{"id":"https://openalex.org/W2031807912","doi":"https://doi.org/10.4018/ijkbo.2013100105","title":"Clustering with Proximity Graphs","display_name":"Clustering with Proximity Graphs","publication_year":2013,"publication_date":"2013-10-01","ids":{"openalex":"https://openalex.org/W2031807912","doi":"https://doi.org/10.4018/ijkbo.2013100105","mag":"2031807912"},"language":"en","primary_location":{"id":"doi:10.4018/ijkbo.2013100105","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijkbo.2013100105","pdf_url":null,"source":{"id":"https://openalex.org/S4210171617","display_name":"International Journal of Knowledge-Based Organizations","issn_l":"2155-6393","issn":["2155-6393","2155-6407"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Knowledge-Based Organizations","raw_type":"journal-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/A5006321464","display_name":"Michail Kazimianec","orcid":null},"institutions":[{"id":"https://openalex.org/I173212132","display_name":"Vilnius University","ror":"https://ror.org/03nadee84","country_code":"LT","type":"education","lineage":["https://openalex.org/I173212132"]}],"countries":["LT"],"is_corresponding":true,"raw_author_name":"Michail Kazimianec","raw_affiliation_strings":["Faculty of Economics, Vilnius University, Vilnius, Lithuania"],"affiliations":[{"raw_affiliation_string":"Faculty of Economics, Vilnius University, Vilnius, Lithuania","institution_ids":["https://openalex.org/I173212132"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089328860","display_name":"Nikolaus Augsten","orcid":"https://orcid.org/0000-0002-3036-6201"},"institutions":[{"id":"https://openalex.org/I171543936","display_name":"Free University of Bozen-Bolzano","ror":"https://ror.org/012ajp527","country_code":"IT","type":"education","lineage":["https://openalex.org/I171543936"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Nikolaus Augsten","raw_affiliation_strings":["Faculty of Computer Science, Free University of Bozen-Bolzano, Bozen-Bolzano, Italy"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, Free University of Bozen-Bolzano, Bozen-Bolzano, Italy","institution_ids":["https://openalex.org/I171543936"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5006321464"],"corresponding_institution_ids":["https://openalex.org/I173212132"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.13277594,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"3","issue":"4","first_page":"84","last_page":"104"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9966999888420105,"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/T11106","display_name":"Data Management and Algorithms","score":0.9865999817848206,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.8017178773880005},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.6233108043670654},{"id":"https://openalex.org/keywords/correlation-clustering","display_name":"Correlation clustering","score":0.615190327167511},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.577605664730072},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5182833075523376},{"id":"https://openalex.org/keywords/clustering-coefficient","display_name":"Clustering coefficient","score":0.48146477341651917},{"id":"https://openalex.org/keywords/string","display_name":"String (physics)","score":0.4687861204147339},{"id":"https://openalex.org/keywords/hierarchical-clustering","display_name":"Hierarchical clustering","score":0.45882678031921387},{"id":"https://openalex.org/keywords/cure-data-clustering-algorithm","display_name":"CURE data clustering algorithm","score":0.426461786031723},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.41702941060066223},{"id":"https://openalex.org/keywords/single-linkage-clustering","display_name":"Single-linkage clustering","score":0.41496971249580383},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.39096736907958984},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.34849292039871216},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2935057282447815},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.26009461283683777}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.8017178773880005},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.6233108043670654},{"id":"https://openalex.org/C94641424","wikidata":"https://www.wikidata.org/wiki/Q5172845","display_name":"Correlation clustering","level":3,"score":0.615190327167511},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.577605664730072},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5182833075523376},{"id":"https://openalex.org/C22047676","wikidata":"https://www.wikidata.org/wiki/Q898680","display_name":"Clustering coefficient","level":3,"score":0.48146477341651917},{"id":"https://openalex.org/C157486923","wikidata":"https://www.wikidata.org/wiki/Q1376436","display_name":"String (physics)","level":2,"score":0.4687861204147339},{"id":"https://openalex.org/C92835128","wikidata":"https://www.wikidata.org/wiki/Q1277447","display_name":"Hierarchical clustering","level":3,"score":0.45882678031921387},{"id":"https://openalex.org/C33704608","wikidata":"https://www.wikidata.org/wiki/Q5014717","display_name":"CURE data clustering algorithm","level":4,"score":0.426461786031723},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.41702941060066223},{"id":"https://openalex.org/C22648726","wikidata":"https://www.wikidata.org/wiki/Q7523744","display_name":"Single-linkage clustering","level":5,"score":0.41496971249580383},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.39096736907958984},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.34849292039871216},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2935057282447815},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26009461283683777},{"id":"https://openalex.org/C37914503","wikidata":"https://www.wikidata.org/wiki/Q156495","display_name":"Mathematical physics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.4018/ijkbo.2013100105","is_oa":false,"landing_page_url":"https://doi.org/10.4018/ijkbo.2013100105","pdf_url":null,"source":{"id":"https://openalex.org/S4210171617","display_name":"International Journal of Knowledge-Based Organizations","issn_l":"2155-6393","issn":["2155-6393","2155-6407"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Knowledge-Based Organizations","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:igg:jkbo00:v:3:y:2013:i:4:p:84-104","is_oa":false,"landing_page_url":"http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/ijkbo.2013100105","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W47292847","https://openalex.org/W188224872","https://openalex.org/W259338706","https://openalex.org/W1647671624","https://openalex.org/W1673310716","https://openalex.org/W1978510388","https://openalex.org/W2001496424","https://openalex.org/W2010595692","https://openalex.org/W2033629528","https://openalex.org/W2043481183","https://openalex.org/W2052899946","https://openalex.org/W2085571733","https://openalex.org/W2097184821","https://openalex.org/W2098957700","https://openalex.org/W2107293766","https://openalex.org/W2118975565","https://openalex.org/W2119057313","https://openalex.org/W2127218421","https://openalex.org/W2129598390","https://openalex.org/W2135223301","https://openalex.org/W2135326109","https://openalex.org/W2140190241","https://openalex.org/W2161936973","https://openalex.org/W2167847032","https://openalex.org/W2999729612","https://openalex.org/W4235522513","https://openalex.org/W6607760659","https://openalex.org/W6683401941"],"related_works":["https://openalex.org/W2188840951","https://openalex.org/W4241767317","https://openalex.org/W2101637161","https://openalex.org/W2171610853","https://openalex.org/W2160785859","https://openalex.org/W1999117613","https://openalex.org/W2384052049","https://openalex.org/W2367205823","https://openalex.org/W4220814143","https://openalex.org/W2087424554"],"abstract_inverted_index":{"Graph":[0],"Proximity":[1],"Cleansing":[2],"(GPC)":[3],"is":[4,30,36,50,137,169],"a":[5,26,63,127,154],"string":[6,20,158],"clustering":[7,78,143,159],"algorithm":[8],"that":[9,109,135],"automatically":[10],"detects":[11],"cluster":[12,25,34],"borders":[13],"and":[14,32,52,96,133,140],"has":[15,72],"been":[16,74],"successfully":[17],"used":[18],"for":[19,98],"cleansing.":[21],"For":[22],"each":[23],"potential":[24],"so-called":[27],"proximity":[28,41,48,60,103],"graph":[29,49,61],"computed,":[31],"the":[33,40,44,47,53,59,67,89,99,116,148,166],"border":[35],"detected":[37],"based":[38],"on":[39,157],"graph.":[42],"However,":[43],"computation":[45,101],"of":[46,69,102,131],"expensive":[51],"state-of-the-art":[54],"GPC":[55,70,132],"algorithms":[56,118],"only":[57],"approximate":[58],"using":[62],"sampling":[64],"technique.":[65],"Further,":[66],"quality":[68,144],"clusters":[71],"never":[73],"compared":[75],"to":[76,147],"standard":[77,149],"techniques":[79],"like":[80],"k-means,":[81],"density-based,":[82],"or":[83],"hierarchical":[84],"clustering.":[85],"In":[86],"this":[87],"article":[88],"authors":[90,106,125],"propose":[91],"two":[92],"efficient":[93,139],"algorithms,":[94],"PG-DS":[95],"PG-SM,":[97],"exact":[100],"graphs.":[104],"The":[105,124],"experimentally":[107],"show":[108],"our":[110],"solutions":[111],"are":[112],"faster":[113],"even":[114],"if":[115],"sampling-based":[117],"use":[119],"very":[120,138],"small":[121],"sample":[122],"sizes.":[123],"provide":[126],"thorough":[128],"experimental":[129],"evaluation":[130],"conclude":[134],"it":[136],"shows":[141],"good":[142],"in":[145,160],"comparison":[146],"techniques.":[150],"These":[151],"results":[152],"open":[153],"new":[155],"perspective":[156],"settings,":[161],"where":[162],"no":[163],"knowledge":[164],"about":[165],"input":[167],"data":[168],"available.":[170]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2016-06-24T00:00:00"}