{"id":"https://openalex.org/W3169505369","doi":"https://doi.org/10.1145/3449639.3459353","title":"Landscape features and automated algorithm selection for multi-objective interpolated continuous optimisation problems","display_name":"Landscape features and automated algorithm selection for multi-objective interpolated continuous optimisation problems","publication_year":2021,"publication_date":"2021-06-21","ids":{"openalex":"https://openalex.org/W3169505369","doi":"https://doi.org/10.1145/3449639.3459353","mag":"3169505369"},"language":"en","primary_location":{"id":"doi:10.1145/3449639.3459353","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3449639.3459353","pdf_url":null,"source":{"id":"https://openalex.org/S4363608932","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-03325676","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5004181293","display_name":"Arnaud Liefooghe","orcid":"https://orcid.org/0000-0003-3283-3122"},"institutions":[{"id":"https://openalex.org/I2279609970","display_name":"Universit\u00e9 de Lille","ror":"https://ror.org/02kzqn938","country_code":"FR","type":"education","lineage":["https://openalex.org/I2279609970"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Arnaud Liefooghe","raw_affiliation_strings":["Univ. Lille, Lille, France"],"affiliations":[{"raw_affiliation_string":"Univ. Lille, Lille, France","institution_ids":["https://openalex.org/I2279609970"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078220546","display_name":"Seb\u00e1stien V\u00e9rel","orcid":"https://orcid.org/0000-0003-1661-4093"},"institutions":[{"id":"https://openalex.org/I2802487185","display_name":"Universit\u00e9 du littoral c\u00f4te d'opale","ror":"https://ror.org/02gdcg342","country_code":"FR","type":"education","lineage":["https://openalex.org/I2802487185"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"S\u00e9bastien Verel","raw_affiliation_strings":["Univ. Littoral C\u00f4te d'Opale, Calais, France"],"affiliations":[{"raw_affiliation_string":"Univ. Littoral C\u00f4te d'Opale, Calais, France","institution_ids":["https://openalex.org/I2802487185"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052234079","display_name":"Benjamin Lacroix","orcid":"https://orcid.org/0000-0002-7301-6762"},"institutions":[{"id":"https://openalex.org/I522815984","display_name":"Robert Gordon University","ror":"https://ror.org/04f0qj703","country_code":"GB","type":"education","lineage":["https://openalex.org/I522815984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Benjamin Lacroix","raw_affiliation_strings":["Robert Gordon University, Aberdeen, Scotland, UK"],"affiliations":[{"raw_affiliation_string":"Robert Gordon University, Aberdeen, Scotland, UK","institution_ids":["https://openalex.org/I522815984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003598524","display_name":"Alexandru-Ciprian Z\u0103voianu","orcid":"https://orcid.org/0000-0003-1003-7504"},"institutions":[{"id":"https://openalex.org/I522815984","display_name":"Robert Gordon University","ror":"https://ror.org/04f0qj703","country_code":"GB","type":"education","lineage":["https://openalex.org/I522815984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alexandru-Ciprian Z\u0103voianu","raw_affiliation_strings":["Robert Gordon University, Aberdeen, Scotland, UK"],"affiliations":[{"raw_affiliation_string":"Robert Gordon University, Aberdeen, Scotland, UK","institution_ids":["https://openalex.org/I522815984"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027645309","display_name":"John McCall","orcid":"https://orcid.org/0000-0003-1738-7056"},"institutions":[{"id":"https://openalex.org/I522815984","display_name":"Robert Gordon University","ror":"https://ror.org/04f0qj703","country_code":"GB","type":"education","lineage":["https://openalex.org/I522815984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"John McCall","raw_affiliation_strings":["Robert Gordon University, Aberdeen, Scotland, UK"],"affiliations":[{"raw_affiliation_string":"Robert Gordon University, Aberdeen, Scotland, UK","institution_ids":["https://openalex.org/I522815984"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5004181293"],"corresponding_institution_ids":["https://openalex.org/I2279609970"],"apc_list":null,"apc_paid":null,"fwci":5.3186,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.96539792,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"421","last_page":"429"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":1.0,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9994000196456909,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9922000169754028,"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/benchmark","display_name":"Benchmark (surveying)","score":0.7779151797294617},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6146194934844971},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6002110242843628},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.5835424661636353},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.5828509330749512},{"id":"https://openalex.org/keywords/fitness-landscape","display_name":"Fitness landscape","score":0.5270538330078125},{"id":"https://openalex.org/keywords/sampling","display_name":"Sampling (signal processing)","score":0.526203453540802},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5215418338775635},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5062114596366882},{"id":"https://openalex.org/keywords/evolutionary-algorithm","display_name":"Evolutionary algorithm","score":0.5038716197013855},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.46376654505729675},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37051141262054443},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36509981751441956},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.36217200756073},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.33062103390693665},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3296816349029541},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.22835612297058105},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.07141715288162231}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7779151797294617},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6146194934844971},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6002110242843628},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.5835424661636353},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.5828509330749512},{"id":"https://openalex.org/C91852762","wikidata":"https://www.wikidata.org/wiki/Q3307742","display_name":"Fitness landscape","level":3,"score":0.5270538330078125},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.526203453540802},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5215418338775635},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5062114596366882},{"id":"https://openalex.org/C159149176","wikidata":"https://www.wikidata.org/wiki/Q14489129","display_name":"Evolutionary algorithm","level":2,"score":0.5038716197013855},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.46376654505729675},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37051141262054443},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36509981751441956},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.36217200756073},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.33062103390693665},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3296816349029541},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.22835612297058105},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.07141715288162231},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3449639.3459353","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3449639.3459353","pdf_url":null,"source":{"id":"https://openalex.org/S4363608932","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-03325676v1","is_oa":true,"landing_page_url":"https://hal.science/hal-03325676","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://gecco-2021.sigevo.org/HomePage","raw_type":"Conference papers"},{"id":"pmh:oai:lilloa.univ-lille.fr:20.500.12210/56850","is_oa":true,"landing_page_url":"http://hdl.handle.net/20.500.12210/56850","pdf_url":null,"source":{"id":"https://openalex.org/S4306402203","display_name":"LillOA (Universit\u00e9 de Lille (University Of Lille))","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210123514","host_organization_name":"Centre d'Etudes en Civilisations, Langues et Litt\u00e9ratures Etrang\u00e8res","host_organization_lineage":["https://openalex.org/I4210123514"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-03325676v1","is_oa":true,"landing_page_url":"https://hal.science/hal-03325676","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://gecco-2021.sigevo.org/HomePage","raw_type":"Conference papers"},"sustainable_development_goals":[{"score":0.6899999976158142,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W126725668","https://openalex.org/W273955616","https://openalex.org/W397102730","https://openalex.org/W1495775210","https://openalex.org/W1504943474","https://openalex.org/W1553373771","https://openalex.org/W1595498733","https://openalex.org/W1766172370","https://openalex.org/W1991817987","https://openalex.org/W2005184489","https://openalex.org/W2039906176","https://openalex.org/W2073819677","https://openalex.org/W2100791493","https://openalex.org/W2105291362","https://openalex.org/W2126105956","https://openalex.org/W2141686968","https://openalex.org/W2147169375","https://openalex.org/W2150337126","https://openalex.org/W2290333246","https://openalex.org/W2481431776","https://openalex.org/W2732736182","https://openalex.org/W2750236386","https://openalex.org/W2887330510","https://openalex.org/W2894081182","https://openalex.org/W2898873842","https://openalex.org/W2911964244","https://openalex.org/W2973142703","https://openalex.org/W3085162807","https://openalex.org/W3088370427","https://openalex.org/W3092038292","https://openalex.org/W3123511746","https://openalex.org/W3143544451","https://openalex.org/W4214856922","https://openalex.org/W4292408320","https://openalex.org/W4387011083","https://openalex.org/W4399570248","https://openalex.org/W6610017368"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W4321353415","https://openalex.org/W2745001401","https://openalex.org/W2130974462","https://openalex.org/W2028665553","https://openalex.org/W2086519370","https://openalex.org/W4246352526","https://openalex.org/W2121910908","https://openalex.org/W915438175","https://openalex.org/W2726551571"],"abstract_inverted_index":{"In":[0,120],"this":[1],"paper,":[2],"we":[3,122],"demonstrate":[4],"the":[5,35,39,44,51,79,89,102,124],"application":[6,65],"of":[7,22,37,46,50,66,92,127],"features":[8,42,106],"from":[9],"landscape":[10,41,105],"analysis,":[11],"initially":[12],"proposed":[13,103],"for":[14,62,130],"multi-objective":[15,95],"combinatorial":[16],"optimisation,":[17],"to":[18,82,87],"a":[19,47,111,117],"benchmark":[20],"set":[21],"1":[23],"200":[24],"randomly-generated":[25],"multiobjective":[26],"interpolated":[27],"continuous":[28],"optimisation":[29],"problems":[30],"(MO-ICOPs).":[31],"We":[32],"also":[33],"explore":[34],"benefits":[36],"evaluating":[38],"considered":[40],"on":[43],"basis":[45],"fixed-size":[48],"sampling":[49],"search":[52],"space.":[53],"This":[54],"allows":[55],"fine":[56],"control":[57],"over":[58],"cost":[59],"when":[60,114],"aiming":[61],"an":[63],"efficient":[64],"feature-based":[67],"automated":[68],"performance":[69,131],"prediction":[70,132],"and":[71,133],"algorithm":[72,134],"selection.":[73,135],"While":[74],"previous":[75],"work":[76],"shows":[77],"that":[78,101],"parameters":[80],"used":[81,107],"generate":[83],"MO-ICOPs":[84],"are":[85],"able":[86],"discriminate":[88],"convergence":[90],"behaviour":[91],"four":[93],"state-of-the-art":[94],"evolutionary":[96],"algorithms,":[97],"our":[98],"experiments":[99],"reveal":[100],"(black-box)":[104],"as":[108],"predictors":[109],"deliver":[110],"similar":[112],"accuracy":[113],"combined":[115],"with":[116],"classification":[118],"model.":[119],"addition,":[121],"analyse":[123],"relative":[125],"importance":[126],"each":[128],"feature":[129]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":2}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
