{"id":"https://openalex.org/W4384024895","doi":"https://doi.org/10.1145/3583131.3590422","title":"Local Optima Markov Chain: A New Tool for Landscape-aware Analysis of Algorithm Dynamics","display_name":"Local Optima Markov Chain: A New Tool for Landscape-aware Analysis of Algorithm Dynamics","publication_year":2023,"publication_date":"2023-07-12","ids":{"openalex":"https://openalex.org/W4384024895","doi":"https://doi.org/10.1145/3583131.3590422"},"language":"en","primary_location":{"id":"doi:10.1145/3583131.3590422","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3583131.3590422","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":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://inria.hal.science/hal-04379272","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059074668","display_name":"Francisco Chicano","orcid":"https://orcid.org/0000-0003-1259-2990"},"institutions":[{"id":"https://openalex.org/I82767444","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28","country_code":"ES","type":"education","lineage":["https://openalex.org/I82767444"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francisco Chicano","raw_affiliation_strings":["ITIS Software, Universidad de Malaga, Malaga, Spain","Universidad de M\u00e1laga [M\u00e1laga] = University of M\u00e1laga [M\u00e1laga] (Avda. Cervantes, 2   29071 M\u00c1LAGA - Spain)"],"raw_orcid":"https://orcid.org/0000-0003-1259-2990","affiliations":[{"raw_affiliation_string":"ITIS Software, Universidad de Malaga, Malaga, Spain","institution_ids":["https://openalex.org/I82767444"]},{"raw_affiliation_string":"Universidad de M\u00e1laga [M\u00e1laga] = University of M\u00e1laga [M\u00e1laga] (Avda. Cervantes, 2   29071 M\u00c1LAGA - Spain)","institution_ids":["https://openalex.org/I82767444"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090624529","display_name":"Gabriela Ochoa","orcid":"https://orcid.org/0000-0001-7649-5669"},"institutions":[{"id":"https://openalex.org/I12093191","display_name":"University of Stirling","ror":"https://ror.org/045wgfr59","country_code":"GB","type":"education","lineage":["https://openalex.org/I12093191"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Gabriela Ochoa","raw_affiliation_strings":["University of Stirling, Stirling, United Kingdom","University of Stirling (Stirling FK9 4LA - United Kingdom)"],"raw_orcid":"https://orcid.org/0000-0001-7649-5669","affiliations":[{"raw_affiliation_string":"University of Stirling, Stirling, United Kingdom","institution_ids":["https://openalex.org/I12093191"]},{"raw_affiliation_string":"University of Stirling (Stirling FK9 4LA - United Kingdom)","institution_ids":["https://openalex.org/I12093191"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052724735","display_name":"Bilel Derbel","orcid":"https://orcid.org/0000-0002-4156-8490"},"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"]},{"id":"https://openalex.org/I4210115519","display_name":"Centre de Recherche en Informatique","ror":"https://ror.org/020cdve92","country_code":"FR","type":"facility","lineage":["https://openalex.org/I190752583","https://openalex.org/I2746051580","https://openalex.org/I4210091621","https://openalex.org/I4210115519","https://openalex.org/I70768539"]},{"id":"https://openalex.org/I4210138412","display_name":"Centre Inria de l'Universit\u00e9 de Lille","ror":"https://ror.org/04eej9726","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1326498283","https://openalex.org/I4210138412"]},{"id":"https://openalex.org/I4387153239","display_name":"Centre de Recherche en Informatique, Signal et Automatique de Lille","ror":"https://ror.org/05vrs3189","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I2279609970","https://openalex.org/I4387153239","https://openalex.org/I7454413"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Bilel Derbel","raw_affiliation_strings":["Inria Lille - Nord Europe, Lille, France","BONUS - Optimisation de grande taille et calcul large \u00e9chelle (France)","CRIStAL - Centre de Recherche en Informatique, Signal et Automatique de Lille - UMR 9189 (Universit\u00e9 de Lille - Campus scientifique - B\u00e2timent ESPRIT - Avenue Henri Poincar\u00e9 - 59655 Villeneuve d\u2019Ascq - France)"],"raw_orcid":"https://orcid.org/0000-0002-4156-8490","affiliations":[{"raw_affiliation_string":"Inria Lille - Nord Europe, Lille, France","institution_ids":["https://openalex.org/I4210138412"]},{"raw_affiliation_string":"BONUS - Optimisation de grande taille et calcul large \u00e9chelle (France)","institution_ids":[]},{"raw_affiliation_string":"CRIStAL - Centre de Recherche en Informatique, Signal et Automatique de Lille - UMR 9189 (Universit\u00e9 de Lille - Campus scientifique - B\u00e2timent ESPRIT - Avenue Henri Poincar\u00e9 - 59655 Villeneuve d\u2019Ascq - France)","institution_ids":["https://openalex.org/I2279609970","https://openalex.org/I4210115519","https://openalex.org/I4387153239"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5021404873","display_name":"Lorenzo Canonne","orcid":"https://orcid.org/0009-0009-8869-8071"},"institutions":[{"id":"https://openalex.org/I4210138412","display_name":"Centre Inria de l'Universit\u00e9 de Lille","ror":"https://ror.org/04eej9726","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1326498283","https://openalex.org/I4210138412"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Lorenzo Canonne","raw_affiliation_strings":["Inria Lille - Nord Europe, Lille, France","Inria Lille - Nord Europe (Parc Scientifique de la Haute Borne 40, avenue Halley B\u00e2t.A, Park Plaza 59650 Villeneuve d'Ascq - France)","BONUS - Optimisation de grande taille et calcul large \u00e9chelle (France)"],"raw_orcid":"https://orcid.org/0009-0009-8869-8071","affiliations":[{"raw_affiliation_string":"Inria Lille - Nord Europe, Lille, France","institution_ids":["https://openalex.org/I4210138412"]},{"raw_affiliation_string":"Inria Lille - Nord Europe (Parc Scientifique de la Haute Borne 40, avenue Halley B\u00e2t.A, Park Plaza 59650 Villeneuve d'Ascq - France)","institution_ids":["https://openalex.org/I4210138412"]},{"raw_affiliation_string":"BONUS - Optimisation de grande taille et calcul large \u00e9chelle (France)","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"284","last_page":"292"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9957000017166138,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9957000017166138,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9883999824523926,"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":0.9872000217437744,"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/local-optimum","display_name":"Local optimum","score":0.9397822618484497},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.7039017677307129},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.582217812538147},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5741249918937683},{"id":"https://openalex.org/keywords/hill-climbing","display_name":"Hill climbing","score":0.571747899055481},{"id":"https://openalex.org/keywords/local-search","display_name":"Local search (optimization)","score":0.4489598870277405},{"id":"https://openalex.org/keywords/fitness-landscape","display_name":"Fitness landscape","score":0.4338022768497467},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.37987813353538513},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2504124939441681},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.15750449895858765},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.08239516615867615}],"concepts":[{"id":"https://openalex.org/C141934464","wikidata":"https://www.wikidata.org/wiki/Q3305386","display_name":"Local optimum","level":2,"score":0.9397822618484497},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.7039017677307129},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.582217812538147},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5741249918937683},{"id":"https://openalex.org/C135450995","wikidata":"https://www.wikidata.org/wiki/Q820272","display_name":"Hill climbing","level":2,"score":0.571747899055481},{"id":"https://openalex.org/C135320971","wikidata":"https://www.wikidata.org/wiki/Q1868524","display_name":"Local search (optimization)","level":2,"score":0.4489598870277405},{"id":"https://openalex.org/C91852762","wikidata":"https://www.wikidata.org/wiki/Q3307742","display_name":"Fitness landscape","level":3,"score":0.4338022768497467},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.37987813353538513},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2504124939441681},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.15750449895858765},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.08239516615867615},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3583131.3590422","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3583131.3590422","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-04379272v1","is_oa":true,"landing_page_url":"https://inria.hal.science/hal-04379272","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"GECCO '23: Genetic and Evolutionary Computation Conference, Jul 2023, Lisbon Portugal, Portugal. pp.284-292, ⟨10.1145/3583131.3590422⟩","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-04379272v1","is_oa":true,"landing_page_url":"https://inria.hal.science/hal-04379272","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"GECCO '23: Genetic and Evolutionary Computation Conference, Jul 2023, Lisbon Portugal, Portugal. pp.284-292, ⟨10.1145/3583131.3590422⟩","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","score":0.5299999713897705,"display_name":"Sustainable cities and communities"}],"awards":[{"id":"https://openalex.org/G720557694","display_name":null,"funder_award_id":"PID 2020-116727RB-I00","funder_id":"https://openalex.org/F4320311265","funder_display_name":"Universidad de M\u00e1laga"}],"funders":[{"id":"https://openalex.org/F4320311265","display_name":"Universidad de M\u00e1laga","ror":"https://ror.org/036b2ww28"},{"id":"https://openalex.org/F4320315062","display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades","ror":null},{"id":"https://openalex.org/F4320316705","display_name":"Universit\u00e9 du Littoral C\u00f4te d'Opale","ror":"https://ror.org/02gdcg342"},{"id":"https://openalex.org/F4320332805","display_name":"Smithsonian Conservation Biology Institute","ror":"https://ror.org/04hnzva96"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2039906176","https://openalex.org/W2064734264","https://openalex.org/W2072262316","https://openalex.org/W2072294492","https://openalex.org/W2141119792","https://openalex.org/W2148784205","https://openalex.org/W2161032864","https://openalex.org/W2343683370","https://openalex.org/W2345752502","https://openalex.org/W2474645015","https://openalex.org/W2560124257","https://openalex.org/W2725770446","https://openalex.org/W2949171506","https://openalex.org/W3121748795","https://openalex.org/W4205537960","https://openalex.org/W4221141768"],"related_works":["https://openalex.org/W4237368524","https://openalex.org/W57712993","https://openalex.org/W2123829500","https://openalex.org/W2560221187","https://openalex.org/W2305572622","https://openalex.org/W3046481193","https://openalex.org/W2093083775","https://openalex.org/W2168643276","https://openalex.org/W2885371939","https://openalex.org/W4251252301"],"abstract_inverted_index":{"Landscape":[0],"analysis":[1,125],"is":[2,22,133],"a":[3,18,43,49,67,112],"very":[4],"useful":[5],"tool":[6],"in":[7],"optimization":[8],"to":[9,40,66,100,159,176],"understand":[10,177],"the":[11,14,31,46,55,58,62,81,105,116,121,138,144,166],"structure":[12],"of":[13,17,25,45,48,61,86,137,165,168],"search":[15,63],"space":[16,64],"problem":[19,145],"when":[20,75],"there":[21],"some":[23,84],"kind":[24,85],"distance":[26],"or":[27],"neighborhood":[28,69],"defined":[29],"over":[30],"solutions.":[32],"Local":[33,128],"Optima":[34,129],"Networks":[35],"(LON)":[36],"have":[37],"been":[38],"proposed":[39],"serve":[41],"as":[42],"summary":[44],"landscape":[47,140],"problem.":[50],"LONs":[51],"are":[52,57,163],"graphs":[53],"where":[54],"nodes":[56],"local":[59,73,97,109,118],"optima":[60,74,98,119],"according":[65],"particular":[68],"and":[70,146],"edges":[71],"join":[72],"one":[76],"can":[77,156],"be":[78,157],"reached":[79],"from":[80],"other":[82,169],"using":[83],"perturbation":[87],"followed":[88],"by":[89],"hill":[90],"climbing.":[91],"In":[92],"this":[93],"paper":[94],"we":[95],"enhance":[96],"networks":[99],"include":[101],"precise":[102],"information":[103,141,148,175],"on":[104,135,143],"transition":[106],"probabilities":[107],"among":[108],"optima,":[110],"yielding":[111],"Markov":[113,130],"Chain":[114,131],"for":[115],"visited":[117],"during":[120],"search.":[122],"The":[123],"new":[124],"tool,":[126],"called":[127],"(LOMA),":[132],"built":[134],"top":[136],"static":[139],"depending":[142],"includes":[147],"about":[149],"algorithm":[150,178],"dynamics.":[151,179],"We":[152],"show":[153],"how":[154],"LOMAs":[155],"used":[158],"compute":[160],"metrics":[161],"that":[162],"out":[164],"reach":[167],"landscape-aware":[170],"tools,":[171],"thus":[172],"offering":[173],"more":[174]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-27T08:26:11.824852","created_date":"2025-10-10T00:00:00"}