{"id":"https://openalex.org/W2398711226","doi":"https://doi.org/10.3233/978-1-61499-161-8-95","title":"The Influence of Data Quality on Clustering Outcomes","display_name":"The Influence of Data Quality on Clustering Outcomes","publication_year":2013,"publication_date":"2013-01-01","ids":{"openalex":"https://openalex.org/W2398711226","doi":"https://doi.org/10.3233/978-1-61499-161-8-95","mag":"2398711226"},"language":"en","primary_location":{"id":"doi:10.3233/978-1-61499-161-8-95","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-61499-161-8-95","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","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/A5116337943","display_name":"Sivogolovko Elena","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Sivogolovko Elena","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5116337943"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9007,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.81357844,"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":"95","last_page":"105"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.6776000261306763,"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/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.6776000261306763,"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/T11819","display_name":"Data-Driven Disease Surveillance","score":0.6087999939918518,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.6021999716758728,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6116456985473633},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4330870509147644},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.385618656873703},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.144077330827713},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.03868168592453003}],"concepts":[{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6116456985473633},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4330870509147644},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.385618656873703},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.144077330827713},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.03868168592453003},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3233/978-1-61499-161-8-95","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-61499-161-8-95","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},{"id":"mag:2398711226","is_oa":false,"landing_page_url":"http://dblp.uni-trier.de/db/conf/balt/dbis2012.html#Sivogolovko12","pdf_url":null,"source":{"id":"https://openalex.org/S4306507590","display_name":"DB&amp;IS","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":"journal"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":"DB&amp;IS","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Relationship":[0],"between":[1,97],"clustering":[2,68,85],"and":[3,27,58,87,100],"data":[4,37,51,98],"quality":[5,38,52,65,99],"has":[6,78],"not":[7,19,33],"been":[8],"thoroughly":[9],"established.":[10],"It":[11],"is":[12,32],"usually":[13],"assumed":[14],"that":[15],"input":[16],"dataset":[17],"does":[18],"contain":[20],"any":[21,36],"errors":[22],"or":[23],"contains":[24],"some":[25],"\u201cnoise\u201d,":[26],"this":[28,41],"concept":[29],"of":[30,76],"\u201cnoise\u201d":[31],"related":[34],"to":[35,72,93],"concept.":[39],"In":[40],"paper":[42],"we":[43],"focus":[44],"on":[45,67],"the":[46,62,79,95],"four":[47],"most":[48,80],"commonly":[49],"used":[50],"dimensions,":[53],"namely":[54],"accuracy,":[55],"completeness,":[56],"consistency":[57],"timeliness.":[59],"We":[60],"evaluate":[61],"impact":[63],"these":[64],"dimensions":[66],"outcomes":[69],"in":[70],"order":[71],"find":[73],"out":[74],"which":[75],"them":[77],"negative":[81],"effect.":[82],"Four":[83],"different":[84],"algorithms":[86],"five":[88],"real":[89],"datasets":[90],"were":[91],"selected":[92],"show":[94],"interaction":[96],"cluster":[101],"validity.":[102]},"counts_by_year":[{"year":2015,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2016-06-24T00:00:00"}
