{"id":"https://openalex.org/W2954188678","doi":"https://doi.org/10.1145/3321707.3321775","title":"Parallelism and partitioning in large-scale GAs using spark","display_name":"Parallelism and partitioning in large-scale GAs using spark","publication_year":2019,"publication_date":"2019-07-03","ids":{"openalex":"https://openalex.org/W2954188678","doi":"https://doi.org/10.1145/3321707.3321775","mag":"2954188678"},"language":"en","primary_location":{"id":"doi:10.1145/3321707.3321775","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3321707.3321775","pdf_url":null,"source":{"id":"https://openalex.org/S4363608932","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference","raw_type":"proceedings-article"},"type":"conference-paper","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/A5026263178","display_name":"Laila Alterkawi","orcid":"https://orcid.org/0000-0002-7996-8529"},"institutions":[{"id":"https://openalex.org/I20581793","display_name":"University of Kent","ror":"https://ror.org/00xkeyj56","country_code":"GB","type":"education","lineage":["https://openalex.org/I20581793"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Laila Alterkawi","raw_affiliation_strings":["University of Kent"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Kent","institution_ids":["https://openalex.org/I20581793"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108345030","display_name":"Matteo Migliavacca","orcid":null},"institutions":[{"id":"https://openalex.org/I20581793","display_name":"University of Kent","ror":"https://ror.org/00xkeyj56","country_code":"GB","type":"education","lineage":["https://openalex.org/I20581793"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Matteo Migliavacca","raw_affiliation_strings":["University of Kent"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Kent","institution_ids":["https://openalex.org/I20581793"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I20581793"],"apc_list":null,"apc_paid":null,"fwci":0.6485,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.60010163,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"736","last_page":"744"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9980999827384949,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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":0.9980999827384949,"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.8243284225463867},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.8223187923431396},{"id":"https://openalex.org/keywords/parallelism","display_name":"Parallelism (grammar)","score":0.6855049133300781},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.6251628398895264},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.622972846031189},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.5944321751594543},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5711855292320251},{"id":"https://openalex.org/keywords/centralisation","display_name":"Centralisation","score":0.5085028409957886},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.5012052059173584},{"id":"https://openalex.org/keywords/data-parallelism","display_name":"Data parallelism","score":0.463864266872406},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4635794162750244},{"id":"https://openalex.org/keywords/distributed-memory","display_name":"Distributed memory","score":0.4450299143791199},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4268217384815216},{"id":"https://openalex.org/keywords/shared-memory","display_name":"Shared memory","score":0.4067179262638092},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.18804237246513367},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.09044525027275085}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8243284225463867},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.8223187923431396},{"id":"https://openalex.org/C2781172179","wikidata":"https://www.wikidata.org/wiki/Q853109","display_name":"Parallelism (grammar)","level":2,"score":0.6855049133300781},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.6251628398895264},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.622972846031189},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.5944321751594543},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5711855292320251},{"id":"https://openalex.org/C2778786385","wikidata":"https://www.wikidata.org/wiki/Q190632","display_name":"Centralisation","level":2,"score":0.5085028409957886},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.5012052059173584},{"id":"https://openalex.org/C61483411","wikidata":"https://www.wikidata.org/wiki/Q3124522","display_name":"Data parallelism","level":3,"score":0.463864266872406},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4635794162750244},{"id":"https://openalex.org/C91481028","wikidata":"https://www.wikidata.org/wiki/Q1054686","display_name":"Distributed memory","level":3,"score":0.4450299143791199},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4268217384815216},{"id":"https://openalex.org/C133875982","wikidata":"https://www.wikidata.org/wiki/Q764810","display_name":"Shared memory","level":2,"score":0.4067179262638092},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.18804237246513367},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.09044525027275085},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3321707.3321775","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3321707.3321775","pdf_url":null,"source":{"id":"https://openalex.org/S4363608932","display_name":"Proceedings of the Genetic and Evolutionary Computation Conference","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Genetic and Evolutionary Computation Conference","raw_type":"proceedings-article"},{"id":"pmh:oai:kar.kent.ac.uk:75345","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3321707.3321775>)","pdf_url":null,"source":{"id":"https://openalex.org/S4377196264","display_name":"Kent Academic Repository (University of Kent)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I20581793","host_organization_name":"University of Kent","host_organization_lineage":["https://openalex.org/I20581793"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Conference proceeding"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W93714505","https://openalex.org/W1007399617","https://openalex.org/W1544319318","https://openalex.org/W1564135785","https://openalex.org/W1584857661","https://openalex.org/W1592894394","https://openalex.org/W1596548095","https://openalex.org/W2039482267","https://openalex.org/W2041179759","https://openalex.org/W2045761815","https://openalex.org/W2090834033","https://openalex.org/W2096442669","https://openalex.org/W2131975293","https://openalex.org/W2134954564","https://openalex.org/W2144531255","https://openalex.org/W2148497813","https://openalex.org/W2173213060","https://openalex.org/W2329722756","https://openalex.org/W2531563875","https://openalex.org/W2604258491"],"related_works":["https://openalex.org/W2950520577","https://openalex.org/W1554644772","https://openalex.org/W2494130044","https://openalex.org/W2003935582","https://openalex.org/W3209384898","https://openalex.org/W74409296","https://openalex.org/W1991844655","https://openalex.org/W1595834484","https://openalex.org/W3170887803","https://openalex.org/W2468095077"],"abstract_inverted_index":{"Big":[0],"Data":[1],"promises":[2],"new":[3],"scientific":[4],"discovery":[5],"and":[6,20],"economic":[7],"value.":[8],"Genetic":[9],"algorithms":[10],"(GAs)":[11],"have":[12],"proven":[13],"their":[14,29],"flexibility":[15],"in":[16,50],"many":[17],"application":[18],"areas":[19],"substantial":[21],"research":[22],"effort":[23],"has":[24],"been":[25],"dedicated":[26],"to":[27,63],"improving":[28],"performance":[30],"through":[31],"parallelisation.":[32],"In":[33],"contrast":[34],"with":[35],"most":[36],"previous":[37],"efforts":[38],"we":[39],"reject":[40],"approaches":[41],"that":[42,59],"are":[43],"based":[44],"on":[45,69],"the":[46,51],"centralisation":[47],"of":[48,54],"data":[49,72],"main":[52],"memory":[53],"a":[55],"single":[56],"node":[57],"or":[58],"require":[60],"remote":[61],"access":[62],"shared/distributed":[64],"memory.":[65],"We":[66],"focus":[67],"instead":[68],"scenarios":[70],"where":[71],"is":[73],"partitioned":[74],"across":[75],"machines.":[76]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2}],"updated_date":"2026-08-25T07:29:55.448023","created_date":"2025-10-10T00:00:00"}