{"id":"https://openalex.org/W4281641295","doi":"https://doi.org/10.1007/s13222-022-00416-z","title":"Collaborative Cluster Configuration for Distributed Data-Parallel Processing: A\u00a0Research Overview","display_name":"Collaborative Cluster Configuration for Distributed Data-Parallel Processing: A\u00a0Research Overview","publication_year":2022,"publication_date":"2022-05-31","ids":{"openalex":"https://openalex.org/W4281641295","doi":"https://doi.org/10.1007/s13222-022-00416-z"},"language":"en","primary_location":{"id":"doi:10.1007/s13222-022-00416-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13222-022-00416-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13222-022-00416-z.pdf","source":{"id":"https://openalex.org/S73012565","display_name":"Datenbank-Spektrum","issn_l":"1610-1995","issn":["1610-1995","1618-2162"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Datenbank-Spektrum","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s13222-022-00416-z.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084056435","display_name":"Lauritz Thamsen","orcid":"https://orcid.org/0000-0003-3755-1503"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]},{"id":"https://openalex.org/I7882870","display_name":"University of Glasgow","ror":"https://ror.org/00vtgdb53","country_code":"GB","type":"education","lineage":["https://openalex.org/I7882870"]}],"countries":["DE","GB"],"is_corresponding":true,"raw_author_name":"Lauritz Thamsen","raw_affiliation_strings":["Technische Universit\u00e4t Berlin, Berlin, Germany","University of Glasgow, Glasgow, UK"],"raw_orcid":"https://orcid.org/0000-0003-3755-1503","affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]},{"raw_affiliation_string":"University of Glasgow, Glasgow, UK","institution_ids":["https://openalex.org/I7882870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024675213","display_name":"Dominik Scheinert","orcid":"https://orcid.org/0000-0003-0763-3233"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dominik Scheinert","raw_affiliation_strings":["Technische Universit\u00e4t Berlin, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017414190","display_name":"Jonathan F. Will","orcid":null},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jonathan Will","raw_affiliation_strings":["Technische Universit\u00e4t Berlin, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051029385","display_name":"Jonathan Bader","orcid":"https://orcid.org/0000-0003-0391-728X"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jonathan Bader","raw_affiliation_strings":["Technische Universit\u00e4t Berlin, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042349846","display_name":"Odej Kao","orcid":"https://orcid.org/0000-0001-6454-6799"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Odej Kao","raw_affiliation_strings":["Technische Universit\u00e4t Berlin, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technische Universit\u00e4t Berlin, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5084056435"],"corresponding_institution_ids":["https://openalex.org/I4577782","https://openalex.org/I7882870"],"apc_list":{"value":2380,"currency":"EUR","value_usd":2890},"apc_paid":{"value":2380,"currency":"EUR","value_usd":2890},"fwci":0.3094,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.58820685,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"22","issue":"2","first_page":"143","last_page":"151"},"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.993399977684021,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8476302623748779},{"id":"https://openalex.org/keywords/profiling","display_name":"Profiling (computer programming)","score":0.7192981243133545},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6246916055679321},{"id":"https://openalex.org/keywords/data-processing","display_name":"Data processing","score":0.4931928515434265},{"id":"https://openalex.org/keywords/cluster","display_name":"Cluster (spacecraft)","score":0.4908009469509125},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4408639371395111},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.42897284030914307},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.25102323293685913},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.11724412441253662},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.09313809871673584}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8476302623748779},{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.7192981243133545},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6246916055679321},{"id":"https://openalex.org/C138827492","wikidata":"https://www.wikidata.org/wiki/Q6661985","display_name":"Data processing","level":2,"score":0.4931928515434265},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.4908009469509125},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4408639371395111},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.42897284030914307},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.25102323293685913},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.11724412441253662},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.09313809871673584},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s13222-022-00416-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13222-022-00416-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13222-022-00416-z.pdf","source":{"id":"https://openalex.org/S73012565","display_name":"Datenbank-Spektrum","issn_l":"1610-1995","issn":["1610-1995","1618-2162"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Datenbank-Spektrum","raw_type":"journal-article"},{"id":"pmh:oai:eprints.gla.ac.uk:272120","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4210235606","display_name":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","issn_l":"2622-8912","issn":["2622-8912","2622-8920"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Articles"},{"id":"pmh:oai:arXiv.org:2206.00429","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2206.00429","pdf_url":"https://arxiv.org/pdf/2206.00429","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"doi:10.1007/s13222-022-00416-z","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13222-022-00416-z","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13222-022-00416-z.pdf","source":{"id":"https://openalex.org/S73012565","display_name":"Datenbank-Spektrum","issn_l":"1610-1995","issn":["1610-1995","1618-2162"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Datenbank-Spektrum","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.5}],"awards":[],"funders":[{"id":"https://openalex.org/F4320324094","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4281641295.pdf","grobid_xml":"https://content.openalex.org/works/W4281641295.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W2019751555","https://openalex.org/W2100592677","https://openalex.org/W2160150610","https://openalex.org/W2173213060","https://openalex.org/W2175075972","https://openalex.org/W2189465200","https://openalex.org/W2309679942","https://openalex.org/W2521550930","https://openalex.org/W2566979091","https://openalex.org/W2572526791","https://openalex.org/W2604856537","https://openalex.org/W2776268681","https://openalex.org/W2794463473","https://openalex.org/W2806177468","https://openalex.org/W2806583692","https://openalex.org/W2809559041","https://openalex.org/W2906952167","https://openalex.org/W2963642335","https://openalex.org/W2963822306","https://openalex.org/W3009370840","https://openalex.org/W3011663672","https://openalex.org/W3095249487","https://openalex.org/W3100344569","https://openalex.org/W3100711529","https://openalex.org/W3102428287","https://openalex.org/W3197557987","https://openalex.org/W3207844152","https://openalex.org/W3208930906","https://openalex.org/W3213171603","https://openalex.org/W3215201015","https://openalex.org/W4225472196","https://openalex.org/W4226245665","https://openalex.org/W4289703819"],"related_works":["https://openalex.org/W2161444195","https://openalex.org/W2985540061","https://openalex.org/W2589019771","https://openalex.org/W2185012154","https://openalex.org/W4252521128","https://openalex.org/W2104014222","https://openalex.org/W4287867321","https://openalex.org/W2911183501","https://openalex.org/W2153465672","https://openalex.org/W2150718212"],"abstract_inverted_index":{"Abstract":[0],"Many":[1],"organizations":[2],"routinely":[3],"analyze":[4],"large":[5],"datasets":[6],"using":[7],"systems":[8],"for":[9,25,58,81,105],"distributed":[10],"data-parallel":[11],"processing":[12,28,85,121,136],"and":[13,38,46,66,92,103,138,151,169,191],"clusters":[14,192],"of":[15,83,119,135],"commodity":[16],"resources.":[17],"Yet,":[18],"users":[19,54],"need":[20],"to":[21,50,62,144,163,187],"configure":[22],"adequate":[23],"resources":[24,57],"their":[26,59],"data":[27,44,84,91,99,147],"jobs.":[29],"This":[30],"requires":[31],"significant":[32],"insights":[33],"into":[34,155],"expected":[35],"job":[36,126,153],"runtimes":[37],"scaling":[39],"behavior,":[40],"resource":[41,64],"characteristics,":[42],"input":[43],"distributions,":[45],"other":[47],"factors.":[48],"Unable":[49],"estimate":[51],"performance":[52,93,106,157,164],"accurately,":[53],"frequently":[55],"overprovision":[56],"jobs,":[60],"leading":[61],"low":[63],"utilization":[65],"high":[67],"costs.":[68],"In":[69],"this":[70],"paper,":[71],"we":[72,130,160,173],"present":[73],"major":[74],"building":[75],"blocks":[76],"towards":[77],"a":[78],"collaborative":[79],"approach":[80],"optimization":[82],"cluster":[86,139],"configurations":[87],"based":[88],"on":[89,116],"runtime":[90,98,185],"models.":[94,158,171],"We":[95],"believe":[96],"that":[97],"can":[100,141,181],"be":[101,142,182],"shared":[102],"used":[104],"models":[107,190],"across":[108],"different":[109],"execution":[110],"contexts,":[111],"significantly":[112],"reducing":[113],"the":[114,117,133],"reliance":[115],"recurrence":[118],"individual":[120],"jobs":[122,137],"or,":[123],"else,":[124],"dedicated":[125],"profiling.":[127],"For":[128],"this,":[129],"describe":[131],"how":[132,176],"similarity":[134],"infrastructures":[140],"employed":[143],"combine":[145],"suitable":[146],"points":[148],"from":[149,178],"local":[150],"global":[152],"executions":[154,180],"accurate":[156],"Furthermore,":[159],"outline":[161],"approaches":[162],"prediction":[165],"via":[166],"more":[167],"context-aware":[168],"reusable":[170],"Finally,":[172],"lay":[174],"out":[175],"metrics":[177],"previous":[179],"combined":[183],"with":[184],"monitoring":[186],"effectively":[188],"re-configure":[189],"dynamically.":[193]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-03T08:13:44.112507","created_date":"2025-10-10T00:00:00"}
