201599},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.5537140965461731},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5240566730499268},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4911498725414276},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4742278754711151},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45065945386886597},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.45064646005630493},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4304959177970886},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3791882395744324},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15677908062934875},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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":2,"locations":[{"id":"doi:10.1155/2012/347157","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2012/347157","pdf_url":"https://downloads.hindawi.com/journals/acisc/2012/347157.pdf","source":{"id":"https://openalex.org/S30680879","display_name":"Applied Computational Intelligence and Soft Computing","issn_l":"1687-9724","issn":["1687-9724","1687-9732"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Computational Intelligence and Soft Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:a2b7b31ab97b4ac28b0bd4ac5b7a4c10","is_oa":true,"landing_page_url":"https://doaj.org/article/a2b7b31ab97b4ac28b0bd4ac5b7a4c10","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Applied Computational Intelligence and Soft Computing, Vol 2012 (2012)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2012/347157","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2012/347157","pdf_url":"https://downloads.hindawi.com/journals/acisc/2012/347157.pdf","source":{"id":"https://openalex.org/S30680879","display_name":"Applied Computational Intelligence and Soft Computing","issn_l":"1687-9724","issn":["1687-9724","1687-9732"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Applied Computational Intelligence and Soft Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321709","display_name":"Ministry of Higher Education, Malaysia","ror":"https://ror.org/05mcs2t73"},{"id":"https://openalex.org/F4320322873","display_name":"Universiti Teknikal Malaysia Melaka","ror":"https://ror.org/01xb6rs26"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2033985568.pdf","grobid_xml":"https://content.openalex.org/works/W2033985568.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W1378570","https://openalex.org/W107866236","https://openalex.org/W1505753439","https://openalex.org/W1542883383","https://openalex.org/W1820051232","https://openalex.org/W1964804045","https://openalex.org/W1983901095","https://openalex.org/W1999988847","https://openalex.org/W2010169127","https://openalex.org/W2011762057","https://openalex.org/W2016600798","https://openalex.org/W2029332440","https://openalex.org/W2044820295","https://openalex.org/W2046815126","https://openalex.org/W2070878875","https://openalex.org/W2077806522","https://openalex.org/W2087738854","https://openalex.org/W2090018524","https://openalex.org/W2095808299","https://openalex.org/W2097225284","https://openalex.org/W2098983246","https://openalex.org/W2102831150","https://openalex.org/W2116753079","https://openalex.org/W2118030936","https://openalex.org/W2118840131","https://openalex.org/W2119893066","https://openalex.org/W2127056191","https://openalex.org/W2128382462","https://openalex.org/W2135547590","https://openalex.org/W2143208759","https://openalex.org/W2145479133","https://openalex.org/W2152195021","https://openalex.org/W2159683248","https://openalex.org/W2480422823","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W3176621072","https://openalex.org/W4298130764","https://openalex.org/W2804364458","https://openalex.org/W2132641928","https://openalex.org/W4310225030","https://openalex.org/W2995475466","https://openalex.org/W2090259340","https://openalex.org/W1926736923","https://openalex.org/W2158836806","https://openalex.org/W2356785732"],"abstract_inverted_index":{"The":[0,42,108],"study":[1],"is":[2,56,88,111,206],"concerned":[3],"with":[4,181],"data":[5,96,150,204],"and":[6,30,50,97,149,170],"feature":[7,75],"reduction":[8,14,79,91,109],"in":[9,21,58,113],"fuzzy":[10,19,106,155],"modeling.":[11],"As":[12],"these":[13],"activities":[15],"are":[16,71],"advantageous":[17],"to":[18,66,93,99,102,152],"models":[20],"terms":[22],"of":[23,27,33,44,47,53,61,80,105,123,134,143,147,160,177,185,189,197],"both":[24,95,168],"the":[25,31,34,59,67,81,103,121,158,161,164,178,190],"effectiveness":[26],"their":[28,37],"construction":[29],"interpretation":[32],"resulting":[35],"models,":[36],"realization":[38],"deserves":[39],"particular":[40],"attention.":[41],"formation":[43],"a":[45,51,78,84,90,132,145,154,174,182,187,195],"subset":[46,52,146],"meaningful":[48],"features":[49,98,148,169],"essential":[54],"instances":[55],"discussed":[57],"context":[60],"fuzzy-rule-based":[62],"models.":[63],"In":[64,127],"contrast":[65],"existing":[68],"studies,":[69],"which":[70],"focused":[72],"predominantly":[73],"on":[74],"selection":[76],"(namely,":[77],"input":[82],"space),":[83],"position":[85],"advocated":[86],"here":[87],"that":[89],"has":[92],"involve":[94],"become":[100],"efficient":[101],"design":[104,153],"model.":[107,156],"problem":[110,162],"combinatorial":[112],"its":[114],"nature":[115],"and,":[116],"as":[117,139],"such,":[118],"calls":[119],"for":[120],"use":[122,131],"advanced":[124],"optimization":[125,137,141],"techniques.":[126],"this":[128],"study,":[129],"we":[130,172],"technique":[133],"particle":[135],"swarm":[136],"(PSO)":[138],"an":[140],"vehicle":[142],"forming":[144,186],"(instances)":[151],"Given":[157],"dimensionality":[159],"(as":[163],"search":[165,192],"space":[166],"involves":[167],"instances),":[171],"discuss":[173],"cooperative":[175],"version":[176],"PSO":[179],"along":[180],"clustering":[183],"mechanism":[184],"partition":[188],"overall":[191],"space.":[193],"Finally,":[194],"series":[196],"numeric":[198],"experiments":[199],"using":[200],"several":[201],"machine":[202],"learning":[203],"sets":[205],"presented.":[207]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}