{"id":"https://openalex.org/W2570373436","doi":"https://doi.org/10.1109/tpds.2017.2647939","title":"Dynamic Configuration of Partitioning in Spark Applications","display_name":"Dynamic Configuration of Partitioning in Spark Applications","publication_year":2017,"publication_date":"2017-01-05","ids":{"openalex":"https://openalex.org/W2570373436","doi":"https://doi.org/10.1109/tpds.2017.2647939","mag":"2570373436"},"language":"en","primary_location":{"id":"doi:10.1109/tpds.2017.2647939","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpds.2017.2647939","pdf_url":null,"source":{"id":"https://openalex.org/S97130795","display_name":"IEEE Transactions on Parallel and Distributed Systems","issn_l":"1045-9219","issn":["1045-9219","1558-2183","2161-9883"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Parallel and Distributed Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/2117/106303","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5011211191","display_name":"Anastasios Gounaris","orcid":"https://orcid.org/0000-0003-3976-7615"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":true,"raw_author_name":"Anastasios Gounaris","raw_affiliation_strings":["Aristotle University of Thessaloniki, Thessaloniki, Greece"],"affiliations":[{"raw_affiliation_string":"Aristotle University of Thessaloniki, Thessaloniki, Greece","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004046009","display_name":"Georgia Kougka","orcid":"https://orcid.org/0000-0002-0800-8360"},"institutions":[{"id":"https://openalex.org/I21370196","display_name":"Aristotle University of Thessaloniki","ror":"https://ror.org/02j61yw88","country_code":"GR","type":"education","lineage":["https://openalex.org/I21370196"]}],"countries":["GR"],"is_corresponding":false,"raw_author_name":"Georgia Kougka","raw_affiliation_strings":["Aristotle University of Thessaloniki, Thessaloniki, Greece"],"affiliations":[{"raw_affiliation_string":"Aristotle University of Thessaloniki, Thessaloniki, Greece","institution_ids":["https://openalex.org/I21370196"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089990435","display_name":"Rub\u00e9n Tous","orcid":"https://orcid.org/0000-0002-1409-5843"},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ruben Tous","raw_affiliation_strings":["Universitat Polit\u00e8cnica de Catalunya, Barcelona, Spain"],"affiliations":[{"raw_affiliation_string":"Universitat Polit\u00e8cnica de Catalunya, Barcelona, Spain","institution_ids":["https://openalex.org/I9617848"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016956559","display_name":"Carlos Tripiana Montes","orcid":null},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]},{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Carlos Tripiana Montes","raw_affiliation_strings":["Barcelona Supercomputing Centre, Barcelona, Spain"],"affiliations":[{"raw_affiliation_string":"Barcelona Supercomputing Centre, Barcelona, Spain","institution_ids":["https://openalex.org/I9617848","https://openalex.org/I2799803557"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5039375454","display_name":"Jordi Torres","orcid":"https://orcid.org/0000-0003-1963-7418"},"institutions":[{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]},{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jordi Torres","raw_affiliation_strings":["Barcelona Supercomputing Centre, Barcelona, Spain"],"affiliations":[{"raw_affiliation_string":"Barcelona Supercomputing Centre, Barcelona, Spain","institution_ids":["https://openalex.org/I9617848","https://openalex.org/I2799803557"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5011211191"],"corresponding_institution_ids":["https://openalex.org/I21370196"],"apc_list":null,"apc_paid":null,"fwci":17.1974,"has_fulltext":false,"cited_by_count":63,"citation_normalized_percentile":{"value":0.99080849,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"28","issue":"7","first_page":"1891","last_page":"1904"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9968000054359436,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8714348077774048},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.8518092632293701},{"id":"https://openalex.org/keywords/dependency","display_name":"Dependency (UML)","score":0.5554717183113098},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5315644145011902},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.506384015083313},{"id":"https://openalex.org/keywords/limit","display_name":"Limit (mathematics)","score":0.4602888822555542},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4352007508277893},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4219244122505188},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.41089731454849243},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.3743981719017029},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.19596707820892334},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.12185147404670715}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8714348077774048},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.8518092632293701},{"id":"https://openalex.org/C19768560","wikidata":"https://www.wikidata.org/wiki/Q320727","display_name":"Dependency (UML)","level":2,"score":0.5554717183113098},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5315644145011902},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.506384015083313},{"id":"https://openalex.org/C151201525","wikidata":"https://www.wikidata.org/wiki/Q177239","display_name":"Limit (mathematics)","level":2,"score":0.4602888822555542},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4352007508277893},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4219244122505188},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.41089731454849243},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.3743981719017029},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.19596707820892334},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.12185147404670715},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","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},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tpds.2017.2647939","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpds.2017.2647939","pdf_url":null,"source":{"id":"https://openalex.org/S97130795","display_name":"IEEE Transactions on Parallel and Distributed Systems","issn_l":"1045-9219","issn":["1045-9219","1558-2183","2161-9883"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Parallel and Distributed Systems","raw_type":"journal-article"},{"id":"pmh:oai:recercat.cat:2072/290375","is_oa":true,"landing_page_url":"http://hdl.handle.net/2117/106303","pdf_url":null,"source":{"id":"https://openalex.org/S4306402147","display_name":"RECERCAT (Consorci de Serveis Universitaris de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210090028","host_organization_name":"Consorci de Serveis Universitaris de Catalunya","host_organization_lineage":["https://openalex.org/I4210090028"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/submittedVersion"},{"id":"pmh:oai:upcommons.upc.edu:2117/106303","is_oa":true,"landing_page_url":"https://hdl.handle.net/2117/106303","pdf_url":null,"source":{"id":"https://openalex.org/S4210207057","display_name":"QRU Quaderns de Recerca en Urbanisme","issn_l":"2014-9689","issn":["2014-9689","2385-6777"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310322448","host_organization_name":"Q71272178","host_organization_lineage":["https://openalex.org/P4310322448"],"host_organization_lineage_names":["Q71272178"],"type":"journal"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"pmh:oai:recercat.cat:2072/290375","is_oa":true,"landing_page_url":"http://hdl.handle.net/2117/106303","pdf_url":null,"source":{"id":"https://openalex.org/S4306402147","display_name":"RECERCAT (Consorci de Serveis Universitaris de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210090028","host_organization_name":"Consorci de Serveis Universitaris de Catalunya","host_organization_lineage":["https://openalex.org/I4210090028"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/submittedVersion"},"sustainable_development_goals":[{"score":0.6499999761581421,"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":34,"referenced_works":["https://openalex.org/W1502841054","https://openalex.org/W1716671614","https://openalex.org/W1746258828","https://openalex.org/W1967093902","https://openalex.org/W1984116073","https://openalex.org/W2002472616","https://openalex.org/W2025456987","https://openalex.org/W2027720485","https://openalex.org/W2028515786","https://openalex.org/W2029195895","https://openalex.org/W2036160293","https://openalex.org/W2038412523","https://openalex.org/W2047280416","https://openalex.org/W2049400253","https://openalex.org/W2055897230","https://openalex.org/W2062058474","https://openalex.org/W2064366207","https://openalex.org/W2077975876","https://openalex.org/W2081611182","https://openalex.org/W2131975293","https://openalex.org/W2139072600","https://openalex.org/W2170833472","https://openalex.org/W2187341577","https://openalex.org/W2189465200","https://openalex.org/W2206758307","https://openalex.org/W2266823300","https://openalex.org/W2293983046","https://openalex.org/W2294316975","https://openalex.org/W2340971540","https://openalex.org/W2536216700","https://openalex.org/W2764889580","https://openalex.org/W6637806892","https://openalex.org/W6679815717","https://openalex.org/W6687322159"],"related_works":["https://openalex.org/W3015859229","https://openalex.org/W2230552005","https://openalex.org/W1975949872","https://openalex.org/W3159871278","https://openalex.org/W2905242764","https://openalex.org/W3109411864","https://openalex.org/W3017846737","https://openalex.org/W3003280185","https://openalex.org/W4379407450","https://openalex.org/W3191926225"],"abstract_inverted_index":{"Spark":[0,48],"has":[1],"become":[2],"one":[3],"of":[4,14,35,66,81,84,134,138,145,161],"the":[5,26,33,43,52,75,82,132,139,143,164],"main":[6],"options":[7],"for":[8,73,97],"large-scale":[9],"analytics":[10],"running":[11,46,60,76,110,177],"on":[12,32,50,190],"top":[13],"shared-nothing":[15],"clusters.":[16],"This":[17],"work":[18],"aims":[19],"to":[20,93,104],"make":[21],"a":[22,47,79,102,113,127,148,153],"deep":[23],"dive":[24],"into":[25],"parallelism":[27],"configuration":[28],"and":[29,137,172,179],"shed":[30],"light":[31],"behavior":[34],"parallel":[36],"spark":[37],"jobs.":[38],"It":[39],"is":[40,120,184],"motivated":[41],"by":[42],"fact":[44],"that":[45,166],"application":[49],"all":[51],"available":[53],"processors":[54],"does":[55],"not":[56],"necessarily":[57],"imply":[58],"lower":[59],"time,":[61],"while":[62],"may":[63],"entail":[64],"waste":[65],"resources.":[67],"We":[68,87],"first":[69],"propose":[70,126],"analytical":[71],"models":[72],"expressing":[74],"time":[77,111,178],"as":[78],"function":[80],"number":[83],"machines":[85],"employed.":[86],"then":[88],"take":[89],"another":[90],"step,":[91],"namely":[92],"present":[94],"novel":[95],"algorithms":[96],"configuring":[98],"dynamic":[99],"partitioning":[100,146],"with":[101],"view":[103],"minimizing":[105],"resource":[106,180],"consumption":[107],"without":[108],"sacrificing":[109],"beyond":[112],"user-defined":[114],"limit.":[115],"The":[116],"problem":[117],"we":[118,125,151],"target":[119],"NP-hard.":[121],"To":[122],"tackle":[123],"it,":[124],"greedy":[128],"approach":[129],"after":[130],"introducing":[131],"notions":[133],"dependency":[135],"graphs":[136],"benefit":[140],"from":[141],"modifying":[142],"degree":[144],"at":[147,169],"stage;":[149],"complementarily,":[150],"investigate":[152],"randomized":[154],"approach.":[155],"Our":[156],"polynomial":[157],"solutions":[158],"are":[159,167],"capable":[160],"judiciously":[162],"use":[163],"resources":[165],"potentially":[168],"user's":[170],"disposal":[171],"strike":[173],"interesting":[174],"trade-offs":[175],"between":[176],"consumption.":[181],"Their":[182],"efficiency":[183],"thoroughly":[185],"investigated":[186],"through":[187],"experiments":[188],"based":[189],"real":[191],"execution":[192],"data.":[193]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":14},{"year":2018,"cited_by_count":8},{"year":2017,"cited_by_count":4}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
