{"id":"https://openalex.org/W3175089547","doi":"https://doi.org/10.14778/3467861.3467867","title":"Distributed deep learning on data systems","display_name":"Distributed deep learning on data systems","publication_year":2021,"publication_date":"2021-06-01","ids":{"openalex":"https://openalex.org/W3175089547","doi":"https://doi.org/10.14778/3467861.3467867","mag":"3175089547"},"language":"en","primary_location":{"id":"doi:10.14778/3467861.3467867","is_oa":false,"landing_page_url":"https://doi.org/10.14778/3467861.3467867","pdf_url":null,"source":{"id":"https://openalex.org/S4210226185","display_name":"Proceedings of the VLDB Endowment","issn_l":"2150-8097","issn":["2150-8097"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the VLDB Endowment","raw_type":"journal-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/A5100349343","display_name":"Yuhao Zhang","orcid":"https://orcid.org/0000-0002-0118-8135"},"institutions":[{"id":"https://openalex.org/I2803209242","display_name":"University of California System","ror":"https://ror.org/00pjdza24","country_code":"US","type":"education","lineage":["https://openalex.org/I2803209242"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuhao Zhang","raw_affiliation_strings":["University of California"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California","institution_ids":["https://openalex.org/I2803209242"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061268253","display_name":"Frank McQuillan","orcid":null},"institutions":[{"id":"https://openalex.org/I4391768063","display_name":"VMware (United States)","ror":"https://ror.org/01mwmh458","country_code":null,"type":"company","lineage":["https://openalex.org/I4391768063"]}],"countries":[],"is_corresponding":false,"raw_author_name":"Frank McQuillan","raw_affiliation_strings":["VMware, Inc"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VMware, Inc","institution_ids":["https://openalex.org/I4391768063"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087455531","display_name":"Nandish Jayaram","orcid":null},"institutions":[{"id":"https://openalex.org/I88773910","display_name":"Intuit (United States)","ror":"https://ror.org/049mrbr98","country_code":"US","type":"company","lineage":["https://openalex.org/I88773910"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nandish Jayaram","raw_affiliation_strings":["Intuit, Inc"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intuit, Inc","institution_ids":["https://openalex.org/I88773910"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011379634","display_name":"Nikhil Kak","orcid":null},"institutions":[{"id":"https://openalex.org/I4391768063","display_name":"VMware (United States)","ror":"https://ror.org/01mwmh458","country_code":null,"type":"company","lineage":["https://openalex.org/I4391768063"]}],"countries":[],"is_corresponding":false,"raw_author_name":"Nikhil Kak","raw_affiliation_strings":["VMware, Inc"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VMware, Inc","institution_ids":["https://openalex.org/I4391768063"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038762729","display_name":"Ekta Khanna","orcid":null},"institutions":[{"id":"https://openalex.org/I4391768063","display_name":"VMware (United States)","ror":"https://ror.org/01mwmh458","country_code":null,"type":"company","lineage":["https://openalex.org/I4391768063"]}],"countries":[],"is_corresponding":false,"raw_author_name":"Ekta Khanna","raw_affiliation_strings":["VMware, Inc"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VMware, Inc","institution_ids":["https://openalex.org/I4391768063"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027297069","display_name":"Orhan Kislal","orcid":null},"institutions":[{"id":"https://openalex.org/I4391768063","display_name":"VMware (United States)","ror":"https://ror.org/01mwmh458","country_code":null,"type":"company","lineage":["https://openalex.org/I4391768063"]}],"countries":[],"is_corresponding":false,"raw_author_name":"Orhan Kislal","raw_affiliation_strings":["VMware, Inc"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VMware, Inc","institution_ids":["https://openalex.org/I4391768063"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049339515","display_name":"Domino Valdano","orcid":null},"institutions":[{"id":"https://openalex.org/I4391768063","display_name":"VMware (United States)","ror":"https://ror.org/01mwmh458","country_code":null,"type":"company","lineage":["https://openalex.org/I4391768063"]}],"countries":[],"is_corresponding":false,"raw_author_name":"Domino Valdano","raw_affiliation_strings":["VMware, Inc"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"VMware, Inc","institution_ids":["https://openalex.org/I4391768063"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103749365","display_name":"Arun Kumar","orcid":null},"institutions":[{"id":"https://openalex.org/I2803209242","display_name":"University of California System","ror":"https://ror.org/00pjdza24","country_code":"US","type":"education","lineage":["https://openalex.org/I2803209242"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Arun Kumar","raw_affiliation_strings":["University of California"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of California","institution_ids":["https://openalex.org/I2803209242"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.5435,"has_fulltext":false,"cited_by_count":29,"citation_normalized_percentile":{"value":0.95938783,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"14","issue":"10","first_page":"1769","last_page":"1782"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9994999766349792,"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":0.9994999766349792,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9983999729156494,"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/T11719","display_name":"Data Quality and Management","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8446892499923706},{"id":"https://openalex.org/keywords/software-portability","display_name":"Software portability","score":0.7445471286773682},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7214362621307373},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5903337001800537},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.49292707443237305},{"id":"https://openalex.org/keywords/pareto-principle","display_name":"Pareto principle","score":0.44256943464279175},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3450048565864563},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.15440690517425537}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8446892499923706},{"id":"https://openalex.org/C63000827","wikidata":"https://www.wikidata.org/wiki/Q3080428","display_name":"Software portability","level":2,"score":0.7445471286773682},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7214362621307373},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5903337001800537},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.49292707443237305},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.44256943464279175},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3450048565864563},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.15440690517425537},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.14778/3467861.3467867","is_oa":false,"landing_page_url":"https://doi.org/10.14778/3467861.3467867","pdf_url":null,"source":{"id":"https://openalex.org/S4210226185","display_name":"Proceedings of the VLDB Endowment","issn_l":"2150-8097","issn":["2150-8097"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the VLDB Endowment","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5299999713897705}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":78,"referenced_works":["https://openalex.org/W607505555","https://openalex.org/W855165587","https://openalex.org/W1202352811","https://openalex.org/W1982767656","https://openalex.org/W1987413769","https://openalex.org/W1992191167","https://openalex.org/W2044849727","https://openalex.org/W2062022900","https://openalex.org/W2072764742","https://openalex.org/W2083842231","https://openalex.org/W2090850279","https://openalex.org/W2107169849","https://openalex.org/W2108598243","https://openalex.org/W2113207845","https://openalex.org/W2121737596","https://openalex.org/W2123331342","https://openalex.org/W2157881433","https://openalex.org/W2159291644","https://openalex.org/W2166706236","https://openalex.org/W2168018130","https://openalex.org/W2185864411","https://openalex.org/W2267179783","https://openalex.org/W2296139130","https://openalex.org/W2357449897","https://openalex.org/W2393319904","https://openalex.org/W2460815216","https://openalex.org/W2471768434","https://openalex.org/W2510046892","https://openalex.org/W2520381032","https://openalex.org/W2521757593","https://openalex.org/W2535724050","https://openalex.org/W2547190417","https://openalex.org/W2547386789","https://openalex.org/W2557283755","https://openalex.org/W2604519798","https://openalex.org/W2614179415","https://openalex.org/W2732547613","https://openalex.org/W2739349903","https://openalex.org/W2750075801","https://openalex.org/W2793768763","https://openalex.org/W2883265831","https://openalex.org/W2888965704","https://openalex.org/W2895331519","https://openalex.org/W2904201207","https://openalex.org/W2914529374","https://openalex.org/W2920073645","https://openalex.org/W2945003059","https://openalex.org/W2948062280","https://openalex.org/W2948349252","https://openalex.org/W2948644733","https://openalex.org/W2948742859","https://openalex.org/W2949223857","https://openalex.org/W2951001079","https://openalex.org/W2952490857","https://openalex.org/W2954438306","https://openalex.org/W2962746093","https://openalex.org/W2963374347","https://openalex.org/W2963390429","https://openalex.org/W2964054286","https://openalex.org/W2970139027","https://openalex.org/W2971290973","https://openalex.org/W2986888662","https://openalex.org/W2989078842","https://openalex.org/W3003883635","https://openalex.org/W3029900615","https://openalex.org/W3030051638","https://openalex.org/W3030384569","https://openalex.org/W3031462348","https://openalex.org/W3081844508","https://openalex.org/W3083309655","https://openalex.org/W3100294256","https://openalex.org/W3104030692","https://openalex.org/W3105885889","https://openalex.org/W3125483857","https://openalex.org/W3146147323","https://openalex.org/W3151846642","https://openalex.org/W4230850126","https://openalex.org/W4245826835"],"related_works":["https://openalex.org/W107105315","https://openalex.org/W4367156293","https://openalex.org/W1584537303","https://openalex.org/W4388155270","https://openalex.org/W1872724644","https://openalex.org/W2750549761","https://openalex.org/W28826848","https://openalex.org/W2122272819","https://openalex.org/W2130894091","https://openalex.org/W1978658790"],"abstract_inverted_index":{"Deep":[0],"learning":[1,38],"(DL)":[2],"is":[3,114,166,176],"growing":[4],"in":[5,18,23,52,63],"popularity":[6],"for":[7,68,97,180,208],"many":[8],"data":[9,27,100],"analytics":[10],"applications,":[11],"including":[12],"among":[13],"enterprises.":[14],"Large":[15],"business-critical":[16],"datasets":[17],"such":[19],"settings":[20],"typically":[21],"reside":[22],"RDBMSs":[24],"or":[25],"other":[26,218],"systems.":[28],"The":[29],"DB":[30,209],"community":[31],"has":[32],"long":[33],"aimed":[34],"to":[35,40,103,107,168],"bring":[36,104],"machine":[37],"(ML)":[39],"DBMS-resident":[41],"data.":[42,70],"Given":[43],"past":[44],"lessons":[45],"from":[46],"in-DBMS":[47],"ML":[48],"and":[49,57,119,132,147,151,161,174,192,196,201,217],"recent":[50],"advances":[51],"scalable":[53],"DL":[54,66,75,98,106,157,206],"systems,":[55,101],"DBMS":[56,200],"cloud":[58,202],"vendors":[59,203],"are":[60,184,220],"increasingly":[61],"interested":[62],"adding":[64],"more":[65],"support":[67,207],"DB-resident":[69,108],"Recently,":[71],"a":[72,177],"new":[73],"parallel":[74],"model":[76],"selection":[77],"execution":[78],"approach":[79],"called":[80],"Model":[81],"Hopper":[82],"Parallelism":[83],"(MOP)":[84],"was":[85],"proposed.":[86],"In":[87],"this":[88],"paper,":[89],"we":[90,110],"characterize":[91],"the":[92],"particular":[93],"suitability":[94],"of":[95,124,149,212],"MOP":[96],"on":[99,141,190],"but":[102,187],"MOP-based":[105],"data,":[109,216],"show":[111,163],"that":[112,164],"there":[113,175],"no":[115],"single":[116],"\"best\"":[117],"approach,":[118],"an":[120],"interesting":[121],"tradeoff":[122],"space":[123],"approaches":[125,131,183],"exists.":[126],"We":[127],"explain":[128],"four":[129],"canonical":[130],"build":[133],"prototypes":[134],"upon":[135],"Greenplum":[136],"Database,":[137],"compare":[138,152],"them":[139,153],"analytically":[140],"multiple":[142],"criteria":[143],"(e.g.,":[144],"runtime":[145],"efficiency":[146],"ease":[148],"governance)":[150],"empirically":[154],"with":[155],"large-scale":[156],"workloads.":[158],"Our":[159,194],"experiments":[160],"analyses":[162],"it":[165],"non-trivial":[167],"meet":[169],"all":[170],"practical":[171],"desiderata":[172],"well":[173],"Pareto":[178],"frontier;":[179],"instance,":[181],"some":[182],"3x-6x":[185],"faster":[186],"fare":[188],"worse":[189],"governance":[191],"portability.":[193],"results":[195],"insights":[197],"can":[198],"help":[199],"design":[204],"better":[205],"users.":[210],"All":[211],"our":[213],"source":[214],"code,":[215],"artifacts":[219],"available":[221],"at":[222],"https://github.com/makemebitter/cerebro-ds.":[223]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
