{"id":"https://openalex.org/W2097126967","doi":"https://doi.org/10.1007/978-3-642-23336-4_8","title":"Tackling Overfitting in Evolutionary-Driven Financial Model Induction","display_name":"Tackling Overfitting in Evolutionary-Driven Financial Model Induction","publication_year":2011,"publication_date":"2011-01-01","ids":{"openalex":"https://openalex.org/W2097126967","doi":"https://doi.org/10.1007/978-3-642-23336-4_8","mag":"2097126967"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-642-23336-4_8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-642-23336-4_8","pdf_url":null,"source":{"id":"https://openalex.org/S2764461748","display_name":"Studies in computational intelligence","issn_l":"1860-949X","issn":["1860-949X","1860-9503"],"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":"Studies in Computational Intelligence","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/10197/3494","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088506011","display_name":"Cl\u00edodhna Tuite","orcid":null},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Cl\u00edodhna Tuite","raw_affiliation_strings":["Natural Computing Research and Applications Group & Financial Mathematics and Computation Research Cluster, Complex and Adaptive Systems Laboratory, University College Dublin, Ireland","School of Computer Science and Informatics, University College Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"Natural Computing Research and Applications Group & Financial Mathematics and Computation Research Cluster, Complex and Adaptive Systems Laboratory, University College Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"School of Computer Science and Informatics, University College Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069334140","display_name":"Alexandros Agapitos","orcid":"https://orcid.org/0000-0001-7529-681X"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Alexandros Agapitos","raw_affiliation_strings":["Natural Computing Research and Applications Group & Financial Mathematics and Computation Research Cluster, Complex and Adaptive Systems Laboratory, University College Dublin, Ireland","School of Computer Science and Informatics, University College Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"Natural Computing Research and Applications Group & Financial Mathematics and Computation Research Cluster, Complex and Adaptive Systems Laboratory, University College Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"School of Computer Science and Informatics, University College Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001619292","display_name":"Michael O\u2019Neill","orcid":"https://orcid.org/0000-0001-8734-417X"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Michael O\u2019Neill","raw_affiliation_strings":["UCD Complex Adaptive Systems Laboratory, University College Dublin, Belfield, 4, Dublin, Ireland","Natural Computing Research and Applications Group & Financial Mathematics and Computation Research Cluster, Complex and Adaptive Systems Laboratory, University College Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"UCD Complex Adaptive Systems Laboratory, University College Dublin, Belfield, 4, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"Natural Computing Research and Applications Group & Financial Mathematics and Computation Research Cluster, Complex and Adaptive Systems Laboratory, University College Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045190581","display_name":"Anthony Brabazon","orcid":"https://orcid.org/0000-0001-8070-294X"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Anthony Brabazon","raw_affiliation_strings":["Natural Computing Research and Applications Group & Financial Mathematics and Computation Research Cluster, Complex and Adaptive Systems Laboratory, University College Dublin, Ireland","Quinn School of Business, University College Dublin, Belfield, 4, Dublin, Ireland","School of Business, University College Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"Natural Computing Research and Applications Group & Financial Mathematics and Computation Research Cluster, Complex and Adaptive Systems Laboratory, University College Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"Quinn School of Business, University College Dublin, Belfield, 4, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"School of Business, University College Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5088506011"],"corresponding_institution_ids":["https://openalex.org/I100930933"],"apc_list":null,"apc_paid":null,"fwci":0.7453,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.75204803,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"141","last_page":"161"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9973000288009644,"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/T10462","display_name":"Reinforcement Learning in Robotics","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/overfitting","display_name":"Overfitting","score":0.9909313321113586},{"id":"https://openalex.org/keywords/early-stopping","display_name":"Early stopping","score":0.7122789025306702},{"id":"https://openalex.org/keywords/genetic-programming","display_name":"Genetic programming","score":0.6969333291053772},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6890847682952881},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6557176113128662},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.62872713804245},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5036160349845886},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.4669298529624939},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.4599664807319641},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.12770894169807434}],"concepts":[{"id":"https://openalex.org/C22019652","wikidata":"https://www.wikidata.org/wiki/Q331309","display_name":"Overfitting","level":3,"score":0.9909313321113586},{"id":"https://openalex.org/C5465570","wikidata":"https://www.wikidata.org/wiki/Q5326898","display_name":"Early stopping","level":3,"score":0.7122789025306702},{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.6969333291053772},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6890847682952881},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6557176113128662},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.62872713804245},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5036160349845886},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.4669298529624939},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.4599664807319641},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.12770894169807434},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-642-23336-4_8","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-642-23336-4_8","pdf_url":null,"source":{"id":"https://openalex.org/S2764461748","display_name":"Studies in computational intelligence","issn_l":"1860-949X","issn":["1860-949X","1860-9503"],"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":"Studies in Computational Intelligence","raw_type":"book-chapter"},{"id":"pmh:oai:researchrepository.ucd.ie:10197/3494","is_oa":true,"landing_page_url":"http://hdl.handle.net/10197/3494","pdf_url":"http://hdl.handle.net/10197/3494","source":{"id":"https://openalex.org/S4306402280","display_name":"Research Repository UCD (University College Dublin)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I100930933","host_organization_name":"University College Dublin","host_organization_lineage":["https://openalex.org/I100930933"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Book Chapter"}],"best_oa_location":{"id":"pmh:oai:researchrepository.ucd.ie:10197/3494","is_oa":true,"landing_page_url":"http://hdl.handle.net/10197/3494","pdf_url":"http://hdl.handle.net/10197/3494","source":{"id":"https://openalex.org/S4306402280","display_name":"Research Repository UCD (University College Dublin)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I100930933","host_organization_name":"University College Dublin","host_organization_lineage":["https://openalex.org/I100930933"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Book Chapter"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.5899999737739563}],"awards":[{"id":"https://openalex.org/G3129795712","display_name":null,"funder_award_id":"08/SRC/FMC1389","funder_id":"https://openalex.org/F4320320847","funder_display_name":"Science Foundation Ireland"}],"funders":[{"id":"https://openalex.org/F4320320847","display_name":"Science Foundation Ireland","ror":"https://ror.org/0271asj38"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W2097126967.pdf"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W20981729","https://openalex.org/W25941918","https://openalex.org/W591905249","https://openalex.org/W1483736078","https://openalex.org/W1498076474","https://openalex.org/W1503370304","https://openalex.org/W1503987094","https://openalex.org/W1507965776","https://openalex.org/W1522787301","https://openalex.org/W1569757501","https://openalex.org/W1570514487","https://openalex.org/W1576278180","https://openalex.org/W1582774210","https://openalex.org/W1594104973","https://openalex.org/W1625417988","https://openalex.org/W1761022139","https://openalex.org/W1983770999","https://openalex.org/W1987875955","https://openalex.org/W2027433115","https://openalex.org/W2030792885","https://openalex.org/W2031794118","https://openalex.org/W2036679573","https://openalex.org/W2045275598","https://openalex.org/W2105402499","https://openalex.org/W2132196970","https://openalex.org/W2138745909","https://openalex.org/W2342273544","https://openalex.org/W2590187634","https://openalex.org/W2613559523","https://openalex.org/W3108779204","https://openalex.org/W4232500316","https://openalex.org/W4235721129","https://openalex.org/W4254751698","https://openalex.org/W4285719527","https://openalex.org/W4301762632"],"related_works":["https://openalex.org/W4254751698","https://openalex.org/W1498076474","https://openalex.org/W2922073769","https://openalex.org/W2597297359","https://openalex.org/W2106367837","https://openalex.org/W2964514499","https://openalex.org/W2008519116","https://openalex.org/W4320854463","https://openalex.org/W2011209865","https://openalex.org/W2142032873"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2015,"cited_by_count":1},{"year":2012,"cited_by_count":2}],"updated_date":"2026-03-14T08:43:22.919905","created_date":"2025-10-10T00:00:00"}