{"id":"https://openalex.org/W4385188590","doi":"https://doi.org/10.1145/3583133.3590562","title":"Does size matter? On the influence of ensemble size on constructing ensembles of dispatching rules","display_name":"Does size matter? On the influence of ensemble size on constructing ensembles of dispatching rules","publication_year":2023,"publication_date":"2023-07-15","ids":{"openalex":"https://openalex.org/W4385188590","doi":"https://doi.org/10.1145/3583133.3590562"},"language":"en","primary_location":{"id":"doi:10.1145/3583133.3590562","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3583133.3590562","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3583133.3590562","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Companion Conference on Genetic and Evolutionary Computation","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3583133.3590562","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027293846","display_name":"Marko \u00d0urasevi\u0107","orcid":"https://orcid.org/0000-0001-8732-4769"},"institutions":[{"id":"https://openalex.org/I181343428","display_name":"University of Zagreb","ror":"https://ror.org/00mv6sv71","country_code":"HR","type":"education","lineage":["https://openalex.org/I181343428"]}],"countries":["HR"],"is_corresponding":false,"raw_author_name":"Marko Durasevic","raw_affiliation_strings":["University of Zagreb Faculty of Electrical Engineering and Computing, Zagreb, Croatia"],"raw_orcid":"https://orcid.org/0000-0001-8732-4769","affiliations":[{"raw_affiliation_string":"University of Zagreb Faculty of Electrical Engineering and Computing, Zagreb, Croatia","institution_ids":["https://openalex.org/I181343428"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086000818","display_name":"Francisco Javier Gil-Gala","orcid":"https://orcid.org/0000-0002-0606-7009"},"institutions":[{"id":"https://openalex.org/I165339363","display_name":"Universidad de Oviedo","ror":"https://ror.org/006gksa02","country_code":"ES","type":"education","lineage":["https://openalex.org/I165339363"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francisco Javier Gil-Gala","raw_affiliation_strings":["University of Oviedo. Department of Computing, Gijon, Spain"],"raw_orcid":"https://orcid.org/0000-0002-0606-7009","affiliations":[{"raw_affiliation_string":"University of Oviedo. Department of Computing, Gijon, Spain","institution_ids":["https://openalex.org/I165339363"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029689278","display_name":"Domagoj Jakobovi\u0107","orcid":"https://orcid.org/0000-0002-9201-2994"},"institutions":[{"id":"https://openalex.org/I181343428","display_name":"University of Zagreb","ror":"https://ror.org/00mv6sv71","country_code":"HR","type":"education","lineage":["https://openalex.org/I181343428"]}],"countries":["HR"],"is_corresponding":false,"raw_author_name":"Domagoj Jakobovi\u0107","raw_affiliation_strings":["University of Zagreb Faculty of Electrical Engineering and Computing, Zagreb, Croatia"],"raw_orcid":"https://orcid.org/0000-0002-9201-2994","affiliations":[{"raw_affiliation_string":"University of Zagreb Faculty of Electrical Engineering and Computing, Zagreb, Croatia","institution_ids":["https://openalex.org/I181343428"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.14753671,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"559","last_page":"562"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.9979000091552734,"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":0.9975000023841858,"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":0.7957013845443726},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7429913878440857},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.7299004793167114},{"id":"https://openalex.org/keywords/genetic-programming","display_name":"Genetic programming","score":0.6765979528427124},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5685725212097168},{"id":"https://openalex.org/keywords/constructive","display_name":"Constructive","score":0.5560566186904907},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.5310699343681335},{"id":"https://openalex.org/keywords/ensemble-forecasting","display_name":"Ensemble forecasting","score":0.46552273631095886},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.43557465076446533},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41440534591674805},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.3391195833683014},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3247619867324829},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16405802965164185},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.08526715636253357}],"concepts":[{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.7957013845443726},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7429913878440857},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.7299004793167114},{"id":"https://openalex.org/C110332635","wikidata":"https://www.wikidata.org/wiki/Q629498","display_name":"Genetic programming","level":2,"score":0.6765979528427124},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5685725212097168},{"id":"https://openalex.org/C2778701210","wikidata":"https://www.wikidata.org/wiki/Q28130034","display_name":"Constructive","level":3,"score":0.5560566186904907},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.5310699343681335},{"id":"https://openalex.org/C119898033","wikidata":"https://www.wikidata.org/wiki/Q3433888","display_name":"Ensemble forecasting","level":2,"score":0.46552273631095886},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.43557465076446533},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41440534591674805},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.3391195833683014},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3247619867324829},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16405802965164185},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.08526715636253357},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3583133.3590562","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3583133.3590562","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3583133.3590562","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Companion Conference on Genetic and Evolutionary Computation","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3583133.3590562","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3583133.3590562","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3583133.3590562","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Companion Conference on Genetic and Evolutionary Computation","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1042398408","display_name":null,"funder_award_id":"IP-2019-04","funder_id":"https://openalex.org/F4320322674","funder_display_name":"Hrvatska Zaklada za Znanost"},{"id":"https://openalex.org/G3078862976","display_name":null,"funder_award_id":"IP-2019","funder_id":"https://openalex.org/F4320322674","funder_display_name":"Hrvatska Zaklada za Znanost"},{"id":"https://openalex.org/G7048537238","display_name":"Hyperheuristic Design of Dispatching Rules","funder_award_id":"IP-2019-04-4333","funder_id":"https://openalex.org/F4320322674","funder_display_name":"Hrvatska Zaklada za Znanost"},{"id":"https://openalex.org/G7177383637","display_name":null,"funder_award_id":"PID2019-106263RB-I00","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"},{"id":"https://openalex.org/G8684520763","display_name":null,"funder_award_id":"PID2019","funder_id":"https://openalex.org/F4320335598","funder_display_name":"Agencia Estatal de Investigaci\u00f3n"}],"funders":[{"id":"https://openalex.org/F4320322674","display_name":"Hrvatska Zaklada za Znanost","ror":"https://ror.org/03n51vw80"},{"id":"https://openalex.org/F4320335598","display_name":"Agencia Estatal de Investigaci\u00f3n","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4385188590.pdf","grobid_xml":"https://content.openalex.org/works/W4385188590.grobid-xml"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W1922731057","https://openalex.org/W2164271762","https://openalex.org/W2275596639","https://openalex.org/W2493430091","https://openalex.org/W2604208500","https://openalex.org/W2770310616","https://openalex.org/W2810729466","https://openalex.org/W2947761165","https://openalex.org/W3033668364","https://openalex.org/W3034697031","https://openalex.org/W3136536335","https://openalex.org/W3185469365","https://openalex.org/W4221100927","https://openalex.org/W4255654664","https://openalex.org/W4293213129","https://openalex.org/W4304161159"],"related_works":["https://openalex.org/W2794896638","https://openalex.org/W1807784185","https://openalex.org/W4390905871","https://openalex.org/W3001638574","https://openalex.org/W3202800081","https://openalex.org/W1909207154","https://openalex.org/W3124390867","https://openalex.org/W3101614107","https://openalex.org/W3204228978","https://openalex.org/W1514365828"],"abstract_inverted_index":{"Recent":[0],"years":[1],"saw":[2],"an":[3],"increase":[4],"in":[5,34,53,169],"the":[6,55,95,107,120,124,132,142,145,175,185,196],"application":[7,32],"of":[8,29,94,144,179],"genetic":[9],"programming":[10],"(GP)":[11],"as":[12,71,106],"a":[13,16,72,152,162,170,192],"hyper-heuristic,":[14],"i.e.,":[15],"method":[17,136],"used":[18,83],"to":[19,36,84,122,139],"generate":[20],"heuristics":[21,40],"for":[22,48],"solving":[23,49],"various":[24,80],"combinatorial":[25],"optimisation":[26],"problems.":[27],"One":[28],"its":[30],"widest":[31],"is":[33,69,137],"scheduling":[35,51],"automatically":[37,61],"design":[38],"constructive":[39],"called":[41],"dispatching":[42],"rules":[43],"(DRs).":[44],"DRs":[45,63],"are":[46,178],"crucial":[47],"dynamic":[50],"environments,":[52],"which":[54,89],"conditions":[56],"change":[57],"over":[58],"time.":[59],"Although":[60],"designed":[62],"achieve":[64],"good":[65],"results,":[66],"their":[67,86],"performance":[68],"limited":[70],"single":[73],"DR":[74],"cannot":[75],"always":[76],"perform":[77],"well.":[78],"Therefore,":[79,131],"methods":[81],"were":[82],"improve":[85],"performance,":[87,172],"among":[88],"ensemble":[90,108,111,115,125,134,146,154,164,186],"learning":[91],"represents":[92],"one":[93],"most":[96],"promising":[97],"directions.":[98],"Using":[99],"ensembles":[100,177],"introduces":[101],"several":[102],"new":[103],"parameters,":[104],"such":[105],"construction":[109],"method,":[110,113],"collaboration":[112],"and":[114,173],"size.":[116,155],"This":[117,182],"study":[118],"investigates":[119],"possibility":[121],"remove":[123],"size":[126,143,165,187],"parameter":[127],"when":[128],"constructing":[129],"ensembles.":[130],"simple":[133],"combination":[135],"adapted":[138],"randomly":[140],"select":[141],"it":[147],"generates,":[148],"rather":[149],"than":[150],"using":[151,161],"fixed":[153,163],"Experimental":[156],"results":[157],"demonstrate":[158],"that":[159,174,184],"not":[160,167],"does":[166],"result":[168],"worse":[171],"best":[176],"smaller":[180],"sizes.":[181],"shows":[183],"can":[188],"be":[189],"eliminated":[190],"without":[191],"significant":[193],"influence":[194],"on":[195],"performance.":[197]},"counts_by_year":[],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
