{"id":"https://openalex.org/W1983940992","doi":"https://doi.org/10.1109/bhi.2012.6211746","title":"Imbalanced data classifier by using ensemble fuzzy c-means clustering","display_name":"Imbalanced data classifier by using ensemble fuzzy c-means clustering","publication_year":2012,"publication_date":"2012-01-01","ids":{"openalex":"https://openalex.org/W1983940992","doi":"https://doi.org/10.1109/bhi.2012.6211746","mag":"1983940992"},"language":"en","primary_location":{"id":"doi:10.1109/bhi.2012.6211746","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bhi.2012.6211746","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of 2012 IEEE-EMBS International Conference on Biomedical and Health Informatics","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/A5064913606","display_name":"Y\u00fccel Ko\u00e7yi\u011fit","orcid":"https://orcid.org/0000-0003-1785-198X"},"institutions":[{"id":"https://openalex.org/I16748637","display_name":"Manisa Celal Bayar University","ror":"https://ror.org/053f2w588","country_code":"TR","type":"education","lineage":["https://openalex.org/I16748637"]},{"id":"https://openalex.org/I66943878","display_name":"De Montfort University","ror":"https://ror.org/0312pnr83","country_code":"GB","type":"education","lineage":["https://openalex.org/I66943878"]}],"countries":["GB","TR"],"is_corresponding":true,"raw_author_name":"Y. Kocyigit","raw_affiliation_strings":["Bio-Health Informatics Research Group, Faculty of Technology, De Montfort University, Leicester, UK","Celal Bayar University, Manisa, Turkey"],"affiliations":[{"raw_affiliation_string":"Bio-Health Informatics Research Group, Faculty of Technology, De Montfort University, Leicester, UK","institution_ids":["https://openalex.org/I66943878"]},{"raw_affiliation_string":"Celal Bayar University, Manisa, Turkey","institution_ids":["https://openalex.org/I16748637"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057405456","display_name":"H\u00fcseyin \u015eeker","orcid":"https://orcid.org/0000-0002-1255-9552"},"institutions":[{"id":"https://openalex.org/I66943878","display_name":"De Montfort University","ror":"https://ror.org/0312pnr83","country_code":"GB","type":"education","lineage":["https://openalex.org/I66943878"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"H. Seker","raw_affiliation_strings":["Bio-Health Informatics Research Group, Faculty of Technology, De Montfort University, Leicester, UK"],"affiliations":[{"raw_affiliation_string":"Bio-Health Informatics Research Group, Faculty of Technology, De Montfort University, Leicester, UK","institution_ids":["https://openalex.org/I66943878"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5064913606"],"corresponding_institution_ids":["https://openalex.org/I16748637","https://openalex.org/I66943878"],"apc_list":null,"apc_paid":null,"fwci":0.4421,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.71254868,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"16","issue":null,"first_page":"952","last_page":"955"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9995999932289124,"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/T11652","display_name":"Imbalanced Data Classification Techniques","score":0.9995999932289124,"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/T13429","display_name":"Electricity Theft Detection Techniques","score":0.9603999853134155,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9573000073432922,"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/cluster-analysis","display_name":"Cluster analysis","score":0.7031934857368469},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.689231276512146},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6839841604232788},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6607822775840759},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6330915689468384},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5124943256378174},{"id":"https://openalex.org/keywords/fuzzy-clustering","display_name":"Fuzzy clustering","score":0.43616795539855957},{"id":"https://openalex.org/keywords/statistical-classification","display_name":"Statistical classification","score":0.43394047021865845},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.41903048753738403},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3629218339920044}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7031934857368469},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.689231276512146},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6839841604232788},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6607822775840759},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6330915689468384},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5124943256378174},{"id":"https://openalex.org/C17212007","wikidata":"https://www.wikidata.org/wiki/Q5511111","display_name":"Fuzzy clustering","level":3,"score":0.43616795539855957},{"id":"https://openalex.org/C110083411","wikidata":"https://www.wikidata.org/wiki/Q1744628","display_name":"Statistical classification","level":2,"score":0.43394047021865845},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.41903048753738403},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3629218339920044}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/bhi.2012.6211746","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bhi.2012.6211746","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of 2012 IEEE-EMBS International Conference on Biomedical and Health Informatics","raw_type":"proceedings-article"},{"id":"pmh:oai:dora.dmu.ac.uk:2086/8266","is_oa":false,"landing_page_url":"http://hdl.handle.net/2086/8266","pdf_url":null,"source":{"id":"https://openalex.org/S4306400394","display_name":"DMU Open Research Archive (De Montfort University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66943878","host_organization_name":"De Montfort University","host_organization_lineage":["https://openalex.org/I66943878"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1964215280","https://openalex.org/W1968331929","https://openalex.org/W1981813580","https://openalex.org/W1990252480","https://openalex.org/W1994547758","https://openalex.org/W1996516822","https://openalex.org/W2005399532","https://openalex.org/W2006210519","https://openalex.org/W2074019887","https://openalex.org/W2098740506","https://openalex.org/W2102083998","https://openalex.org/W2113076747","https://openalex.org/W2118978333","https://openalex.org/W2120770540","https://openalex.org/W2138776277","https://openalex.org/W2148143831","https://openalex.org/W2153635508","https://openalex.org/W2156909104","https://openalex.org/W2168515294","https://openalex.org/W3120421331","https://openalex.org/W3120740533"],"related_works":["https://openalex.org/W2945382830","https://openalex.org/W4224807364","https://openalex.org/W2596632494","https://openalex.org/W2535986621","https://openalex.org/W1980197432","https://openalex.org/W2382432689","https://openalex.org/W2000612978","https://openalex.org/W4388110928","https://openalex.org/W1483228865","https://openalex.org/W4292434959"],"abstract_inverted_index":{"Pattern":[0],"classifiers":[1,116],"developed":[2],"with":[3,16],"the":[4,14,17,45,61,67,80,85,88,92,95],"imbalanced":[5,48],"data":[6,114],"set":[7],"tend":[8],"to":[9,13,43,79,83,91],"classify":[10],"an":[11],"object":[12],"class":[15,59,82],"highest":[18],"number":[19],"of":[20,47,87,125],"samples,":[21],"resulting":[22],"in":[23,54],"higher":[24,101],"overall":[25],"classifier":[26],"accuracy":[27,103],"but":[28,106],"lower":[29],"sensitivity.":[30],"A":[31],"new":[32],"approach":[33],"based":[34],"on":[35],"a":[36,58],"dynamic":[37],"under-sampling":[38,74],"procedure":[39,75],"is":[40,63,76,123],"therefore":[41],"proposed":[42,96],"improve":[44],"classification":[46,102,110,129],"datasets":[49],"that":[50,121],"are":[51],"quite":[52],"common":[53],"bio-medicine.":[55],"To":[56],"overcome":[57],"imbalance,":[60],"dataset":[62],"resampled":[64],"by":[65],"using":[66],"ensemble":[68],"fuzzy":[69],"c-means":[70],"clustering":[71,127],"method.":[72],"The":[73],"then":[77],"applied":[78],"majority":[81],"balance":[84],"size":[86],"classes.":[89],"Compared":[90],"existing":[93],"classifiers,":[94],"method":[97],"yields":[98],"not":[99],"only":[100],"and":[104,117],"sensitivity":[105],"also":[107],"more":[108],"stable":[109],"performance":[111],"under":[112],"different":[113],"sets,":[115],"their":[118],"parameters,":[119],"indicating":[120],"it":[122],"independent":[124],"particular":[126],"or":[128],"methods.":[130]},"counts_by_year":[{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2014,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}