{"id":"https://openalex.org/W2054451277","doi":"https://doi.org/10.1109/mcdm.2014.7007189","title":"Multicriteria approaches for predictive model generation: A comparative experimental study","display_name":"Multicriteria approaches for predictive model generation: A comparative experimental study","publication_year":2014,"publication_date":"2014-12-01","ids":{"openalex":"https://openalex.org/W2054451277","doi":"https://doi.org/10.1109/mcdm.2014.7007189","mag":"2054451277"},"language":"en","primary_location":{"id":"doi:10.1109/mcdm.2014.7007189","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcdm.2014.7007189","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE Symposium on Computational Intelligence in Multi-Criteria Decision-Making (MCDM)","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/A5039995994","display_name":"Bassma Al-Jubouri","orcid":null},"institutions":[{"id":"https://openalex.org/I9300472","display_name":"Bournemouth University","ror":"https://ror.org/05wwcw481","country_code":"GB","type":"education","lineage":["https://openalex.org/I9300472"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Bassma Al-Jubouri","raw_affiliation_strings":["Smart Technology Research Centre, Bournemouth University, UK","Smart Technology Research Centre, Faculty of Science and Technology, Bournemouth University, UK"],"affiliations":[{"raw_affiliation_string":"Smart Technology Research Centre, Bournemouth University, UK","institution_ids":["https://openalex.org/I9300472"]},{"raw_affiliation_string":"Smart Technology Research Centre, Faculty of Science and Technology, Bournemouth University, UK","institution_ids":["https://openalex.org/I9300472"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083181106","display_name":"Bogdan Gabry\u015b","orcid":"https://orcid.org/0000-0002-0790-2846"},"institutions":[{"id":"https://openalex.org/I9300472","display_name":"Bournemouth University","ror":"https://ror.org/05wwcw481","country_code":"GB","type":"education","lineage":["https://openalex.org/I9300472"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Bogdan Gabrys","raw_affiliation_strings":["Smart Technology Research Centre, Bournemouth University, UK","Smart Technology Research Centre, Faculty of Science and Technology, Bournemouth University, UK"],"affiliations":[{"raw_affiliation_string":"Smart Technology Research Centre, Bournemouth University, UK","institution_ids":["https://openalex.org/I9300472"]},{"raw_affiliation_string":"Smart Technology Research Centre, Faculty of Science and Technology, Bournemouth University, UK","institution_ids":["https://openalex.org/I9300472"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5039995994"],"corresponding_institution_ids":["https://openalex.org/I9300472"],"apc_list":null,"apc_paid":null,"fwci":0.7122,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.71941476,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"64","last_page":"71"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9993000030517578,"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"}},"topics":[{"id":"https://openalex.org/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9993000030517578,"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"}},{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9976999759674072,"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/T11975","display_name":"Evolutionary Algorithms and Applications","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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6853764057159424},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5623537302017212},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5393772721290588},{"id":"https://openalex.org/keywords/pareto-principle","display_name":"Pareto principle","score":0.5252004265785217},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.47694841027259827},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.47437864542007446},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4655751585960388},{"id":"https://openalex.org/keywords/pareto-optimal","display_name":"Pareto optimal","score":0.4169135093688965},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33846157789230347},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18099543452262878}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6853764057159424},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5623537302017212},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5393772721290588},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.5252004265785217},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.47694841027259827},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.47437864542007446},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4655751585960388},{"id":"https://openalex.org/C2986314615","wikidata":"https://www.wikidata.org/wiki/Q36829","display_name":"Pareto optimal","level":3,"score":0.4169135093688965},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33846157789230347},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18099543452262878},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mcdm.2014.7007189","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mcdm.2014.7007189","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE Symposium on Computational Intelligence in Multi-Criteria Decision-Making (MCDM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W167016754","https://openalex.org/W1489517264","https://openalex.org/W1530194320","https://openalex.org/W1540226724","https://openalex.org/W1584161386","https://openalex.org/W1585939719","https://openalex.org/W1588282782","https://openalex.org/W1995127855","https://openalex.org/W2012496360","https://openalex.org/W2034692175","https://openalex.org/W2070376383","https://openalex.org/W2087070363","https://openalex.org/W2108872115","https://openalex.org/W2112299196","https://openalex.org/W2117812871","https://openalex.org/W2119893066","https://openalex.org/W2122410182","https://openalex.org/W2124219256","https://openalex.org/W2126105956","https://openalex.org/W2129192653","https://openalex.org/W2150043396","https://openalex.org/W2152868637","https://openalex.org/W2158698691","https://openalex.org/W2171107890","https://openalex.org/W2751318774","https://openalex.org/W2911546748","https://openalex.org/W2950167778","https://openalex.org/W3120740533","https://openalex.org/W4236322109","https://openalex.org/W4388290870","https://openalex.org/W6606837198","https://openalex.org/W6635097213"],"related_works":["https://openalex.org/W1963790170","https://openalex.org/W2090178682","https://openalex.org/W2073298047","https://openalex.org/W2586328217","https://openalex.org/W2033790662","https://openalex.org/W2001591765","https://openalex.org/W2049264236","https://openalex.org/W4241467429","https://openalex.org/W2073147994","https://openalex.org/W1588199609"],"abstract_inverted_index":{"This":[0,102],"study":[1,103],"investigates":[2],"the":[3,27,36,42,47,62,74,77,80,91,110,122,139],"evaluation":[4],"of":[5,99],"machine":[6],"learning":[7],"models":[8,43,63,123,140],"based":[9],"on":[10],"multiple":[11],"criteria.":[12,75],"The":[13,52],"criteria":[14,48,93,112],"included":[15],"are:":[16],"predictive":[17],"model":[18,20],"accuracy,":[19],"complexity,":[21],"and":[22,30,94,135],"algorithmic":[23],"complexity":[24],"(related":[25],"to":[26,89,95],"learning/adaptation":[28],"algorithm":[29],"prediction":[31],"delivery)":[32],"captured":[33],"by":[34],"monitoring":[35],"execution":[37],"time.":[38],"Furthermore,":[39,117],"it":[40,118],"compares":[41],"generated":[44,65,124,141],"from":[45,66,125,142],"optimising":[46,67],"using":[49],"two":[50],"approaches.":[51],"first":[53],"approach":[54,82,130],"is":[55,113],"a":[56,68,84,97],"scalarized":[57,143],"multi":[58,86,127,144],"objective":[59,87,128,145],"optimisation,":[60],"where":[61],"are":[64],"single":[69],"cost":[70],"function":[71],"that":[72,105],"combines":[73],"On":[76],"other":[78],"hand":[79],"second":[81],"uses":[83],"Pareto-based":[85,126],"optimisation":[88,129,146],"trade-off":[90],"three":[92,111],"generate":[96],"set":[98],"non-dominated":[100],"models.":[101],"shows":[104],"defining":[106],"universal":[107],"measures":[108],"for":[109],"not":[114],"always":[115],"feasible.":[116],"was":[119],"shown":[120],"that,":[121],"can":[131],"be":[132],"more":[133,136],"accurate":[134],"diverse":[137],"than":[138],"approach.":[147]},"counts_by_year":[{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}