{"id":"https://openalex.org/W2519010239","doi":"https://doi.org/10.1109/tkde.2016.2608821","title":"Visual Assessment of Clustering Tendency for Incomplete Data","display_name":"Visual Assessment of Clustering Tendency for Incomplete Data","publication_year":2016,"publication_date":"2016-09-14","ids":{"openalex":"https://openalex.org/W2519010239","doi":"https://doi.org/10.1109/tkde.2016.2608821","mag":"2519010239"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2016.2608821","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2016.2608821","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Knowledge and Data Engineering","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/A5072117943","display_name":"Laurence A. F. Park","orcid":null},"institutions":[{"id":"https://openalex.org/I63525965","display_name":"Western Sydney University","ror":"https://ror.org/03t52dk35","country_code":"AU","type":"education","lineage":["https://openalex.org/I63525965"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Laurence Anthony F. Park","raw_affiliation_strings":["School of Computing, Engineering and Mathematics, Western Sydney University, Rydalmere, NSW, Austraila"],"affiliations":[{"raw_affiliation_string":"School of Computing, Engineering and Mathematics, Western Sydney University, Rydalmere, NSW, Austraila","institution_ids":["https://openalex.org/I63525965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043324448","display_name":"James C. Bezdek","orcid":"https://orcid.org/0000-0003-3901-7021"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"James C. Bezdek","raw_affiliation_strings":["Department of Computing and Information Systems, University of Melbourne, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"Department of Computing and Information Systems, University of Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076014464","display_name":"Christopher Leckie","orcid":"https://orcid.org/0000-0002-4388-0517"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Christopher Leckie","raw_affiliation_strings":["Department of Computing and Information Systems, University of Melbourne, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"Department of Computing and Information Systems, University of Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069895484","display_name":"Kotagiri Ramamohanarao","orcid":"https://orcid.org/0000-0003-3304-9268"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ramamohanarao Kotagiri","raw_affiliation_strings":["Department of Computing and Information Systems, University of Melbourne, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"Department of Computing and Information Systems, University of Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101609697","display_name":"James Bailey","orcid":"https://orcid.org/0000-0002-3769-3811"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"James Bailey","raw_affiliation_strings":["Department of Computing and Information Systems, University of Melbourne, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"Department of Computing and Information Systems, University of Melbourne, VIC, Australia","institution_ids":["https://openalex.org/I165779595"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080554686","display_name":"Marimuthu Palaniswami","orcid":"https://orcid.org/0000-0002-3635-4252"},"institutions":[{"id":"https://openalex.org/I165779595","display_name":"University of Melbourne","ror":"https://ror.org/01ej9dk98","country_code":"AU","type":"education","lineage":["https://openalex.org/I165779595"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Marimuthu Palaniswami","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, University of Melbourne, Parkville, VIC, Australia"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, University of Melbourne, Parkville, VIC, Australia","institution_ids":["https://openalex.org/I165779595"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5072117943"],"corresponding_institution_ids":["https://openalex.org/I63525965"],"apc_list":null,"apc_paid":null,"fwci":2.2087,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.90970933,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"28","issue":"12","first_page":"3409","last_page":"3422"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9987000226974487,"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":0.9987000226974487,"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/T10799","display_name":"Data Visualization and Analytics","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.9962999820709229,"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/computer-science","display_name":"Computer science","score":0.72855544090271},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6276247501373291},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5369768738746643},{"id":"https://openalex.org/keywords/imputation","display_name":"Imputation (statistics)","score":0.48293206095695496},{"id":"https://openalex.org/keywords/substructure","display_name":"Substructure","score":0.45679759979248047},{"id":"https://openalex.org/keywords/synthetic-data","display_name":"Synthetic data","score":0.4413355588912964},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42476147413253784},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3817562758922577},{"id":"https://openalex.org/keywords/missing-data","display_name":"Missing data","score":0.35809630155563354},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.16480901837348938}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.72855544090271},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6276247501373291},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5369768738746643},{"id":"https://openalex.org/C58041806","wikidata":"https://www.wikidata.org/wiki/Q1660484","display_name":"Imputation (statistics)","level":3,"score":0.48293206095695496},{"id":"https://openalex.org/C99679407","wikidata":"https://www.wikidata.org/wiki/Q56761637","display_name":"Substructure","level":2,"score":0.45679759979248047},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.4413355588912964},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42476147413253784},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3817562758922577},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.35809630155563354},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.16480901837348938},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tkde.2016.2608821","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2016.2608821","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Knowledge and Data Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W950821216","https://openalex.org/W1480376833","https://openalex.org/W1554687443","https://openalex.org/W1886773798","https://openalex.org/W1972851018","https://openalex.org/W1979142755","https://openalex.org/W2001619934","https://openalex.org/W2015439533","https://openalex.org/W2034574601","https://openalex.org/W2044719661","https://openalex.org/W2049633694","https://openalex.org/W2053742104","https://openalex.org/W2061901927","https://openalex.org/W2064978043","https://openalex.org/W2072358441","https://openalex.org/W2095293504","https://openalex.org/W2096849238","https://openalex.org/W2115098571","https://openalex.org/W2115759937","https://openalex.org/W2116819994","https://openalex.org/W2117897510","https://openalex.org/W2132092465","https://openalex.org/W2133470535","https://openalex.org/W2136384819","https://openalex.org/W2140541004","https://openalex.org/W2170590171","https://openalex.org/W3101413764","https://openalex.org/W4238763888","https://openalex.org/W4244777963","https://openalex.org/W6679695472","https://openalex.org/W6680305118"],"related_works":["https://openalex.org/W2181530120","https://openalex.org/W4211215373","https://openalex.org/W2024529227","https://openalex.org/W1574575415","https://openalex.org/W3144172081","https://openalex.org/W3179858851","https://openalex.org/W3028371478","https://openalex.org/W2081476516","https://openalex.org/W2581984549","https://openalex.org/W2753779043"],"abstract_inverted_index":{"The":[0],"iVAT":[1],"(asiVAT)":[2],"algorithms":[3],"reorder":[4],"symmetric":[5,114],"(asymmetric)":[6],"dissimilarity":[7],"data":[8,15,24,45,77],"so":[9],"that":[10,82,117],"an":[11,101],"image":[12],"of":[13,31,59],"the":[14,43,60,66,86,92,108],"may":[16],"reveal":[17],"cluster":[18,32],"substructure.":[19],"Images":[20],"formed":[21],"from":[22,79],"incomplete":[23,84],"don't":[25],"offer":[26],"a":[27,53,113],"very":[28],"rich":[29],"interpretation":[30],"structure.":[33],"In":[34],"this":[35],"paper,":[36],"we":[37,72],"examine":[38],"four":[39],"methods":[40],"for":[41,64],"completing":[42],"input":[44],"with":[46,95],"imputed":[47],"values":[48],"before":[49],"imaging.":[50],"We":[51],"choose":[52],"best":[54,87],"method":[55,89],"using":[56,85],"contaminated":[57],"versions":[58],"complete":[61],"Iris":[62],"data,":[63,100,111],"which":[65],"desired":[67],"results":[68],"are":[69,83],"known.":[70],"Then,":[71],"analyze":[73],"two":[74],"real":[75],"world":[76],"sets":[78],"social":[80],"networks":[81],"imputation":[88],"chosen":[90],"in":[91],"juried":[93],"trials":[94],"Iris:":[96],"(i)":[97],"Sampson's":[98],"monastery":[99],"incomplete,":[102],"asymmetric":[103],"relation":[104],"matrix;":[105],"and":[106],"(ii)":[107],"karate":[109],"club":[110],"comprising":[112],"similarity":[115],"matrix":[116],"is":[118],"about":[119],"86":[120],"percent":[121],"incomplete.":[122]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":3},{"year":2017,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
