{"id":"https://openalex.org/W4406523383","doi":"https://doi.org/10.1109/mci.2024.3487134","title":"ParetoLens: A Visual Analytics Framework for Exploring Solution Sets of Multi-Objective Evolutionary Algorithms [Application Notes]","display_name":"ParetoLens: A Visual Analytics Framework for Exploring Solution Sets of Multi-Objective Evolutionary Algorithms [Application Notes]","publication_year":2025,"publication_date":"2025-01-17","ids":{"openalex":"https://openalex.org/W4406523383","doi":"https://doi.org/10.1109/mci.2024.3487134"},"language":"en","primary_location":{"id":"doi:10.1109/mci.2024.3487134","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mci.2024.3487134","pdf_url":null,"source":{"id":"https://openalex.org/S104797584","display_name":"IEEE Computational Intelligence Magazine","issn_l":"1556-603X","issn":["1556-603X","1556-6048"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Computational Intelligence Magazine","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/A5101409792","display_name":"Yuxin Ma","orcid":"https://orcid.org/0000-0003-0484-668X"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuxin Ma","raw_affiliation_strings":["Southern University of Science and Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0003-0484-668X","affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082391073","display_name":"Zherui Zhang","orcid":"https://orcid.org/0009-0000-3385-6161"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zherui Zhang","raw_affiliation_strings":["Southern University of Science and Technology, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004036087","display_name":"Ran Cheng","orcid":"https://orcid.org/0000-0001-9410-8263"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ran Cheng","raw_affiliation_strings":["Southern University of Science and Technology, Shenzhen, China"],"raw_orcid":"https://orcid.org/0000-0001-9410-8263","affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology, Shenzhen, China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032314861","display_name":"Yaochu Jin","orcid":"https://orcid.org/0000-0003-1100-0631"},"institutions":[{"id":"https://openalex.org/I3133055985","display_name":"Westlake University","ror":"https://ror.org/05hfa4n20","country_code":"CN","type":"education","lineage":["https://openalex.org/I3133055985"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaochu Jin","raw_affiliation_strings":["Westlake University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-1100-0631","affiliations":[{"raw_affiliation_string":"Westlake University, Hangzhou, China","institution_ids":["https://openalex.org/I3133055985"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025285243","display_name":"Kay Chen Tan","orcid":"https://orcid.org/0000-0002-6802-2463"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Kay Chen Tan","raw_affiliation_strings":["Hong Kong Polytechnic University, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0002-6802-2463","affiliations":[{"raw_affiliation_string":"Hong Kong Polytechnic University, Hong Kong","institution_ids":["https://openalex.org/I14243506"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.5932,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.94434033,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"20","issue":"1","first_page":"78","last_page":"94"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9959999918937683,"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/T10799","display_name":"Data Visualization and Analytics","score":0.9959999918937683,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9703999757766724,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9445000290870667,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7311871647834778},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.6485398411750793},{"id":"https://openalex.org/keywords/visual-analytics","display_name":"Visual analytics","score":0.5974479913711548},{"id":"https://openalex.org/keywords/evolutionary-computation","display_name":"Evolutionary computation","score":0.567009687423706},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5189509391784668},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.4616694748401642},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42178183794021606},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.40108516812324524},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.3081526756286621},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.20347917079925537}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7311871647834778},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.6485398411750793},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.5974479913711548},{"id":"https://openalex.org/C105902424","wikidata":"https://www.wikidata.org/wiki/Q1197129","display_name":"Evolutionary computation","level":2,"score":0.567009687423706},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5189509391784668},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.4616694748401642},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42178183794021606},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.40108516812324524},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.3081526756286621},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.20347917079925537}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mci.2024.3487134","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mci.2024.3487134","pdf_url":null,"source":{"id":"https://openalex.org/S104797584","display_name":"IEEE Computational Intelligence Magazine","issn_l":"1556-603X","issn":["1556-603X","1556-6048"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Computational Intelligence Magazine","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4618294040","display_name":null,"funder_award_id":"62202217","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5999484345","display_name":null,"funder_award_id":"2023A1515012889","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W73593153","https://openalex.org/W884650706","https://openalex.org/W1726122953","https://openalex.org/W1846834309","https://openalex.org/W1892979790","https://openalex.org/W1947468339","https://openalex.org/W1991720993","https://openalex.org/W2012457675","https://openalex.org/W2031281270","https://openalex.org/W2050488527","https://openalex.org/W2135415614","https://openalex.org/W2142493242","https://openalex.org/W2157154204","https://openalex.org/W2171036274","https://openalex.org/W2187089797","https://openalex.org/W2323909273","https://openalex.org/W2343601797","https://openalex.org/W2414607481","https://openalex.org/W2527276559","https://openalex.org/W2559295340","https://openalex.org/W2619824656","https://openalex.org/W2751305043","https://openalex.org/W2751722336","https://openalex.org/W2752662042","https://openalex.org/W2762482744","https://openalex.org/W2764251381","https://openalex.org/W2802576758","https://openalex.org/W2883424428","https://openalex.org/W2886614482","https://openalex.org/W2887333141","https://openalex.org/W2888685797","https://openalex.org/W2888723145","https://openalex.org/W2889326414","https://openalex.org/W2914973542","https://openalex.org/W2921981915","https://openalex.org/W2938135831","https://openalex.org/W2985952577","https://openalex.org/W2998505465","https://openalex.org/W3015354661","https://openalex.org/W3021613070","https://openalex.org/W3021941048","https://openalex.org/W3022567978","https://openalex.org/W3023058184","https://openalex.org/W3046771850","https://openalex.org/W3090431895","https://openalex.org/W3092806605","https://openalex.org/W3108010663","https://openalex.org/W3144750446","https://openalex.org/W3151945894","https://openalex.org/W3201929238","https://openalex.org/W4225531501","https://openalex.org/W4253133244","https://openalex.org/W4254182148","https://openalex.org/W4308545734","https://openalex.org/W4318757106","https://openalex.org/W4319311001","https://openalex.org/W4322706826","https://openalex.org/W4389856727","https://openalex.org/W6601110548"],"related_works":["https://openalex.org/W2186032312","https://openalex.org/W4297582752","https://openalex.org/W4285805405","https://openalex.org/W2391924736","https://openalex.org/W3133779647","https://openalex.org/W1560122427","https://openalex.org/W3041827036","https://openalex.org/W1993493607","https://openalex.org/W2021957875","https://openalex.org/W2802808995"],"abstract_inverted_index":{"In":[0],"the":[1,22,31,43,46,49,63,67,70,104,113,148,167],"domain":[2],"of":[3,18,33,45,51,66,108,127,139,166,189,197],"multi-objective":[4,35,114,190],"optimization,":[5],"evolutionary":[6,34,115],"algorithms":[7],"are":[8],"distinguished":[9],"by":[10,73],"their":[11],"capability":[12],"to":[13,62,102,180],"generate":[14],"a":[15,39,96,118,124,137,157,186],"diverse":[16],"population":[17],"solutions":[19],"that":[20],"navigate":[21],"trade-offs":[23],"inherent":[24],"among":[25],"competing":[26],"objectives.":[27],"This":[28,58,143],"has":[29],"catalyzed":[30],"ascension":[32],"optimization":[36,191],"(EMO)":[37],"as":[38],"prevalent":[40],"approach.":[41],"Despite":[42],"effectiveness":[44],"EMO":[47],"paradigm,":[48],"analysis":[50,162],"resultant":[52],"solution":[53,109,128,192],"sets":[54,110],"presents":[55],"considerable":[56],"challenges.":[57],"is":[59,169,199],"primarily":[60],"attributed":[61],"high-dimensional":[64],"nature":[65],"data":[68],"and":[69,83,106,133,160,174,184],"constraints":[71],"imposed":[72],"static":[74,152],"visualization":[75],"methods,":[76],"which":[77],"frequently":[78],"culminate":[79],"in":[80,130],"visual":[81,97,141],"clutter":[82],"impede":[84],"interactive":[85,140],"exploratory":[86],"analysis.":[87],"To":[88],"address":[89],"these":[90],"challenges,":[91],"this":[92],"paper":[93],"introduces":[94],"ParetoLens,":[95],"analytics":[98],"framework":[99,168],"specifically":[100],"tailored":[101],"enhance":[103],"inspection":[105,126],"exploration":[107],"derived":[111],"from":[112],"algorithms.":[116],"Utilizing":[117],"modularized,":[119],"algorithm-agnostic":[120],"design,":[121],"ParetoLens":[122,198],"enables":[123],"detailed":[125],"distributions":[129],"both":[131],"decision":[132],"objective":[134],"spaces":[135],"through":[136,171],"suite":[138],"representations.":[142],"approach":[144],"not":[145],"only":[146],"mitigates":[147],"issues":[149],"associated":[150],"with":[151],"visualizations":[153],"but":[154],"also":[155],"supports":[156],"more":[158],"nuanced":[159],"flexible":[161],"process.":[163],"The":[164],"usability":[165],"evaluated":[170],"case":[172],"studies":[173],"expert":[175],"interviews,":[176],"demonstrating":[177],"its":[178],"potential":[179],"uncover":[181],"complex":[182],"patterns":[183],"facilitate":[185],"deeper":[187],"understanding":[188],"sets.":[193],"A":[194],"demo":[195],"website":[196],"available":[200],"at":[201],"https://dva-lab.org/paretolens/.":[202]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
