{"id":"https://openalex.org/W2907093566","doi":"https://doi.org/10.14279/depositonce-7657","title":"Data and container placement in scalable data analytics platforms","display_name":"Data and container placement in scalable data analytics platforms","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2907093566","doi":"https://doi.org/10.14279/depositonce-7657","mag":"2907093566"},"language":"en","primary_location":{"id":"pmh:oai:depositonce.tu-berlin.de:11303/8511","is_oa":true,"landing_page_url":"https://depositonce.tu-berlin.de/handle/11303/8511","pdf_url":"https://depositonce.tu-berlin.de//handle/11303/8511","source":{"id":"https://openalex.org/S4406922277","display_name":"DepositOnce","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":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"acceptedVersion"},"type":"dissertation","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://depositonce.tu-berlin.de//handle/11303/8511","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5110520388","display_name":"Thomas Renner","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Renner, Thomas","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5110520388"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1846392,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10317","display_name":"Advanced Database Systems and Queries","score":0.9186999797821045,"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"}},"topics":[{"id":"https://openalex.org/T10317","display_name":"Advanced Database Systems and Queries","score":0.9186999797821045,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.91839998960495,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/container","display_name":"Container (type theory)","score":0.6719262599945068},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6703141331672668},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6650622487068176},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5769758820533752},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.48577550053596497},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4153209626674652},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.4002046585083008},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2079470157623291},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.19175460934638977}],"concepts":[{"id":"https://openalex.org/C2781018962","wikidata":"https://www.wikidata.org/wiki/Q5164884","display_name":"Container (type theory)","level":2,"score":0.6719262599945068},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6703141331672668},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6650622487068176},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5769758820533752},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.48577550053596497},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4153209626674652},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.4002046585083008},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2079470157623291},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.19175460934638977},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:depositonce.tu-berlin.de:11303/8511","is_oa":true,"landing_page_url":"https://depositonce.tu-berlin.de/handle/11303/8511","pdf_url":"https://depositonce.tu-berlin.de//handle/11303/8511","source":{"id":"https://openalex.org/S4406922277","display_name":"DepositOnce","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":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"acceptedVersion"},{"id":"doi:10.14279/depositonce-7657","is_oa":true,"landing_page_url":"https://doi.org/10.14279/depositonce-7657","pdf_url":null,"source":{"id":"https://openalex.org/S7407052985","display_name":"Technische Universit\u00e4t Berlin \u2013 Universit\u00e4tsbibliothek","issn_l":null,"issn":[],"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":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"},{"id":"mag:2907093566","is_oa":false,"landing_page_url":"https://depositonce.tu-berlin.de/bitstream/11303/8511/4/renner_thomas.pdf","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:depositonce.tu-berlin.de:11303/8511","is_oa":true,"landing_page_url":"https://depositonce.tu-berlin.de/handle/11303/8511","pdf_url":"https://depositonce.tu-berlin.de//handle/11303/8511","source":{"id":"https://openalex.org/S4406922277","display_name":"DepositOnce","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":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"acceptedVersion"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320324094","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2907093566.pdf","grobid_xml":"https://content.openalex.org/works/W2907093566.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2956208151","https://openalex.org/W3210024669","https://openalex.org/W1576303745","https://openalex.org/W1599429537","https://openalex.org/W2900736282","https://openalex.org/W2620864467","https://openalex.org/W2913425540","https://openalex.org/W3161374313","https://openalex.org/W2587851042","https://openalex.org/W783364375","https://openalex.org/W2741916561","https://openalex.org/W2964784462","https://openalex.org/W3100050044","https://openalex.org/W3140482737","https://openalex.org/W3111660406","https://openalex.org/W3157517512","https://openalex.org/W3093891614","https://openalex.org/W2036982078","https://openalex.org/W2092698881","https://openalex.org/W2040415079"],"abstract_inverted_index":{"Distributed":[0],"dataflow":[1,16,62,182,206],"systems":[2],"process":[3],"large":[4],"volume":[5],"of":[6,47,73,180,203,211,225,256,269,316,324,337,359],"data":[7,160,187,212,257,261,351],"in":[8,22,69,259,286,292,319,357],"parallel":[9],"on":[10,25,185,221,235,278,368],"multiple":[11,15],"machines.":[12],"In":[13,249],"production,":[14],"applications":[17,183,317],"are":[18,64],"scheduled":[19,339],"for":[20,45,149,162,195],"execution":[21],"virtual":[23],"containers":[24,220,233,239],"a":[26,70,90,142,157,204,222,231,267,279,293,308],"per-job":[27],"basis.":[28],"Furthermore,":[29,95],"they":[30],"access":[31],"datasets":[32],"partitioned":[33],"into":[34],"datablocks":[35,218,243],"across":[36],"the":[37,103,119,177,201,209,254,322,334],"cluster":[38,312],"machines'":[39],"disks.":[40],"Runtime":[41],"performance":[42,58,93,100,179,336],"is":[43,59,140,147],"important":[44],"many":[46,112],"these":[48],"jobs,":[49],"as":[50,76,244,246],"their":[51,130,163],"users":[52,155],"expect":[53],"fast":[54],"results.":[55],"However,":[56,122],"optimizing":[57],"difficult,":[60],"because":[61,129],"jobs":[63,113,123],"very":[65],"diverse":[66],"and":[67,81,85,106,165,171,208,219,240,271,302,313,329,363],"used":[68,307],"wide":[71],"variety":[72],"domains":[74,323],"such":[75],"relational":[77,325],"processing,":[78,326],"machine":[79,327],"learning,":[80,328],"graph":[82,330],"processing.":[83,331],"Container":[84],"datablock":[86,172],"placement":[87,127,144,173,193,346],"decisions":[88],"impact":[89],"job's":[91,205,232],"runtime":[92,99,178,335],"significantly.":[94],"changing":[96],"placements":[97],"affects":[98],"without":[101,114],"modifying":[102],"application's":[104],"code,":[105],"thus":[107],"can":[108],"be":[109],"applied":[110],"to":[111,136,175],"much":[115],"configuration":[116],"effort":[117],"from":[118,126,134,321],"user's":[120],"side.":[121],"benefit":[124],"differently":[125],"decisions,":[128],"resource":[131],"demands":[132],"differ":[133],"job":[135],"job.":[137],"Hence,":[138],"there":[139],"not":[141],"single":[143],"strategy":[145],"that":[146,296],"optimal":[148],"all":[150],"possible":[151],"jobs.":[152],"Besides":[153],"that,":[154],"require":[156],"secure":[158],"long-term":[159],"retention":[161,258,352],"documents":[164],"datasets.":[166],"This":[167],"thesis":[168,252,288],"presents":[169],"container":[170,247],"strategies":[174],"optimize":[176],"distributed":[181],"running":[184],"shared":[186,260],"analytics":[188,262],"platforms.":[189,263],"It":[190],"contributes":[191,266],"two":[192],"methods":[194,284,342],"this.":[196],"The":[197,227,283],"first":[198],"method":[199,229,268],"improves":[200],"efficiency":[202],"operations":[207],"degree":[210],"locality":[213],"by":[214],"colocating":[215],"its":[216,241],"input":[217,242],"selected":[223],"set":[224],"nodes.":[226],"second":[228],"places":[230],"based":[234],"network":[236],"distances":[237],"between":[238],"well":[245],"interference.":[248],"addition,":[250],"this":[251,287],"explores":[253],"problem":[255],"Therefore,":[264],"it":[265,367],"storing":[270],"accessing":[272],"lineage":[273],"metadata":[274],"through":[275],"smart-contracts":[276],"executed":[277],"decentralized":[280],"blockchain":[281,370],"network.":[282,371],"presented":[285],"have":[289],"been":[290,298],"implemented":[291,318],"research":[294],"prototype":[295],"has":[297],"integrated":[299],"with":[300,340,343],"Hadoop":[301],"Ethereum.":[303],"For":[304,348],"evaluation,":[305],"we":[306,354],"64":[309],"nodes":[310],"commodity":[311],"workloads":[314,338],"consisting":[315],"Flink":[320],"We":[332],"compared":[333],"our":[341,349],"Hadoop's":[344],"default":[345],"method.":[347],"blockchain-based":[350],"method,":[353],"measured":[355],"overhead":[356],"terms":[358],"additional":[360],"response":[361],"time":[362],"reported":[364],"costs":[365],"using":[366],"Ethereum's":[369]},"counts_by_year":[],"updated_date":"2026-03-20T20:47:17.329874","created_date":"2025-10-10T00:00:00"}
