{"id":"https://openalex.org/W2830370315","doi":"https://doi.org/10.1145/3205651.3208303","title":"Stopping criteria, initialization, and implementations of BFGS and their effect on the BBOB test suite","display_name":"Stopping criteria, initialization, and implementations of BFGS and their effect on the BBOB test suite","publication_year":2018,"publication_date":"2018-07-06","ids":{"openalex":"https://openalex.org/W2830370315","doi":"https://doi.org/10.1145/3205651.3208303","mag":"2830370315"},"language":"en","primary_location":{"id":"doi:10.1145/3205651.3208303","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3205651.3208303","pdf_url":null,"source":{"id":"https://openalex.org/S4363608771","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","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 Companion","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://inria.hal.science/hal-01811588","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029014297","display_name":"Aurore Blelly","orcid":"https://orcid.org/0000-0001-7942-310X"},"institutions":[{"id":"https://openalex.org/I142476485","display_name":"\u00c9cole Polytechnique","ror":"https://ror.org/05hy3tk52","country_code":"FR","type":"education","lineage":["https://openalex.org/I142476485","https://openalex.org/I4210145102"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Aurore Blelly","raw_affiliation_strings":["\u00c9cole Polytechnique, Palaiseau, France"],"affiliations":[{"raw_affiliation_string":"\u00c9cole Polytechnique, Palaiseau, France","institution_ids":["https://openalex.org/I142476485"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029834463","display_name":"Matheus Felipe-Gomes","orcid":null},"institutions":[{"id":"https://openalex.org/I142476485","display_name":"\u00c9cole Polytechnique","ror":"https://ror.org/05hy3tk52","country_code":"FR","type":"education","lineage":["https://openalex.org/I142476485","https://openalex.org/I4210145102"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Matheus Felipe-Gomes","raw_affiliation_strings":["\u00c9cole Polytechnique, Palaiseau, France"],"affiliations":[{"raw_affiliation_string":"\u00c9cole Polytechnique, Palaiseau, France","institution_ids":["https://openalex.org/I142476485"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105003046","display_name":"Anne Auger","orcid":"https://orcid.org/0009-0008-0912-2764"},"institutions":[{"id":"https://openalex.org/I142476485","display_name":"\u00c9cole Polytechnique","ror":"https://ror.org/05hy3tk52","country_code":"FR","type":"education","lineage":["https://openalex.org/I142476485","https://openalex.org/I4210145102"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Anne Auger","raw_affiliation_strings":["\u00c9cole Polytechnique, Palaiseau, France"],"affiliations":[{"raw_affiliation_string":"\u00c9cole Polytechnique, Palaiseau, France","institution_ids":["https://openalex.org/I142476485"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005693703","display_name":"Dimo Brockhoff","orcid":"https://orcid.org/0000-0003-3566-9989"},"institutions":[{"id":"https://openalex.org/I142476485","display_name":"\u00c9cole Polytechnique","ror":"https://ror.org/05hy3tk52","country_code":"FR","type":"education","lineage":["https://openalex.org/I142476485","https://openalex.org/I4210145102"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Dimo Brockhoff","raw_affiliation_strings":["\u00c9cole Polytechnique, Palaiseau, France"],"affiliations":[{"raw_affiliation_string":"\u00c9cole Polytechnique, Palaiseau, France","institution_ids":["https://openalex.org/I142476485"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5029014297"],"corresponding_institution_ids":["https://openalex.org/I142476485"],"apc_list":null,"apc_paid":null,"fwci":0.391,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.70682177,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1513","last_page":"1517"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11269","display_name":"Algorithms and Data Compression","score":0.9972000122070312,"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/T11269","display_name":"Algorithms and Data Compression","score":0.9972000122070312,"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/T11697","display_name":"Numerical Methods and Algorithms","score":0.9972000122070312,"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/broyden\u2013fletcher\u2013goldfarb\u2013shanno-algorithm","display_name":"Broyden\u2013Fletcher\u2013Goldfarb\u2013Shanno algorithm","score":0.8888591527938843},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8070182800292969},{"id":"https://openalex.org/keywords/python","display_name":"Python (programming language)","score":0.7962813377380371},{"id":"https://openalex.org/keywords/initialization","display_name":"Initialization","score":0.780065655708313},{"id":"https://openalex.org/keywords/implementation","display_name":"Implementation","score":0.7000383734703064},{"id":"https://openalex.org/keywords/benchmarking","display_name":"Benchmarking","score":0.646328330039978},{"id":"https://openalex.org/keywords/test-suite","display_name":"Test suite","score":0.6040016412734985},{"id":"https://openalex.org/keywords/suite","display_name":"Suite","score":0.5453020334243774},{"id":"https://openalex.org/keywords/matlab","display_name":"MATLAB","score":0.522591233253479},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5038549304008484},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3887580633163452},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.3695759177207947},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3200070858001709},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.2955631911754608},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.22363275289535522},{"id":"https://openalex.org/keywords/test-case","display_name":"Test case","score":0.20811307430267334},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09971651434898376}],"concepts":[{"id":"https://openalex.org/C132721684","wikidata":"https://www.wikidata.org/wiki/Q2877013","display_name":"Broyden\u2013Fletcher\u2013Goldfarb\u2013Shanno algorithm","level":3,"score":0.8888591527938843},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8070182800292969},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.7962813377380371},{"id":"https://openalex.org/C114466953","wikidata":"https://www.wikidata.org/wiki/Q6034165","display_name":"Initialization","level":2,"score":0.780065655708313},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.7000383734703064},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.646328330039978},{"id":"https://openalex.org/C151552104","wikidata":"https://www.wikidata.org/wiki/Q7705809","display_name":"Test suite","level":4,"score":0.6040016412734985},{"id":"https://openalex.org/C79581498","wikidata":"https://www.wikidata.org/wiki/Q1367530","display_name":"Suite","level":2,"score":0.5453020334243774},{"id":"https://openalex.org/C2780365114","wikidata":"https://www.wikidata.org/wiki/Q169478","display_name":"MATLAB","level":2,"score":0.522591233253479},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5038549304008484},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3887580633163452},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.3695759177207947},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3200070858001709},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2955631911754608},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.22363275289535522},{"id":"https://openalex.org/C128942645","wikidata":"https://www.wikidata.org/wiki/Q1568346","display_name":"Test case","level":3,"score":0.20811307430267334},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09971651434898376},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3205651.3208303","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3205651.3208303","pdf_url":null,"source":{"id":"https://openalex.org/S4363608771","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference Companion","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 Companion","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-01811588v1","is_oa":true,"landing_page_url":"https://inria.hal.science/hal-01811588","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":"GECCO '18 Companion, Jul 2018, Kyoto, Japan. &#x27E8;10.1145/3205651.3208303&#x27E9;","raw_type":"Conference papers"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-01811588v1","is_oa":true,"landing_page_url":"https://inria.hal.science/hal-01811588","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":"GECCO '18 Companion, Jul 2018, Kyoto, Japan. &#x27E8;10.1145/3205651.3208303&#x27E9;","raw_type":"Conference papers"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":4,"referenced_works":["https://openalex.org/W2147690399","https://openalex.org/W2171263583","https://openalex.org/W2245039672","https://openalex.org/W4293775970"],"related_works":["https://openalex.org/W4238897586","https://openalex.org/W435179959","https://openalex.org/W2619091065","https://openalex.org/W2059640416","https://openalex.org/W1490753184","https://openalex.org/W2284465472","https://openalex.org/W2291782699","https://openalex.org/W1993948687","https://openalex.org/W4301044120","https://openalex.org/W2763592709"],"abstract_inverted_index":{"Benchmarking":[0],"algorithms":[1,15,95],"is":[2],"a":[3,55],"crucial":[4],"task":[5],"to":[6,10,16,23],"understand":[7],"them":[8],"and":[9,34,50,73,100],"make":[11],"recommendations":[12],"for":[13,79],"which":[14],"use":[17],"in":[18,25,89,96,101],"practice.":[19],"However,":[20],"one":[21],"has":[22],"keep":[24],"mind":[26],"that":[27,35,87],"we":[28,64],"typically":[29],"compare":[30],"only":[31],"algorithm":[32,46,74],"implementations":[33],"care":[36],"must":[37,85],"be":[38],"taken":[39],"when":[40],"making":[41],"general":[42],"statements":[43],"about":[44],"an":[45],"while":[47],"implementation":[48,75],"details":[49],"parameter":[51,71],"settings":[52],"might":[53],"have":[54],"strong":[56],"impact":[57],"on":[58],"the":[59,80,90,93,106],"performance.":[60],"In":[61],"this":[62],"paper,":[63],"investigate":[65],"those":[66],"impacts":[67],"of":[68],"initialization,":[69],"internal":[70],"setting,":[72,92],"over":[76,111],"different":[77],"languages":[78],"well-known":[81],"BFGS":[82,94],"algorithm.":[83],"We":[84],"conclude":[86],"even":[88,108],"default":[91],"Python's":[97],"scipy":[98],"library":[99],"Matlab's":[102],"fminunc":[103],"differ":[104],"widely---with":[105],"latter":[107],"changing":[109],"significantly":[110],"time.":[112]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":4},{"year":2016,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
