{"id":"https://openalex.org/W4393106880","doi":"https://doi.org/10.1007/978-981-99-8413-8_1","title":"TPOT2: A New Graph-Based Implementation of the Tree-Based Pipeline Optimization Tool for Automated Machine Learning","display_name":"TPOT2: A New Graph-Based Implementation of the Tree-Based Pipeline Optimization Tool for Automated Machine Learning","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4393106880","doi":"https://doi.org/10.1007/978-981-99-8413-8_1"},"language":"en","primary_location":{"id":"doi:10.1007/978-981-99-8413-8_1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-99-8413-8_1","pdf_url":null,"source":{"id":"https://openalex.org/S4210203257","display_name":"Genetic and evolutionary computation","issn_l":"1932-0167","issn":["1932-0167","1932-0175"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Genetic and Evolutionary Computation","raw_type":"book-chapter"},"type":"book-chapter","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/A5081567515","display_name":"Pedro Ribeiro","orcid":"https://orcid.org/0000-0003-3538-9282"},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Pedro Ribeiro","raw_affiliation_strings":["Department of Computational Biomedicine, Cedars Sinai Medical Center, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computational Biomedicine, Cedars Sinai Medical Center, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1282927834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101588878","display_name":"Anil Kumar Saini","orcid":"https://orcid.org/0000-0002-9211-1079"},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anil Saini","raw_affiliation_strings":["Department of Computational Biomedicine, Cedars Sinai Medical Center, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computational Biomedicine, Cedars Sinai Medical Center, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1282927834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111219334","display_name":"Jay Moran","orcid":null},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jay Moran","raw_affiliation_strings":["Department of Computational Biomedicine, Cedars Sinai Medical Center, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computational Biomedicine, Cedars Sinai Medical Center, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1282927834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054144186","display_name":"Nicholas Matsumoto","orcid":"https://orcid.org/0000-0002-3280-9678"},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nicholas Matsumoto","raw_affiliation_strings":["Department of Computational Biomedicine, Cedars Sinai Medical Center, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computational Biomedicine, Cedars Sinai Medical Center, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1282927834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101864277","display_name":"Hyun\u2010Jun Choi","orcid":"https://orcid.org/0000-0003-4487-0799"},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hyunjun Choi","raw_affiliation_strings":["Department of Computational Biomedicine, Cedars Sinai Medical Center, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computational Biomedicine, Cedars Sinai Medical Center, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1282927834"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103082197","display_name":"Miguel Hern\u00e1ndez","orcid":"https://orcid.org/0000-0002-4416-1725"},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Miguel Hernandez","raw_affiliation_strings":["Department of Computational Biomedicine, Cedars Sinai Medical Center, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computational Biomedicine, Cedars Sinai Medical Center, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1282927834"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032971510","display_name":"Jason H. Moore","orcid":"https://orcid.org/0000-0002-5015-1099"},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jason H. Moore","raw_affiliation_strings":["Department of Computational Biomedicine, Cedars Sinai Medical Center, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computational Biomedicine, Cedars Sinai Medical Center, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I1282927834"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5081567515"],"corresponding_institution_ids":["https://openalex.org/I1282927834"],"apc_list":null,"apc_paid":null,"fwci":5.4952,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.95992351,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"17"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9990000128746033,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9990000128746033,"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":0.9934999942779541,"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":0.9932000041007996,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7821663022041321},{"id":"https://openalex.org/keywords/modular-design","display_name":"Modular design","score":0.7452227473258972},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.7221620678901672},{"id":"https://openalex.org/keywords/pipeline-transport","display_name":"Pipeline transport","score":0.5821537971496582},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5491381883621216},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.4634056091308594},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.35878825187683105},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.16490983963012695},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11208653450012207},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.057997316122055054}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7821663022041321},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.7452227473258972},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.7221620678901672},{"id":"https://openalex.org/C175309249","wikidata":"https://www.wikidata.org/wiki/Q725864","display_name":"Pipeline transport","level":2,"score":0.5821537971496582},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5491381883621216},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.4634056091308594},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.35878825187683105},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.16490983963012695},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11208653450012207},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.057997316122055054},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C87717796","wikidata":"https://www.wikidata.org/wiki/Q146326","display_name":"Environmental engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-981-99-8413-8_1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-99-8413-8_1","pdf_url":null,"source":{"id":"https://openalex.org/S4210203257","display_name":"Genetic and evolutionary computation","issn_l":"1932-0167","issn":["1932-0167","1932-0175"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Genetic and Evolutionary Computation","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2102539288","https://openalex.org/W2126105956","https://openalex.org/W2132022337","https://openalex.org/W2949676527","https://openalex.org/W3004775028","https://openalex.org/W3006528928","https://openalex.org/W3021613070","https://openalex.org/W3089853421","https://openalex.org/W3101284340","https://openalex.org/W3195075407","https://openalex.org/W3208034472","https://openalex.org/W4363673433"],"related_works":["https://openalex.org/W2378076731","https://openalex.org/W4380433113","https://openalex.org/W4386072068","https://openalex.org/W252339960","https://openalex.org/W2390529043","https://openalex.org/W2378320433","https://openalex.org/W2358343511","https://openalex.org/W2071821326","https://openalex.org/W2051877971","https://openalex.org/W1970117064"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6}],"updated_date":"2026-03-31T07:56:22.981413","created_date":"2025-10-10T00:00:00"}