{"id":"https://openalex.org/W2025848081","doi":"https://doi.org/10.1109/cbms.2012.6266364","title":"Empirical investigation of consensus clustering for large ECG data sets","display_name":"Empirical investigation of consensus clustering for large ECG data sets","publication_year":2012,"publication_date":"2012-06-01","ids":{"openalex":"https://openalex.org/W2025848081","doi":"https://doi.org/10.1109/cbms.2012.6266364","mag":"2025848081"},"language":"en","primary_location":{"id":"doi:10.1109/cbms.2012.6266364","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbms.2012.6266364","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 25th IEEE International Symposium on Computer-Based Medical Systems (CBMS)","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/A5013103385","display_name":"Andrei Kelarev","orcid":"https://orcid.org/0000-0001-9402-3534"},"institutions":[{"id":"https://openalex.org/I149672521","display_name":"Federation University","ror":"https://ror.org/05qbzwv83","country_code":"AU","type":"education","lineage":["https://openalex.org/I149672521"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Andrei Kelarev","raw_affiliation_strings":["Centre for Informatics and Applied Optimization, University of Ballarat, Australia"],"affiliations":[{"raw_affiliation_string":"Centre for Informatics and Applied Optimization, University of Ballarat, Australia","institution_ids":["https://openalex.org/I149672521"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047791912","display_name":"Andrew Stranieri","orcid":"https://orcid.org/0000-0002-4415-5771"},"institutions":[{"id":"https://openalex.org/I149672521","display_name":"Federation University","ror":"https://ror.org/05qbzwv83","country_code":"AU","type":"education","lineage":["https://openalex.org/I149672521"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Andrew Stranieri","raw_affiliation_strings":["Centre for Informatics and Applied Optimization, University of Ballarat, Australia"],"affiliations":[{"raw_affiliation_string":"Centre for Informatics and Applied Optimization, University of Ballarat, Australia","institution_ids":["https://openalex.org/I149672521"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048317892","display_name":"John Yearwood","orcid":"https://orcid.org/0000-0002-7562-6767"},"institutions":[{"id":"https://openalex.org/I149672521","display_name":"Federation University","ror":"https://ror.org/05qbzwv83","country_code":"AU","type":"education","lineage":["https://openalex.org/I149672521"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"John Yearwood","raw_affiliation_strings":["Centre for Informatics and Applied Optimization, University of Ballarat, Australia"],"affiliations":[{"raw_affiliation_string":"Centre for Informatics and Applied Optimization, University of Ballarat, Australia","institution_ids":["https://openalex.org/I149672521"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011347476","display_name":"Herbert F. Jelinek","orcid":"https://orcid.org/0000-0001-5457-6193"},"institutions":[{"id":"https://openalex.org/I153230381","display_name":"Charles Sturt University","ror":"https://ror.org/00wfvh315","country_code":"AU","type":"education","lineage":["https://openalex.org/I153230381"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Herbert Jelinek","raw_affiliation_strings":["Centre for Research in Complex Systems and School of Community Health, Charles Sturt University, Australia"],"affiliations":[{"raw_affiliation_string":"Centre for Research in Complex Systems and School of Community Health, Charles Sturt University, Australia","institution_ids":["https://openalex.org/I153230381"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5013103385"],"corresponding_institution_ids":["https://openalex.org/I149672521"],"apc_list":null,"apc_paid":null,"fwci":0.9906,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.78574588,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"30","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11447","display_name":"Blind Source Separation Techniques","score":0.9916999936103821,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9916999936103821,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9803000092506409,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.9736999869346619,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7998663187026978},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7012297511100769},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6276388168334961},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4525038003921509},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4484642446041107},{"id":"https://openalex.org/keywords/consensus-clustering","display_name":"Consensus clustering","score":0.44373342394828796},{"id":"https://openalex.org/keywords/bipartite-graph","display_name":"Bipartite graph","score":0.437412291765213},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.4260249435901642},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.41949397325515747},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.387736976146698},{"id":"https://openalex.org/keywords/correlation-clustering","display_name":"Correlation clustering","score":0.3409258723258972},{"id":"https://openalex.org/keywords/cure-data-clustering-algorithm","display_name":"CURE data clustering algorithm","score":0.305141806602478},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.13024362921714783}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7998663187026978},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7012297511100769},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6276388168334961},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4525038003921509},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4484642446041107},{"id":"https://openalex.org/C186767784","wikidata":"https://www.wikidata.org/wiki/Q5162841","display_name":"Consensus clustering","level":5,"score":0.44373342394828796},{"id":"https://openalex.org/C197657726","wikidata":"https://www.wikidata.org/wiki/Q174733","display_name":"Bipartite graph","level":3,"score":0.437412291765213},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.4260249435901642},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.41949397325515747},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.387736976146698},{"id":"https://openalex.org/C94641424","wikidata":"https://www.wikidata.org/wiki/Q5172845","display_name":"Correlation clustering","level":3,"score":0.3409258723258972},{"id":"https://openalex.org/C33704608","wikidata":"https://www.wikidata.org/wiki/Q5014717","display_name":"CURE data clustering algorithm","level":4,"score":0.305141806602478},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.13024362921714783}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/cbms.2012.6266364","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cbms.2012.6266364","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 25th IEEE International Symposium on Computer-Based Medical Systems (CBMS)","raw_type":"proceedings-article"},{"id":"pmh:vital:4776","is_oa":false,"landing_page_url":"http://researchonline.federation.edu.au/vital/access/HandleResolver/1959.17/43591","pdf_url":null,"source":{"id":"https://openalex.org/S4306400234","display_name":"FedUni ResearchOnline (Federation University Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210158496","host_organization_name":"Australian Federation of University Women \u2013 South Australia","host_organization_lineage":["https://openalex.org/I4210158496"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:dro.deakin.edu.au:DU:30100706","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402457","display_name":"Deakin Research Online (Deakin University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149704539","host_organization_name":"Deakin University","host_organization_lineage":["https://openalex.org/I149704539"],"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 Paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1091878006","https://openalex.org/W1992728454","https://openalex.org/W2011561403","https://openalex.org/W2058986037","https://openalex.org/W2059036143","https://openalex.org/W2080389430","https://openalex.org/W2097564701","https://openalex.org/W2121737033","https://openalex.org/W2162698990","https://openalex.org/W2167917621","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2406185607","https://openalex.org/W4312142847","https://openalex.org/W2111827030","https://openalex.org/W1574003721","https://openalex.org/W2311450085","https://openalex.org/W2139280638","https://openalex.org/W2159372536","https://openalex.org/W2804957450","https://openalex.org/W2107260502","https://openalex.org/W2071000654"],"abstract_inverted_index":{"This":[0],"article":[1],"investigates":[2],"a":[3,43,67,86],"novel":[4],"machine":[5],"learning":[6],"approach":[7],"applying":[8],"consensus":[9,34,52,76,148],"clustering":[10,40,77],"in":[11],"conjunction":[12],"with":[13,98],"classification":[14,89,118],"for":[15,39,73,126],"the":[16,83,92,108,117,121,127,140,146],"data":[17,26,58],"mining":[18],"of":[19,45,51,78,85,112,116,129,139,145],"very":[20],"large":[21],"and":[22,31,63,101,143],"highly":[23,55],"dimensional":[24,56],"ECG":[25,57],"sets.":[27],"To":[28],"obtain":[29],"robust":[30],"stable":[32],"clusterings,":[33],"functions":[35,53],"can":[36,133],"be":[37,134],"applied":[38],"ensembles":[41],"combining":[42],"multitude":[44],"independent":[46],"initial":[47],"clusterings.":[48],"Direct":[49],"applications":[50],"to":[54],"sets":[59],"remain":[60],"computationally":[61],"expensive":[62],"impracticable.":[64],"We":[65],"introduce":[66],"multistage":[68],"scheme":[69],"including":[70],"various":[71],"procedures":[72],"dimensionality":[74],"reduction,":[75],"randomized":[79],"samples,":[80],"followed":[81],"by":[82],"use":[84],"fast":[87],"supervised":[88],"algorithm.":[90],"Applying":[91],"Hybrid":[93],"Bipartite":[94],"Graph":[95],"Formulation":[96],"combined":[97,147],"rank":[99],"ordering":[100],"SMO":[102],"we":[103],"obtained":[104],"an":[105,137],"area":[106],"under":[107],"receiver":[109],"operating":[110],"curve":[111],"0.987.":[113],"The":[114],"performance":[115],"algorithm":[119],"at":[120],"final":[122],"stage":[123],"is":[124],"crucial":[125],"effectiveness":[128],"this":[130],"technique.":[131],"It":[132],"regarded":[135],"as":[136],"indication":[138],"reliability,":[141],"quality":[142],"stability":[144],"clustering.":[149]},"counts_by_year":[{"year":2020,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}