{"id":"https://openalex.org/W4310981419","doi":"https://doi.org/10.1109/tevc.2023.3280250","title":"Exhaustive Symbolic Regression","display_name":"Exhaustive Symbolic Regression","publication_year":2023,"publication_date":"2023-05-26","ids":{"openalex":"https://openalex.org/W4310981419","doi":"https://doi.org/10.1109/tevc.2023.3280250"},"language":"en","primary_location":{"id":"doi:10.1109/tevc.2023.3280250","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2023.3280250","pdf_url":null,"source":{"id":"https://openalex.org/S93787993","display_name":"IEEE Transactions on Evolutionary Computation","issn_l":"1089-778X","issn":["1089-778X","1941-0026"],"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 Transactions on Evolutionary Computation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://arxiv.org/pdf/2211.11461","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062077005","display_name":"Deaglan J. Bartlett","orcid":"https://orcid.org/0000-0001-9426-7723"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2801766991","display_name":"Institut d'Astrophysique de Paris","ror":"https://ror.org/022bnxw24","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I2801766991","https://openalex.org/I39804081","https://openalex.org/I4210148025"]},{"id":"https://openalex.org/I39804081","display_name":"Sorbonne Universit\u00e9","ror":"https://ror.org/02en5vm52","country_code":"FR","type":"education","lineage":["https://openalex.org/I39804081"]},{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["FR","GB"],"is_corresponding":false,"raw_author_name":"Deaglan J. Bartlett","raw_affiliation_strings":["Astrophysics, University of Oxford, Denys Wilkinson Building, Oxford, U.K","Astrophysics, University of Oxford, Denys Wilkinson Building, Keble Road, Oxford, UK","CNRS and Sorbonne Universit&#x00E9;, Institut d&#x2019;Astrophysique de Paris (IAP), UMR 7095, 98 bis bd Arago, Paris, France"],"raw_orcid":"https://orcid.org/0000-0001-9426-7723","affiliations":[{"raw_affiliation_string":"Astrophysics, University of Oxford, Denys Wilkinson Building, Oxford, U.K","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"Astrophysics, University of Oxford, Denys Wilkinson Building, Keble Road, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"CNRS and Sorbonne Universit&#x00E9;, Institut d&#x2019;Astrophysique de Paris (IAP), UMR 7095, 98 bis bd Arago, Paris, France","institution_ids":["https://openalex.org/I1294671590","https://openalex.org/I2801766991","https://openalex.org/I39804081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065060439","display_name":"Harry Desmond","orcid":"https://orcid.org/0000-0003-0685-9791"},"institutions":[{"id":"https://openalex.org/I63072094","display_name":"University of Portsmouth","ror":"https://ror.org/03ykbk197","country_code":"GB","type":"education","lineage":["https://openalex.org/I63072094"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Harry Desmond","raw_affiliation_strings":["Institute of Cosmology and Gravitation, University of Portsmouth, Dennis Sciama Building, Portsmouth, U.K","Institute of Cosmology and Gravitation, University of Portsmouth, Dennis Sciama Building, Portsmouth, UK"],"raw_orcid":"https://orcid.org/0000-0003-0685-9791","affiliations":[{"raw_affiliation_string":"Institute of Cosmology and Gravitation, University of Portsmouth, Dennis Sciama Building, Portsmouth, U.K","institution_ids":["https://openalex.org/I63072094"]},{"raw_affiliation_string":"Institute of Cosmology and Gravitation, University of Portsmouth, Dennis Sciama Building, Portsmouth, UK","institution_ids":["https://openalex.org/I63072094"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112880507","display_name":"Pedro G. Ferreira","orcid":null},"institutions":[{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Pedro G. Ferreira","raw_affiliation_strings":["Astrophysics, University of Oxford, Denys Wilkinson Building, Oxford, U.K","Astrophysics, University of Oxford, Denys Wilkinson Building, Keble Road, Oxford, UK"],"raw_orcid":"https://orcid.org/0000-0002-3021-2851","affiliations":[{"raw_affiliation_string":"Astrophysics, University of Oxford, Denys Wilkinson Building, Oxford, U.K","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"Astrophysics, University of Oxford, Denys Wilkinson Building, Keble Road, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.7453,"has_fulltext":true,"cited_by_count":44,"citation_normalized_percentile":{"value":0.96939845,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"28","issue":"4","first_page":"950","last_page":"964"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9997000098228455,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9997000098228455,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9940000176429749,"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/T11764","display_name":"Evolution and Genetic Dynamics","score":0.9429000020027161,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/symbolic-regression","display_name":"Symbolic regression","score":0.7774230241775513},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5246073007583618},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.5040227770805359},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.4904164969921112},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.440945029258728},{"id":"https://openalex.org/keywords/genetic-programming","display_name":"Genetic programming","score":0.4388082027435303},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.41191157698631287},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.37475472688674927},{"id":"https://openalex.org/keywords/applied-mathematics","display_name":"Applied mathematics","score":0.3714100122451782},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2207222878932953}],"concepts":[{"id":"https://openalex.org/C2776400721","wikidata":"https://www.wikidata.org/wiki/Q18171762","display_name":"Symbolic regression","level":3,"score":0.7774230241775513},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5246073007583618},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.5040227770805359},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.4904164969921112},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.440945029258728},{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.4388082027435303},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.41191157698631287},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.37475472688674927},{"id":"https://openalex.org/C28826006","wikidata":"https://www.wikidata.org/wiki/Q33521","display_name":"Applied mathematics","level":1,"score":0.3714100122451782},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2207222878932953},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tevc.2023.3280250","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tevc.2023.3280250","pdf_url":null,"source":{"id":"https://openalex.org/S93787993","display_name":"IEEE Transactions on Evolutionary Computation","issn_l":"1089-778X","issn":["1089-778X","1941-0026"],"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 Transactions on Evolutionary Computation","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-03892297v1","is_oa":true,"landing_page_url":"https://hal.science/hal-03892297","pdf_url":"http://arxiv.org/pdf/2211.11461","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":"IEEE Trans.Evol.Comput., 2024, 28 (4), pp.964. &#x27E8;10.1109/TEVC.2023.3280250&#x27E9;","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-03892297v1","is_oa":true,"landing_page_url":"https://hal.science/hal-03892297","pdf_url":"http://arxiv.org/pdf/2211.11461","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":"IEEE Trans.Evol.Comput., 2024, 28 (4), pp.964. &#x27E8;10.1109/TEVC.2023.3280250&#x27E9;","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1468651527","display_name":null,"funder_award_id":"ST/R000832/1","funder_id":"https://openalex.org/F4320320664","funder_display_name":"Durham University"},{"id":"https://openalex.org/G1488328576","display_name":null,"funder_award_id":"211046","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G1771230537","display_name":null,"funder_award_id":"ST/V002376/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G1823126736","display_name":"DiRAC-2.5 - the pathway to DiRAC Phase 3","funder_award_id":"ST/P002293/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G2309215924","display_name":null,"funder_award_id":"ST/S002502/1","funder_id":"https://openalex.org/F4320320664","funder_display_name":"Durham University"},{"id":"https://openalex.org/G2368581224","display_name":null,"funder_award_id":"ST/R002371/1","funder_id":"https://openalex.org/F4320320664","funder_display_name":"Durham University"},{"id":"https://openalex.org/G2724489712","display_name":null,"funder_award_id":"ST/S002502/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G2843074508","display_name":null,"funder_award_id":"ST/R000832","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G3403823835","display_name":null,"funder_award_id":"ST/R002371/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G3531124447","display_name":null,"funder_award_id":"ST/M007006/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G4239025385","display_name":null,"funder_award_id":"ST/W000903/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G4251892262","display_name":null,"funder_award_id":"ST/P002293/1","funder_id":"https://openalex.org/F4320320664","funder_display_name":"Durham University"},{"id":"https://openalex.org/G4496753055","display_name":null,"funder_award_id":"211046","funder_id":"https://openalex.org/F4320320006","funder_display_name":"Royal Society"},{"id":"https://openalex.org/G4552791771","display_name":null,"funder_award_id":"693024","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G4799598286","display_name":null,"funder_award_id":"ST/K0003259/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G5016509646","display_name":null,"funder_award_id":"ST/K000373/1","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G5768834005","display_name":null,"funder_award_id":"ST/P002447/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G5997058474","display_name":null,"funder_award_id":"ST/W002701/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G6409372946","display_name":"DiRAC-2.5 DC - Operations 2017-2020","funder_award_id":"ST/R000832/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G6537386148","display_name":null,"funder_award_id":"ST/R000832/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G6873874887","display_name":null,"funder_award_id":"ST/P002293/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G6926846737","display_name":null,"funder_award_id":"ST/R001006/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G6955735330","display_name":null,"funder_award_id":"ST/W002728/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G7108246583","display_name":null,"funder_award_id":"ST/S003762/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G7447190122","display_name":null,"funder_award_id":"ST/X000117/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G7519547826","display_name":"DiRAC2: 100 Tflop/s HPC cluster procurement","funder_award_id":"ST/K000373/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G7573294876","display_name":null,"funder_award_id":"ST/T001372/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G7629755209","display_name":null,"funder_award_id":"ST/X000265/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G764792286","display_name":null,"funder_award_id":"ST/H008519/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G7960706603","display_name":"DiRAC: Memory Intensive 2.5y","funder_award_id":"ST/S002502/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G8150249736","display_name":null,"funder_award_id":"ST/X000079/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G8695159654","display_name":null,"funder_award_id":"ST/X005542/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G8962111125","display_name":null,"funder_award_id":"ST/K000373/1","funder_id":"https://openalex.org/F4320320276","funder_display_name":"University of Leicester"},{"id":"https://openalex.org/G8986044568","display_name":null,"funder_award_id":"ST/K00042X/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"},{"id":"https://openalex.org/G968430329","display_name":"DiRAC: Memory Intensive 2.5x","funder_award_id":"ST/R002371/1","funder_id":"https://openalex.org/F4320334632","funder_display_name":"Science and Technology Facilities Council"}],"funders":[{"id":"https://openalex.org/F4320306164","display_name":"Simons Foundation","ror":"https://ror.org/01cmst727"},{"id":"https://openalex.org/F4320311985","display_name":"Oriel College, University of Oxford","ror":"https://ror.org/052gg0110"},{"id":"https://openalex.org/F4320320006","display_name":"Royal Society","ror":"https://ror.org/03wnrjx87"},{"id":"https://openalex.org/F4320320276","display_name":"University of Leicester","ror":"https://ror.org/04h699437"},{"id":"https://openalex.org/F4320320290","display_name":"University of Oxford","ror":"https://ror.org/052gg0110"},{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320320664","display_name":"Durham University","ror":"https://ror.org/01v29qb04"},{"id":"https://openalex.org/F4320334632","display_name":"Science and Technology Facilities Council","ror":"https://ror.org/057g20z61"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4310981419.pdf","grobid_xml":"https://content.openalex.org/works/W4310981419.grobid-xml"},"referenced_works_count":68,"referenced_works":["https://openalex.org/W1592596255","https://openalex.org/W1853767801","https://openalex.org/W1974805999","https://openalex.org/W1998663905","https://openalex.org/W2001771035","https://openalex.org/W2011301426","https://openalex.org/W2011426435","https://openalex.org/W2013590278","https://openalex.org/W2029744870","https://openalex.org/W2045719640","https://openalex.org/W2054658115","https://openalex.org/W2056583201","https://openalex.org/W2060003036","https://openalex.org/W2073832139","https://openalex.org/W2076533122","https://openalex.org/W2078409719","https://openalex.org/W2086628951","https://openalex.org/W2099111195","https://openalex.org/W2101149392","https://openalex.org/W2103111465","https://openalex.org/W2106596127","https://openalex.org/W2110381504","https://openalex.org/W2121162457","https://openalex.org/W2142405592","https://openalex.org/W2151554678","https://openalex.org/W2235685666","https://openalex.org/W2293039913","https://openalex.org/W2342249984","https://openalex.org/W2417863416","https://openalex.org/W2587754488","https://openalex.org/W2593649365","https://openalex.org/W2888532099","https://openalex.org/W2952416323","https://openalex.org/W2977677954","https://openalex.org/W2990009472","https://openalex.org/W3003257820","https://openalex.org/W3004239774","https://openalex.org/W3008432268","https://openalex.org/W3012419803","https://openalex.org/W3016401366","https://openalex.org/W3017023837","https://openalex.org/W3035965352","https://openalex.org/W3042621157","https://openalex.org/W3123545922","https://openalex.org/W3155332845","https://openalex.org/W3164436820","https://openalex.org/W3187435263","https://openalex.org/W3202109236","https://openalex.org/W3206431085","https://openalex.org/W3209534297","https://openalex.org/W4221061524","https://openalex.org/W4282961335","https://openalex.org/W4283751222","https://openalex.org/W4285805320","https://openalex.org/W4286702585","https://openalex.org/W4288079944","https://openalex.org/W4309392278","https://openalex.org/W4311370693","https://openalex.org/W4318272061","https://openalex.org/W6661801370","https://openalex.org/W6679191575","https://openalex.org/W6766586529","https://openalex.org/W6773942789","https://openalex.org/W6776459333","https://openalex.org/W6779736323","https://openalex.org/W6780561946","https://openalex.org/W6811173247","https://openalex.org/W6842775695"],"related_works":["https://openalex.org/W2381504162","https://openalex.org/W1567571923","https://openalex.org/W2472646430","https://openalex.org/W2968285896","https://openalex.org/W2610450612","https://openalex.org/W2549153708","https://openalex.org/W2897801744","https://openalex.org/W2147355282","https://openalex.org/W2394133867","https://openalex.org/W1994957461"],"abstract_inverted_index":{"Symbolic":[0,75],"Regression":[1,76],"(SR)":[2],"algorithms":[3],"attempt":[4],"to":[5,54,95,104,120,151,163],"learn":[6,164],"analytic":[7],"expressions":[8],"which":[9,26,78],"fit":[10,183],"data":[11,185,194],"accurately":[12],"and":[13,41,66,80,93,100,114,157,213],"in":[14],"a":[15,87,96,115,131,139,152,169],"highly":[16],"interpretable":[17],"manner.":[18],"Conventional":[19],"SR":[20],"suffers":[21],"from":[22],"two":[23],"fundamental":[24],"issues":[25,71],"we":[27,72,148],"address":[28,69],"here.":[29],"First,":[30],"these":[31,70,121,136],"methods":[32],"search":[33],"the":[34,47,51,56,106,125,144,158,165,184,189,200,204],"space":[35],"stochastically":[36],"(typically":[37],"using":[38],"genetic":[39],"programming)":[40],"hence":[42],"do":[43,196],"not":[44,197],"necessarily":[45],"find":[46,105],"best":[48],"function.":[49],"Second,":[50],"criteria":[52],"used":[53],"select":[55],"equation":[57,215],"optimally":[58],"balancing":[59],"accuracy":[60],"with":[61,86],"simplicity":[62],"have":[63],"been":[64],"variable":[65],"subjective.":[67],"To":[68,142],"introduce":[73],"Exhaustive":[74],"(ESR),":[77],"systematically":[79],"efficiently":[81],"considers":[82],"all":[83],"possible":[84],"equations\u2014made":[85],"given":[88],"basis":[89],"set":[90],"of":[91,146,154,161,171,177,203,207],"operators":[92],"up":[94],"specified":[97],"maximum":[98],"complexity\u2014":[99],"is":[101],"therefore":[102,195],"guaranteed":[103],"true":[107],"optimum":[108],"(if":[109],"parameters":[110],"are":[111],"perfectly":[112],"optimised)":[113],"complete":[116],"function":[117,170],"ranking":[118],"subject":[119],"constraints.":[122],"We":[123,209],"implement":[124],"minimum":[126],"description":[127],"length":[128],"principle":[129],"as":[130,168],"rigorous":[132],"method":[133],"for":[134],"combining":[135],"preferences":[137],"into":[138],"single":[140],"objective.":[141],"illustrate":[143],"power":[145],"ESR":[147],"apply":[149],"it":[150],"catalogue":[153],"cosmic":[155],"chronometers":[156],"Pantheon+":[159],"sample":[160],"supernovae":[162],"Hubble":[166],"rate":[167],"redshift,":[172],"finding":[173],"40":[174],"functions":[175],"(out":[176],"5.2":[178],"million":[179],"trial":[180],"functions)":[181],"that":[182],"more":[186],"economically":[187],"than":[188],"Friedmann":[190],"equation.":[191],"These":[192],"low-redshift":[193],"uniquely":[198],"prefer":[199],"expansion":[201],"history":[202],"standard":[205],"model":[206],"cosmology.":[208],"make":[210],"our":[211],"code":[212],"full":[214],"sets":[216],"publicly":[217],"available.":[218]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":19},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":5}],"updated_date":"2026-08-02T14:50:37.381335","created_date":"2025-10-10T00:00:00"}
