{"id":"https://openalex.org/W2131062430","doi":"https://doi.org/10.1109/cec.2011.5949749","title":"Cost-benefit analysis of using heuristics in ACGP","display_name":"Cost-benefit analysis of using heuristics in ACGP","publication_year":2011,"publication_date":"2011-06-01","ids":{"openalex":"https://openalex.org/W2131062430","doi":"https://doi.org/10.1109/cec.2011.5949749","mag":"2131062430"},"language":"en","primary_location":{"id":"doi:10.1109/cec.2011.5949749","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2011.5949749","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 IEEE Congress of Evolutionary Computation (CEC)","raw_type":"proceedings-article"},"type":"article","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/A5018119491","display_name":"John Aleshunas","orcid":null},"institutions":[{"id":"https://openalex.org/I208333798","display_name":"University of Missouri\u2013St. Louis","ror":"https://ror.org/037cnag11","country_code":"US","type":"education","lineage":["https://openalex.org/I208333798"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"John Aleshunas","raw_affiliation_strings":["University of Missouri, Saint Louis, Saint Louis, USA","University of Missouri\u2013St. Louis, St. Louis, United States"],"affiliations":[{"raw_affiliation_string":"University of Missouri, Saint Louis, Saint Louis, USA","institution_ids":[]},{"raw_affiliation_string":"University of Missouri\u2013St. Louis, St. Louis, United States","institution_ids":["https://openalex.org/I208333798"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049493682","display_name":"Cezary Z. Janikow","orcid":null},"institutions":[{"id":"https://openalex.org/I208333798","display_name":"University of Missouri\u2013St. Louis","ror":"https://ror.org/037cnag11","country_code":"US","type":"education","lineage":["https://openalex.org/I208333798"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cezary Janikow","raw_affiliation_strings":["University of Missouri, Saint Louis, Saint Louis, USA","University of Missouri\u2013St. Louis, St. Louis, United States"],"affiliations":[{"raw_affiliation_string":"University of Missouri, Saint Louis, Saint Louis, USA","institution_ids":[]},{"raw_affiliation_string":"University of Missouri\u2013St. Louis, St. Louis, United States","institution_ids":["https://openalex.org/I208333798"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5018119491"],"corresponding_institution_ids":["https://openalex.org/I208333798"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13389632,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1172","last_page":"1178"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11975","display_name":"Evolutionary Algorithms and Applications","score":1.0,"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":1.0,"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":0.9635999798774719,"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/heuristics","display_name":"Heuristics","score":0.9608472585678101},{"id":"https://openalex.org/keywords/genetic-programming","display_name":"Genetic programming","score":0.7379698157310486},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6521081328392029},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.5330418944358826},{"id":"https://openalex.org/keywords/social-heuristics","display_name":"Social heuristics","score":0.4882690906524658},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.46450990438461304},{"id":"https://openalex.org/keywords/order","display_name":"Order (exchange)","score":0.45971420407295227},{"id":"https://openalex.org/keywords/linear-subspace","display_name":"Linear subspace","score":0.44891270995140076},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34928929805755615},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3081790804862976},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20477032661437988}],"concepts":[{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.9608472585678101},{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.7379698157310486},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6521081328392029},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.5330418944358826},{"id":"https://openalex.org/C139475501","wikidata":"https://www.wikidata.org/wiki/Q17081866","display_name":"Social heuristics","level":4,"score":0.4882690906524658},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.46450990438461304},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.45971420407295227},{"id":"https://openalex.org/C12362212","wikidata":"https://www.wikidata.org/wiki/Q728435","display_name":"Linear subspace","level":2,"score":0.44891270995140076},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34928929805755615},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3081790804862976},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20477032661437988},{"id":"https://openalex.org/C25148115","wikidata":"https://www.wikidata.org/wiki/Q304904","display_name":"Social competence","level":3,"score":0.0},{"id":"https://openalex.org/C206836424","wikidata":"https://www.wikidata.org/wiki/Q1510761","display_name":"Social change","level":2,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/cec.2011.5949749","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cec.2011.5949749","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 IEEE Congress of Evolutionary Computation (CEC)","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.357.9205","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.357.9205","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.umsl.edu/~janikow/publications/2011/Cost-benefit Analysis of Using Heuristics in ACGP/paper.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W123987661","https://openalex.org/W186803210","https://openalex.org/W1499122575","https://openalex.org/W1569757501","https://openalex.org/W1589720045","https://openalex.org/W1983770999","https://openalex.org/W2011865711","https://openalex.org/W2142580909","https://openalex.org/W2143924462","https://openalex.org/W2145648815","https://openalex.org/W4238753141"],"related_works":["https://openalex.org/W4234655524","https://openalex.org/W2193108746","https://openalex.org/W2186466241","https://openalex.org/W2349650017","https://openalex.org/W2140032605","https://openalex.org/W4283767871","https://openalex.org/W4214900641","https://openalex.org/W4252555497","https://openalex.org/W2393645518","https://openalex.org/W4309769255"],"abstract_inverted_index":{"Constrained":[0],"Genetic":[1,10],"Programming":[2,11],"(CGP)":[3],"is":[4,27,65],"a":[5,28,111],"method":[6,29,98,113],"of":[7,32,120],"searching":[8],"the":[9,33,49,90,103,117],"search":[12],"space":[13],"non-uniformly,":[14],"giving":[15],"preferences":[16],"to":[17,21,63,80,114],"certain":[18],"subspaces":[19],"according":[20],"some":[22],"heuristics.":[23,34,76,123],"Adaptable":[24],"CGP":[25,35],"(ACGP)":[26],"for":[30,55],"discovery":[31],"and":[36],"ACGP":[37,72],"have":[38],"previously":[39],"demonstrated":[40],"their":[41],"capabilities":[42],"using":[43],"first-order":[44],"heuristics:":[45,57],"parent-child":[46],"probabilities.":[47,59],"Recently,":[48],"same":[50],"advantage":[51],"has":[52],"been":[53],"shown":[54],"second-order":[56],"parent-children":[58],"A":[60],"natural":[61],"question":[62,83],"ask":[64],"whether":[66],"we":[67],"can":[68],"benefit":[69],"from":[70],"extending":[71],"with":[73,116],"deeper":[74],"order":[75],"This":[77],"paper":[78],"attempts":[79],"answer":[81],"this":[82,97],"by":[84],"performing":[85],"cost-benefit":[86],"analysis":[87],"while":[88],"simulating":[89],"higher-order":[91],"heuristics":[92,109],"environment.":[93],"We":[94],"show":[95],"that":[96],"cannot":[99],"be":[100],"extended":[101],"beyond":[102],"current":[104],"second":[105],"or":[106],"possibly":[107],"third-order":[108],"without":[110],"new":[112],"deal":[115],"sheer":[118],"number":[119],"such":[121],"deeper-order":[122]},"counts_by_year":[],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}