{"id":"https://openalex.org/W2785641411","doi":"https://doi.org/10.1631/fitee.1601056","title":"Meeting deadlines for approximation processing in MapReduce environments","display_name":"Meeting deadlines for approximation processing in MapReduce environments","publication_year":2017,"publication_date":"2017-11-01","ids":{"openalex":"https://openalex.org/W2785641411","doi":"https://doi.org/10.1631/fitee.1601056","mag":"2785641411"},"language":"en","primary_location":{"id":"doi:10.1631/fitee.1601056","is_oa":false,"landing_page_url":"https://doi.org/10.1631/fitee.1601056","pdf_url":null,"source":{"id":"https://openalex.org/S4210189857","display_name":"Frontiers of Information Technology & Electronic Engineering","issn_l":"2095-9184","issn":["2095-9184","2095-9230"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers of Information Technology & Electronic Engineering","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/A5101814776","display_name":"Minghao Hu","orcid":null},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ming-hao Hu","raw_affiliation_strings":["National Laboratory for Parallel and Distributed Processing, School of Computer, National University of Defense Technology, Changsha, 410073, China"],"raw_orcid":"https://orcid.org/0000-0003-2986-4139","affiliations":[{"raw_affiliation_string":"National Laboratory for Parallel and Distributed Processing, School of Computer, National University of Defense Technology, Changsha, 410073, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102003608","display_name":"Changjian Wang","orcid":"https://orcid.org/0000-0002-1160-0365"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chang-jian Wang","raw_affiliation_strings":["National Laboratory for Parallel and Distributed Processing, School of Computer, National University of Defense Technology, Changsha, 410073, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Laboratory for Parallel and Distributed Processing, School of Computer, National University of Defense Technology, Changsha, 410073, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101645557","display_name":"Yuxing Peng","orcid":"https://orcid.org/0000-0002-8223-5588"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu-xing Peng","raw_affiliation_strings":["National Laboratory for Parallel and Distributed Processing, School of Computer, National University of Defense Technology, Changsha, 410073, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Laboratory for Parallel and Distributed Processing, School of Computer, National University of Defense Technology, Changsha, 410073, China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5101814776"],"corresponding_institution_ids":["https://openalex.org/I170215575"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.27466928,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"18","issue":"11","first_page":"1754","last_page":"1772"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9997000098228455,"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":0.9997000098228455,"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/T10317","display_name":"Advanced Database Systems and Queries","score":0.9990000128746033,"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":0.9988999962806702,"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":0.889471173286438},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.6674603819847107},{"id":"https://openalex.org/keywords/skew","display_name":"Skew","score":0.6199735999107361},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5514291524887085},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5297081470489502},{"id":"https://openalex.org/keywords/dart","display_name":"Dart","score":0.5150372982025146},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.505563497543335},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4641595482826233},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3311750888824463},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.2735990285873413},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.23216405510902405},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.18891745805740356}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.889471173286438},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.6674603819847107},{"id":"https://openalex.org/C43711488","wikidata":"https://www.wikidata.org/wiki/Q7534783","display_name":"Skew","level":2,"score":0.6199735999107361},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5514291524887085},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5297081470489502},{"id":"https://openalex.org/C2779417484","wikidata":"https://www.wikidata.org/wiki/Q406009","display_name":"Dart","level":2,"score":0.5150372982025146},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.505563497543335},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4641595482826233},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3311750888824463},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.2735990285873413},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.23216405510902405},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.18891745805740356},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","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/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","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":1,"locations":[{"id":"doi:10.1631/fitee.1601056","is_oa":false,"landing_page_url":"https://doi.org/10.1631/fitee.1601056","pdf_url":null,"source":{"id":"https://openalex.org/S4210189857","display_name":"Frontiers of Information Technology & Electronic Engineering","issn_l":"2095-9184","issn":["2095-9184","2095-9230"],"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers of Information Technology & Electronic Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W1497432777","https://openalex.org/W1500481859","https://openalex.org/W1571066610","https://openalex.org/W1586825695","https://openalex.org/W1750643891","https://openalex.org/W1834532152","https://openalex.org/W1861377444","https://openalex.org/W1876812886","https://openalex.org/W1903497807","https://openalex.org/W2002472616","https://openalex.org/W2017194553","https://openalex.org/W2025549137","https://openalex.org/W2045635963","https://openalex.org/W2049400253","https://openalex.org/W2058047606","https://openalex.org/W2071989194","https://openalex.org/W2087070363","https://openalex.org/W2094324659","https://openalex.org/W2096125134","https://openalex.org/W2103070976","https://openalex.org/W2103212156","https://openalex.org/W2104993419","https://openalex.org/W2105947650","https://openalex.org/W2110104287","https://openalex.org/W2110514750","https://openalex.org/W2112013978","https://openalex.org/W2121382795","https://openalex.org/W2149939304","https://openalex.org/W2163291889","https://openalex.org/W2164989652","https://openalex.org/W2173213060","https://openalex.org/W2243163195","https://openalex.org/W2295089842","https://openalex.org/W2295968493","https://openalex.org/W3160520312","https://openalex.org/W4251459357","https://openalex.org/W4297833447","https://openalex.org/W6764264741","https://openalex.org/W6827055737"],"related_works":["https://openalex.org/W2138741439","https://openalex.org/W4324079225","https://openalex.org/W106153292","https://openalex.org/W26270891","https://openalex.org/W2965837546","https://openalex.org/W2287511667","https://openalex.org/W2127622248","https://openalex.org/W2376229983","https://openalex.org/W2046901092","https://openalex.org/W2391440363"],"abstract_inverted_index":{"To":[0],"provide":[1],"timely":[2],"results":[3,209],"for":[4,15,162],"big":[5],"data":[6,134,171,182,226],"analytics,":[7],"it":[8],"is":[9,43,73,129],"crucial":[10],"to":[11,27,44,48,74,91,110,139,157],"satisfy":[12,85],"deadline":[13,65,81,118,219],"requirements":[14],"MapReduce":[16],"jobs":[17],"in":[18],"today\u2019s":[19],"production":[20],"environments.":[21],"Much":[22],"effort":[23],"has":[24],"been":[25],"devoted":[26],"the":[28,50,54,71,86,93,112,142,149,167,218],"problem":[29],"of":[30,39,63,69,95,169,204,225],"meeting":[31,163],"deadlines,":[32],"and":[33,119,135,172,181,199,231],"typically":[34],"there":[35],"exist":[36],"two":[37],"kinds":[38],"solutions.":[40],"The":[41,208],"first":[42],"allocate":[45],"appropriate":[46],"resources":[47],"complete":[49],"entire":[51],"job":[52,136,144],"before":[53],"specified":[55,117],"time":[56,87],"limit,":[57],"where":[58],"missed":[59],"deadlines":[60,164,230],"result":[61],"because":[62],"tight":[64,229],"constraints":[66],"or":[67],"lack":[68],"resources;":[70],"second":[72],"run":[75],"a":[76,103,116,202],"pre-constructed":[77],"sample":[78],"based":[79,130],"on":[80,131,148,201],"constraints,":[82],"which":[83,128],"can":[84,213],"requirement":[88],"but":[89,220],"fail":[90],"maximize":[92],"volumes":[94,224],"processed":[96,170],"data.":[97],"In":[98],"this":[99],"paper,":[100],"we":[101],"propose":[102],"deadline-oriented":[104],"task":[105,179],"scheduling":[106,160],"approach,":[107],"named":[108],"\u2018Dart\u2019,":[109],"address":[111],"above":[113],"problem.":[114],"Given":[115],"restricted":[120],"resources,":[121],"Dart":[122,152,175,212],"uses":[123,153],"an":[124,154],"iterative":[125],"estimation":[126],"method,":[127],"both":[132],"historical":[133],"running":[137],"status":[138],"precisely":[140],"estimate":[141],"real-time":[143],"completion":[145],"time.":[146],"Based":[147],"estimated":[150],"time,":[151],"approach\u2013revise":[155],"algorithm":[156],"make":[158],"dynamic":[159],"decisions":[161],"while":[165],"maximizing":[166],"amount":[168],"mitigating":[173],"stragglers.":[174],"also":[176,221],"efficiently":[177],"handles":[178],"failures":[180],"skew,":[183],"protecting":[184],"its":[185],"performance":[186],"from":[187,197],"being":[188],"harmed.":[189],"We":[190],"have":[191],"validated":[192],"our":[193],"approach":[194],"using":[195],"workloads":[196],"OpenCloud":[198],"Facebook":[200],"cluster":[203],"64":[205],"virtual":[206],"machines.":[207],"show":[210],"that":[211],"not":[214],"only":[215],"effectively":[216],"meet":[217],"process":[222],"near-maximum":[223],"even":[227],"with":[228],"limited":[232],"resources.":[233]},"counts_by_year":[],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}