{"id":"https://openalex.org/W4400433375","doi":"https://doi.org/10.1109/tkde.2024.3424511","title":"Euclidean Distance is Not Your Swiss Army Knife","display_name":"Euclidean Distance is Not Your Swiss Army Knife","publication_year":2024,"publication_date":"2024-07-08","ids":{"openalex":"https://openalex.org/W4400433375","doi":"https://doi.org/10.1109/tkde.2024.3424511"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2024.3424511","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2024.3424511","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/A5101784192","display_name":"Yuze Tan","orcid":"https://orcid.org/0000-0002-3322-0814"},"institutions":[{"id":"https://openalex.org/I4210125143","display_name":"Chengdu University","ror":"https://ror.org/034z67559","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210125143"]},{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuze Tan","raw_affiliation_strings":["College of Computer Science, Sichuan University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I4210125143","https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091902794","display_name":"Yixi Liu","orcid":"https://orcid.org/0000-0001-5742-1031"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I4210125143","display_name":"Chengdu University","ror":"https://ror.org/034z67559","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210125143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yixi Liu","raw_affiliation_strings":["College of Computer Science, Sichuan University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I4210125143","https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028144381","display_name":"Hongjie Wu","orcid":"https://orcid.org/0009-0007-3203-1521"},"institutions":[{"id":"https://openalex.org/I4210125143","display_name":"Chengdu University","ror":"https://ror.org/034z67559","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210125143"]},{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongjie Wu","raw_affiliation_strings":["College of Computer Science, Sichuan University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I4210125143","https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101577578","display_name":"Shudong Huang","orcid":"https://orcid.org/0000-0002-1276-8696"},"institutions":[{"id":"https://openalex.org/I4210125143","display_name":"Chengdu University","ror":"https://ror.org/034z67559","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210125143"]},{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shudong Huang","raw_affiliation_strings":["College of Computer Science, Sichuan University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I4210125143","https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051227924","display_name":"Zenglin Xu","orcid":"https://orcid.org/0000-0001-5550-6461"},"institutions":[{"id":"https://openalex.org/I158809036","display_name":"Shenzhen Institute of Information Technology","ror":"https://ror.org/03wrf9427","country_code":"CN","type":"education","lineage":["https://openalex.org/I158809036"]},{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zenglin Xu","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology Shenzhen, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology Shenzhen, Shenzhen, China","institution_ids":["https://openalex.org/I158809036","https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021751767","display_name":"Ivor W. Tsang","orcid":"https://orcid.org/0000-0001-8095-4637"},"institutions":[{"id":"https://openalex.org/I115228651","display_name":"Agency for Science, Technology and Research","ror":"https://ror.org/036wvzt09","country_code":"SG","type":"government","lineage":["https://openalex.org/I115228651"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Ivor W. Tsang","raw_affiliation_strings":["Centre for Frontier AI Research, A*STAR, Singapore"],"affiliations":[{"raw_affiliation_string":"Centre for Frontier AI Research, A*STAR, Singapore","institution_ids":["https://openalex.org/I115228651"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073535763","display_name":"Jiancheng Lv","orcid":"https://orcid.org/0000-0001-6551-3884"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I4210125143","display_name":"Chengdu University","ror":"https://ror.org/034z67559","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210125143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiancheng Lv","raw_affiliation_strings":["College of Computer Science, Sichuan University, Chengdu, China"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I4210125143","https://openalex.org/I24185976"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5101784192"],"corresponding_institution_ids":["https://openalex.org/I24185976","https://openalex.org/I4210125143"],"apc_list":null,"apc_paid":null,"fwci":3.2139,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.91330972,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"36","issue":"12","first_page":"8179","last_page":"8191"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12504","display_name":"Mathematics and Applications","score":0.044199999421834946,"subfield":{"id":"https://openalex.org/subfields/2608","display_name":"Geometry and Topology"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12504","display_name":"Mathematics and Applications","score":0.044199999421834946,"subfield":{"id":"https://openalex.org/subfields/2608","display_name":"Geometry and Topology"},"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/computer-science","display_name":"Computer science","score":0.6303574442863464},{"id":"https://openalex.org/keywords/euclidean-distance","display_name":"Euclidean distance","score":0.573058545589447},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.31829166412353516}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6303574442863464},{"id":"https://openalex.org/C120174047","wikidata":"https://www.wikidata.org/wiki/Q847073","display_name":"Euclidean distance","level":2,"score":0.573058545589447},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31829166412353516}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tkde.2024.3424511","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2024.3424511","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":[{"id":"https://openalex.org/G1515513899","display_name":null,"funder_award_id":"62106164","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4734399742","display_name":null,"funder_award_id":"62376175","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5347934389","display_name":null,"funder_award_id":"B21044","funder_id":"https://openalex.org/F4320327912","funder_display_name":"Higher Education Discipline Innovation Project"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320327912","display_name":"Higher Education Discipline Innovation Project","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W1600471557","https://openalex.org/W1907775068","https://openalex.org/W1978259121","https://openalex.org/W1993962865","https://openalex.org/W2101491865","https://openalex.org/W2108502868","https://openalex.org/W2162630660","https://openalex.org/W2199534117","https://openalex.org/W2604723872","https://openalex.org/W2740464254","https://openalex.org/W2741998188","https://openalex.org/W2787885212","https://openalex.org/W2809506935","https://openalex.org/W2896169497","https://openalex.org/W2898233200","https://openalex.org/W2900980272","https://openalex.org/W2921065608","https://openalex.org/W2942755646","https://openalex.org/W2963165461","https://openalex.org/W2963840432","https://openalex.org/W2966502719","https://openalex.org/W2977506081","https://openalex.org/W2994725852","https://openalex.org/W2996771119","https://openalex.org/W2997739739","https://openalex.org/W3034425668","https://openalex.org/W3045679024","https://openalex.org/W3092947908","https://openalex.org/W3118054267","https://openalex.org/W3149863265","https://openalex.org/W3165231040","https://openalex.org/W3205485865","https://openalex.org/W3210356043","https://openalex.org/W4200226646","https://openalex.org/W4214544745","https://openalex.org/W4283792797","https://openalex.org/W4283797473","https://openalex.org/W4304091814","https://openalex.org/W4382317881","https://openalex.org/W6603183647","https://openalex.org/W6675134712","https://openalex.org/W6682991666","https://openalex.org/W6714133674","https://openalex.org/W6731811539"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Graph-based":[0],"multi-view":[1,37,55,121,145,189],"learning,":[2,109],"which":[3,82,136],"has":[4],"hitherto":[5],"been":[6,33],"used":[7],"to":[8,19,75,97,101,126,167],"discover":[9],"the":[10,17,49,61,66,77,86,103,139,143,149,170,176,182,200,206],"intrinsic":[11],"patterns":[12],"of":[13,22,92,131,142,154,172,196,202],"graph":[14,110,134],"data":[15,56,94,132,146,173],"giving":[16],"credit":[18],"its":[20],"convenience":[21],"implementation":[23],"and":[24,39,95,112,147,198],"effectiveness.":[25],"Note":[26],"that":[27],"even":[28],"though":[29],"these":[30],"approaches":[31,70],"have":[32,40],"increasingly":[34],"adopted":[35],"in":[36,60],"clustering":[38,184,190],"generated":[41],"promising":[42],"outcomes,":[43],"they":[44],"are":[45,165],"still":[46],"faced":[47],"with":[48],"sub-optimal":[50],"solution.":[51],"For":[52,65],"one":[53],"thing,":[54],"can":[57,83,137],"be":[58,85],"corrupted":[59],"raw":[62],"feature":[63],"space.":[64],"other,":[67],"most":[68],"existing":[69],"normally":[71],"utilize":[72],"euclidean":[73,156],"distance":[74,157],"obtain":[76],"similarity":[78],"between":[79],"two":[80],"samples,":[81],"not":[84],"best":[87],"option":[88],"for":[89,120],"all":[90],"types":[91],"real-world":[93],"leads":[96],"inferior":[98],"results.":[99],"Therefore,":[100],"overcome":[102],"aforementioned":[104],"issues,":[105],"we":[106,124],"integrate":[107],"multi-metric":[108],"filtering,":[111,135],"subspace":[113],"learning":[114,118],"into":[115],"a":[116,128,159],"collaborative":[117],"framework":[119],"clustering.":[122],"Particularly,":[123],"prefer":[125],"recover":[127],"smooth":[129,177],"representation":[130],"by":[133],"reserve":[138],"geometric":[140],"structure":[141],"original":[144],"discard":[148],"corruptions":[150],"simultaneously.":[151],"Furthermore,":[152],"instead":[153],"using":[155],"as":[158],"Swiss":[160],"army":[161],"knife,":[162],"multiple":[163],"metrics":[164],"utilized":[166],"fully":[168],"exploit":[169],"correlation":[171],"based":[174],"on":[175,188],"representation,":[178],"hence":[179],"finally":[180],"facilitating":[181],"downstream":[183],"task.":[185],"Extensive":[186],"experiments":[187],"tasks":[191],"validate":[192],"our":[193,203],"theoretical":[194],"findings":[195],"ours":[197],"prove":[199],"improvement":[201],"method":[204],"over":[205],"SOTA":[207],"approaches.":[208]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}