{"id":"https://openalex.org/W4414648811","doi":"https://doi.org/10.1109/cibcb66090.2025.11177114","title":"Rank Correlation and Cluster Testing in Multi-Objective Data Analysis of Medical Data","display_name":"Rank Correlation and Cluster Testing in Multi-Objective Data Analysis of Medical Data","publication_year":2025,"publication_date":"2025-08-20","ids":{"openalex":"https://openalex.org/W4414648811","doi":"https://doi.org/10.1109/cibcb66090.2025.11177114"},"language":"en","primary_location":{"id":"doi:10.1109/cibcb66090.2025.11177114","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cibcb66090.2025.11177114","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Conference on Computational Intelligence in Bioinformatics and Computational Biology (CIBCB)","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/A5061288130","display_name":"Rachel Brown","orcid":"https://orcid.org/0000-0002-6276-2209"},"institutions":[{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke University Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Rachel Ellen Brown","raw_affiliation_strings":["Otto von Guericke University,Faculty of Computer Science,Magdeburg,Germany"],"affiliations":[{"raw_affiliation_string":"Otto von Guericke University,Faculty of Computer Science,Magdeburg,Germany","institution_ids":["https://openalex.org/I95793202"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025481761","display_name":"Qihao Shan","orcid":"https://orcid.org/0000-0002-2968-3306"},"institutions":[{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke University Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Qihao Shan","raw_affiliation_strings":["Otto von Guericke University,Faculty of Computer Science,Magdeburg,Germany"],"affiliations":[{"raw_affiliation_string":"Otto von Guericke University,Faculty of Computer Science,Magdeburg,Germany","institution_ids":["https://openalex.org/I95793202"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026006629","display_name":"Klaus\u2010Peter Stein","orcid":"https://orcid.org/0000-0003-4461-7769"},"institutions":[{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke University Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Klaus-Peter Stein","raw_affiliation_strings":["Otto von Guericke University,Medical Faculty,Magdeburg,Germany"],"affiliations":[{"raw_affiliation_string":"Otto von Guericke University,Medical Faculty,Magdeburg,Germany","institution_ids":["https://openalex.org/I95793202"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059699462","display_name":"I. Erol Sandalciolgu","orcid":null},"institutions":[{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke University Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"I. Erol Sandalciolgu","raw_affiliation_strings":["Otto von Guericke University,Medical Faculty,Magdeburg,Germany"],"affiliations":[{"raw_affiliation_string":"Otto von Guericke University,Medical Faculty,Magdeburg,Germany","institution_ids":["https://openalex.org/I95793202"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064569017","display_name":"Sanaz Mostaghim","orcid":"https://orcid.org/0000-0002-9917-5227"},"institutions":[{"id":"https://openalex.org/I95793202","display_name":"Otto-von-Guericke University Magdeburg","ror":"https://ror.org/00ggpsq73","country_code":"DE","type":"education","lineage":["https://openalex.org/I95793202"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sanaz Mostaghim","raw_affiliation_strings":["Otto von Guericke University,Faculty of Computer Science,Magdeburg,Germany"],"affiliations":[{"raw_affiliation_string":"Otto von Guericke University,Faculty of Computer Science,Magdeburg,Germany","institution_ids":["https://openalex.org/I95793202"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5061288130"],"corresponding_institution_ids":["https://openalex.org/I95793202"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.28249237,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.5465999841690063,"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"}},"topics":[{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.5465999841690063,"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/T14438","display_name":"Advanced Scientific Research Methods","score":0.5430999994277954,"subfield":{"id":"https://openalex.org/subfields/1106","display_name":"Food Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11871","display_name":"Advanced Statistical Methods and Models","score":0.48660001158714294,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/wilcoxon-signed-rank-test","display_name":"Wilcoxon signed-rank test","score":0.6672000288963318},{"id":"https://openalex.org/keywords/sorting","display_name":"Sorting","score":0.5939000248908997},{"id":"https://openalex.org/keywords/statistical-hypothesis-testing","display_name":"Statistical hypothesis testing","score":0.45739999413490295},{"id":"https://openalex.org/keywords/correlation","display_name":"Correlation","score":0.4438999891281128},{"id":"https://openalex.org/keywords/rank","display_name":"Rank (graph theory)","score":0.4140999913215637},{"id":"https://openalex.org/keywords/rank-correlation","display_name":"Rank correlation","score":0.36410000920295715},{"id":"https://openalex.org/keywords/raw-data","display_name":"Raw data","score":0.3594000041484833},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.35899999737739563},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.3529999852180481}],"concepts":[{"id":"https://openalex.org/C206041023","wikidata":"https://www.wikidata.org/wiki/Q1751970","display_name":"Wilcoxon signed-rank test","level":3,"score":0.6672000288963318},{"id":"https://openalex.org/C111696304","wikidata":"https://www.wikidata.org/wiki/Q2303697","display_name":"Sorting","level":2,"score":0.5939000248908997},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.47189998626708984},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.460999995470047},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4577000141143799},{"id":"https://openalex.org/C87007009","wikidata":"https://www.wikidata.org/wiki/Q210832","display_name":"Statistical hypothesis testing","level":2,"score":0.45739999413490295},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.45559999346733093},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.4438999891281128},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.4140999913215637},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36800000071525574},{"id":"https://openalex.org/C101601086","wikidata":"https://www.wikidata.org/wiki/Q3753228","display_name":"Rank correlation","level":2,"score":0.36410000920295715},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.3594000041484833},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.35899999737739563},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.3529999852180481},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.352400004863739},{"id":"https://openalex.org/C88548561","wikidata":"https://www.wikidata.org/wiki/Q347599","display_name":"sort","level":2,"score":0.33480000495910645},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33320000767707825},{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.33219999074935913},{"id":"https://openalex.org/C55078378","wikidata":"https://www.wikidata.org/wiki/Q1136628","display_name":"Pearson product-moment correlation coefficient","level":2,"score":0.3239000141620636},{"id":"https://openalex.org/C2778334786","wikidata":"https://www.wikidata.org/wiki/Q1586270","display_name":"Variation (astronomy)","level":2,"score":0.32249999046325684},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.31049999594688416},{"id":"https://openalex.org/C16910744","wikidata":"https://www.wikidata.org/wiki/Q7705759","display_name":"Test data","level":2,"score":0.2962999939918518},{"id":"https://openalex.org/C121694360","wikidata":"https://www.wikidata.org/wiki/Q5282862","display_name":"Distance correlation","level":3,"score":0.2851000130176544},{"id":"https://openalex.org/C136336373","wikidata":"https://www.wikidata.org/wiki/Q5611303","display_name":"Grouped data","level":2,"score":0.2847999930381775},{"id":"https://openalex.org/C85461838","wikidata":"https://www.wikidata.org/wiki/Q7100785","display_name":"Ordinal data","level":2,"score":0.2784000039100647},{"id":"https://openalex.org/C2986587452","wikidata":"https://www.wikidata.org/wiki/Q938438","display_name":"Statistical analysis","level":2,"score":0.2703000009059906},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.26969999074935913},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.2669999897480011},{"id":"https://openalex.org/C2777357209","wikidata":"https://www.wikidata.org/wiki/Q3595842","display_name":"Phlebotomy","level":2,"score":0.2526000142097473},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.2524999976158142}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cibcb66090.2025.11177114","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cibcb66090.2025.11177114","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE Conference on Computational Intelligence in Bioinformatics and Computational Biology (CIBCB)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1522953854","https://openalex.org/W1550220524","https://openalex.org/W2040441233","https://openalex.org/W2133354214","https://openalex.org/W2150680144","https://openalex.org/W2167159964","https://openalex.org/W2993355754","https://openalex.org/W4385485124","https://openalex.org/W4402289070"],"related_works":[],"abstract_inverted_index":{"Multi-Objective":[0,81,211],"Data":[1,82,212],"Analysis":[2,83],"is":[3,15,45,68,78,115,202],"a":[4,35,43,60,152,163,175,179,189],"method":[5,14],"of":[6,38,98,125,134,148,151,156,162,193],"exploring":[7],"conflicting":[8,49,85,154],"patterns":[9],"in":[10,23,53,55,63,119,184],"static":[11,73],"data.":[12,196],"This":[13,66],"used":[16],"to":[17,59,70,90,110,117,168],"explore":[18],"complex":[19,36],"relationships":[20,86],"commonly":[21],"found":[22,153],"medical":[24],"data,":[25,74],"where":[26,75],"human":[27],"body":[28],"systems":[29],"often":[30],"have":[31],"overlapping":[32],"variables,":[33],"creating":[34],"web":[37],"relationships.":[39],"Within":[40],"multi-objective":[41],"optimization,":[42],"relationship":[44,67],"usually":[46],"described":[47],"as":[48,145],"if":[50,112],"an":[51],"increase":[52],"optimality":[54],"one":[56],"objective":[57,106,146,186],"leads":[58],"subsequent":[61],"decrease":[62],"the":[64,96,99,103,120,132,135,141,149,160,169,185,200,205],"other.":[65],"difficult":[69],"extract":[71],"from":[72],"no":[76],"optimization":[77],"taking":[79],"place.":[80],"extracts":[84],"using":[87],"non-dominated":[88],"sorting":[89],"find":[91],"multiple":[92],"fronts":[93],"that":[94,123,204],"represent":[95],"gradient":[97,114],"fitness":[100],"landscape":[101],"between":[102],"decision":[104,121],"and":[105,108,140,188],"spaces,":[107],"checks":[109],"see":[111],"this":[113,128],"related":[116],"variables":[118],"space":[122],"are":[124,208],"interest.":[126],"In":[127],"work,":[129],"we":[130],"showcase":[131],"use":[133],"Wilcoxon":[136],"(or":[137],"Proportions)":[138],"test":[139,144],"Pearson":[142],"Correlation":[143],"measures":[147],"usefulness":[150],"pair":[155],"objectives":[157],"by":[158],"comparing":[159],"distributions":[161],"chosen":[164],"response":[165],"variable":[166],"relative":[167],"sorting.":[170],"The":[171],"shown":[172],"examples":[173],"include":[174],"clean":[176],"synthetic":[177,180],"dataset,":[178],"dataset":[181,191],"with":[182,210],"noise":[183],"space,":[187],"real-world":[190],"consisting":[192],"breast":[194],"cancer":[195],"From":[197],"these":[198],"examples,":[199],"argument":[201],"made":[203],"statistical":[206],"tests":[207],"compatible":[209],"Analysis.":[213]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-10T00:00:00"}