{"id":"https://openalex.org/W2075763799","doi":"https://doi.org/10.1145/1389095.1389179","title":"An application of a multivariate estimation of distribution algorithm to cancer chemotherapy","display_name":"An application of a multivariate estimation of distribution algorithm to cancer chemotherapy","publication_year":2008,"publication_date":"2008-07-12","ids":{"openalex":"https://openalex.org/W2075763799","doi":"https://doi.org/10.1145/1389095.1389179","mag":"2075763799"},"language":"en","primary_location":{"id":"doi:10.1145/1389095.1389179","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1389095.1389179","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th annual conference on Genetic and evolutionary computation","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/A5041490004","display_name":"Alexander E. I. Brownlee","orcid":"https://orcid.org/0000-0003-2892-5059"},"institutions":[{"id":"https://openalex.org/I522815984","display_name":"Robert Gordon University","ror":"https://ror.org/04f0qj703","country_code":"GB","type":"education","lineage":["https://openalex.org/I522815984"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Alexander E.I. Brownlee","raw_affiliation_strings":["The Robert Gordon University, Aberdeen, UNK, Scotland Uk"],"affiliations":[{"raw_affiliation_string":"The Robert Gordon University, Aberdeen, UNK, Scotland Uk","institution_ids":["https://openalex.org/I522815984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031363335","display_name":"Martin Pelik\u00e1n","orcid":"https://orcid.org/0009-0003-4101-5575"},"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":"Martin Pelikan","raw_affiliation_strings":["University of Missouri, St Louis, MO, USA","University of Missouri-St. Louis, MO, USA"],"affiliations":[{"raw_affiliation_string":"University of Missouri, St Louis, MO, USA","institution_ids":["https://openalex.org/I208333798"]},{"raw_affiliation_string":"University of Missouri-St. Louis, MO, USA","institution_ids":["https://openalex.org/I208333798"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027645309","display_name":"John McCall","orcid":"https://orcid.org/0000-0003-1738-7056"},"institutions":[{"id":"https://openalex.org/I522815984","display_name":"Robert Gordon University","ror":"https://ror.org/04f0qj703","country_code":"GB","type":"education","lineage":["https://openalex.org/I522815984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"John A.W. McCall","raw_affiliation_strings":["The Robert Gordon University, Aberdeen, Scotland UK","The Robert Gordon University, Aberdeen, Scotland UK#TAB#"],"affiliations":[{"raw_affiliation_string":"The Robert Gordon University, Aberdeen, Scotland UK","institution_ids":["https://openalex.org/I522815984"]},{"raw_affiliation_string":"The Robert Gordon University, Aberdeen, Scotland UK#TAB#","institution_ids":["https://openalex.org/I522815984"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040494006","display_name":"Andrei Petrovski","orcid":"https://orcid.org/0000-0002-0987-2791"},"institutions":[{"id":"https://openalex.org/I522815984","display_name":"Robert Gordon University","ror":"https://ror.org/04f0qj703","country_code":"GB","type":"education","lineage":["https://openalex.org/I522815984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Andrei Petrovski","raw_affiliation_strings":["The Robert Gordon University, Aberdeen, Scotland UK","The Robert Gordon University, Aberdeen, Scotland UK#TAB#"],"affiliations":[{"raw_affiliation_string":"The Robert Gordon University, Aberdeen, Scotland UK","institution_ids":["https://openalex.org/I522815984"]},{"raw_affiliation_string":"The Robert Gordon University, Aberdeen, Scotland UK#TAB#","institution_ids":["https://openalex.org/I522815984"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5041490004"],"corresponding_institution_ids":["https://openalex.org/I522815984"],"apc_list":null,"apc_paid":null,"fwci":2.3463,"has_fulltext":false,"cited_by_count":28,"citation_normalized_percentile":{"value":0.89910387,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"463","last_page":"464"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11901","display_name":"Bayesian Methods and Mixture Models","score":0.9851999878883362,"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/T11901","display_name":"Bayesian Methods and Mixture Models","score":0.9851999878883362,"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/T10351","display_name":"Liver Disease Diagnosis and Treatment","score":0.9283999800682068,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.6172456741333008},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.5920795798301697},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5138885974884033},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.43964138627052307},{"id":"https://openalex.org/keywords/distribution","display_name":"Distribution (mathematics)","score":0.4261753559112549},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.32958555221557617},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.29006427526474},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.17457208037376404},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09182155132293701}],"concepts":[{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.6172456741333008},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.5920795798301697},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5138885974884033},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.43964138627052307},{"id":"https://openalex.org/C110121322","wikidata":"https://www.wikidata.org/wiki/Q865811","display_name":"Distribution (mathematics)","level":2,"score":0.4261753559112549},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.32958555221557617},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.29006427526474},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.17457208037376404},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09182155132293701},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/1389095.1389179","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1389095.1389179","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 10th annual conference on Genetic and evolutionary computation","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.153.1174","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.153.1174","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.bham.ac.uk/~wbl/biblio/gecco2008/docs/p463.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.336.6450","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.336.6450","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.comp.rgu.ac.uk/staff/sb/files/Final-GECCO08-poster.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.699999988079071}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1516978368","https://openalex.org/W1529520349","https://openalex.org/W1534872837","https://openalex.org/W1538287840","https://openalex.org/W1540706608","https://openalex.org/W1541306668","https://openalex.org/W1560883996","https://openalex.org/W1567204338","https://openalex.org/W1692958259","https://openalex.org/W1749062029","https://openalex.org/W1781944587","https://openalex.org/W2036555287","https://openalex.org/W2045268063","https://openalex.org/W2060994634","https://openalex.org/W2075334321","https://openalex.org/W2106269933","https://openalex.org/W2129019905","https://openalex.org/W2161227853","https://openalex.org/W2172279301","https://openalex.org/W2262228373","https://openalex.org/W3154803405","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2406638334","https://openalex.org/W4390961098","https://openalex.org/W2544423928","https://openalex.org/W2053286651","https://openalex.org/W1991765889","https://openalex.org/W1990068454","https://openalex.org/W2472172556","https://openalex.org/W2181743346"],"abstract_inverted_index":{"Chemotherapy":[0],"treatment":[1],"for":[2,137],"cancer":[3],"is":[4,49,54,97,111],"a":[5,10,60,88],"complex":[6,89],"optimisation":[7],"problem":[8,90,128],"with":[9,28],"large":[11,122],"number":[12,19,123],"of":[13,20,42,124],"interacting":[14],"variables":[15],"and":[16,51],"constraints.":[17],"A":[18],"different":[21],"heuristics":[22],"have":[23],"been":[24],"applied":[25,66],"to":[26,45,64,67,76],"it":[27,96],"varying":[29],"success.":[30],"In":[31],"this":[32,37,110],"paper":[33],"we":[34,93],"expand":[35],"on":[36,87],"by":[38,99,113,120],"applying":[39],"two":[40],"estimation":[41],"distribution":[43],"algorithms":[44,101],"the":[46,52,56,68,79,100,103,114,121,127,135],"problem.":[47,70],"One":[48],"UMDA":[50],"other":[53],"hBOA,":[55],"first":[57],"EDA":[58],"using":[59,102],"multivariate":[61],"probabilistic":[62],"model":[63],"be":[65],"chemotherapy":[69],"While":[71],"instinct":[72],"would":[73,83],"lead":[74],"us":[75],"predict":[77],"that":[78,95,109],"more":[80,115],"sophisticated":[81,116],"algorithm":[82,117],"yield":[84],"better":[85],"performance":[86],"like":[91],"this,":[92],"show":[94],"outperformed":[98],"simpler":[104],"univariate":[105],"model.":[106],"We":[107],"hypothesise":[108],"caused":[112],"being":[118],"impeded":[119],"interactions":[125],"in":[126],"which":[129],"though":[130],"present,":[131],"do":[132],"not":[133],"complicate":[134],"search":[136],"optima.":[138]},"counts_by_year":[{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":3},{"year":2014,"cited_by_count":1},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":6}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
