{"id":"https://openalex.org/W2508469669","doi":"https://doi.org/10.1109/tbdata.2016.2607756","title":"The Memory Challenge in Reduce Phase of MapReduce Applications","display_name":"The Memory Challenge in Reduce Phase of MapReduce Applications","publication_year":2016,"publication_date":"2016-09-09","ids":{"openalex":"https://openalex.org/W2508469669","doi":"https://doi.org/10.1109/tbdata.2016.2607756","mag":"2508469669"},"language":"en","primary_location":{"id":"doi:10.1109/tbdata.2016.2607756","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbdata.2016.2607756","pdf_url":null,"source":{"id":"https://openalex.org/S2491400915","display_name":"IEEE Transactions on Big Data","issn_l":"2332-7790","issn":["2332-7790","2372-2096"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Big Data","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/A5004601038","display_name":"Seyed Morteza Nabavinejad","orcid":"https://orcid.org/0000-0002-5123-6318"},"institutions":[{"id":"https://openalex.org/I133529467","display_name":"Sharif University of Technology","ror":"https://ror.org/024c2fq17","country_code":"IR","type":"education","lineage":["https://openalex.org/I133529467"]}],"countries":["IR"],"is_corresponding":true,"raw_author_name":"Seyed Morteza Nabavinejad","raw_affiliation_strings":["Department of Computer Engineering, Sharif University of Technology, Tehran, Iran"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Sharif University of Technology, Tehran, Iran","institution_ids":["https://openalex.org/I133529467"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045308844","display_name":"Maziar Goudarzi","orcid":"https://orcid.org/0000-0002-1272-4589"},"institutions":[{"id":"https://openalex.org/I133529467","display_name":"Sharif University of Technology","ror":"https://ror.org/024c2fq17","country_code":"IR","type":"education","lineage":["https://openalex.org/I133529467"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Maziar Goudarzi","raw_affiliation_strings":["Department of Computer Engineering, Sharif University of Technology, Tehran, Iran"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Sharif University of Technology, Tehran, Iran","institution_ids":["https://openalex.org/I133529467"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033945657","display_name":"Shirin Mozaffari","orcid":"https://orcid.org/0000-0003-4438-9348"},"institutions":[{"id":"https://openalex.org/I133529467","display_name":"Sharif University of Technology","ror":"https://ror.org/024c2fq17","country_code":"IR","type":"education","lineage":["https://openalex.org/I133529467"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Shirin Mozaffari","raw_affiliation_strings":["Department of Computer Engineering, Sharif University of Technology, Tehran, Iran"],"affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Sharif University of Technology, Tehran, Iran","institution_ids":["https://openalex.org/I133529467"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5004601038"],"corresponding_institution_ids":["https://openalex.org/I133529467"],"apc_list":null,"apc_paid":null,"fwci":6.6348,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.96633775,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"2","issue":"4","first_page":"380","last_page":"386"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9995999932289124,"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":0.9995999932289124,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9950000047683716,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9861000180244446,"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/computer-science","display_name":"Computer science","score":0.9049486517906189},{"id":"https://openalex.org/keywords/profiling","display_name":"Profiling (computer programming)","score":0.7122393846511841},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5097793936729431},{"id":"https://openalex.org/keywords/mnemonic","display_name":"Mnemonic","score":0.4869571626186371},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.4393543004989624},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4283870458602905},{"id":"https://openalex.org/keywords/memory-management","display_name":"Memory management","score":0.4149057865142822},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.32249701023101807},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.26769861578941345},{"id":"https://openalex.org/keywords/overlay","display_name":"Overlay","score":0.1594410538673401},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.11939269304275513}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9049486517906189},{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.7122393846511841},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5097793936729431},{"id":"https://openalex.org/C197792726","wikidata":"https://www.wikidata.org/wiki/Q191062","display_name":"Mnemonic","level":2,"score":0.4869571626186371},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.4393543004989624},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4283870458602905},{"id":"https://openalex.org/C176649486","wikidata":"https://www.wikidata.org/wiki/Q2308807","display_name":"Memory management","level":3,"score":0.4149057865142822},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.32249701023101807},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.26769861578941345},{"id":"https://openalex.org/C136085584","wikidata":"https://www.wikidata.org/wiki/Q910289","display_name":"Overlay","level":2,"score":0.1594410538673401},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.11939269304275513},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tbdata.2016.2607756","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbdata.2016.2607756","pdf_url":null,"source":{"id":"https://openalex.org/S2491400915","display_name":"IEEE Transactions on Big Data","issn_l":"2332-7790","issn":["2332-7790","2372-2096"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Big Data","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2783241853","display_name":null,"funder_award_id":"G930826","funder_id":"https://openalex.org/F4320321157","funder_display_name":"Sharif University of Technology"}],"funders":[{"id":"https://openalex.org/F4320321157","display_name":"Sharif University of Technology","ror":"https://ror.org/024c2fq17"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W17864305","https://openalex.org/W1471136644","https://openalex.org/W1974924610","https://openalex.org/W2001708197","https://openalex.org/W2014442324","https://openalex.org/W2031513172","https://openalex.org/W2038358279","https://openalex.org/W2049205682","https://openalex.org/W2051505342","https://openalex.org/W2056058392","https://openalex.org/W2060174277","https://openalex.org/W2066310479","https://openalex.org/W2076793324","https://openalex.org/W2088727885","https://openalex.org/W2094469165","https://openalex.org/W2105947650","https://openalex.org/W2154399174","https://openalex.org/W2171220798","https://openalex.org/W2173213060","https://openalex.org/W4242010563","https://openalex.org/W6600737987","https://openalex.org/W6628579693"],"related_works":["https://openalex.org/W602798270","https://openalex.org/W2073343790","https://openalex.org/W24013143","https://openalex.org/W2563376754","https://openalex.org/W2164915153","https://openalex.org/W4233085660","https://openalex.org/W2083884112","https://openalex.org/W2006979967","https://openalex.org/W1984983501","https://openalex.org/W3204926555"],"abstract_inverted_index":{"MapReduce":[0,11],"has":[1,13],"become":[2],"a":[3,26,135,140],"popular":[4],"paradigm":[5],"for":[6,59,95,187],"Big":[7],"Data":[8],"processing.":[9],"Each":[10,19],"Application":[12],"two":[14],"phases:":[15],"Map":[16,40,75],"and":[17,105,124,181,217,230,240],"Reduce.":[18],"phase":[20,225],"consist":[21],"of":[22,29,39,46,63,70,80,103,110,157,171,185,208,214,223],"several":[23],"tasks":[24,41,65,76,89,173],"in":[25,49],"defaulted":[27],"sequence":[28],"processes.":[30],"It":[31,152],"is":[32,55],"common":[33],"place":[34],"to":[35,43,100,143,159,162,212,227],"determine":[36],"the":[37,44,50,61,68,78,84,87,91,145,155,169,176,182,206,220],"number":[38,45,62,170],"equal":[42],"data":[47,72,92,150],"blocks":[48],"input":[51],"data.":[52],"However,":[53],"there":[54],"no":[56],"specific":[57],"rule":[58],"determining":[60],"Reduce":[64,88,164,172,188,224],"based":[66,174],"on":[67,175],"amount":[69,156],"intermediate":[71,149],"generated":[73],"by":[74],"or":[77,113],"specifications":[79],"machines":[81],"that":[82,197],"execute":[83],"tasks.":[85],"Since":[86],"bring":[90],"into":[93],"memory":[94,111,158,186,215],"processing,":[96],"this":[97,117,122,131],"may":[98],"lead":[99],"inefficient":[101],"execution":[102,221],"application":[104,107,146,209],"even":[106],"failure":[108,210],"because":[109],"shortage":[112],"temporary":[114],"consumption.":[115],"In":[116],"work,":[118],"we":[119,133],"first":[120,153],"evaluate":[121],"challenge":[123],"show":[125],"its":[126],"problematic":[127],"significance.":[128],"To":[129],"address":[130],"challenge,":[132],"propose":[134],"Mnemonic":[136,138],"approach.":[137],"leverages":[139],"profiling":[141,180],"mechanism":[142],"detect":[144],"behavior":[147],"regarding":[148],"generation.":[151],"decides":[154],"be":[160],"dedicated":[161],"each":[163],"slot.":[165],"Then":[166],"it":[167],"determines":[168],"gathered":[177],"information":[178],"through":[179],"decided":[183],"size":[184],"slots.":[189],"Experimental":[190],"results":[191],"using":[192],"PUMA":[193],"benchmark":[194],"suit":[195],"indicates":[196],"our":[198],"proposed":[199],"memory-aware":[200],"approach":[201],"can":[202],"1)":[203],"completely":[204],"remove":[205],"likelihood":[207],"due":[211],"out":[213],"error":[216],"2)":[218],"decrease":[219],"time":[222],"up":[226],"58.27,":[228],"79.36,":[229],"88.79":[231],"percent":[232],"compared":[233],"with":[234],"Memory":[235],"Oblivious,":[236],"Fine":[237,241],"Grain":[238,242],"1,":[239],"2":[243],"approaches,":[244],"respectively.":[245]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":5},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
