{"id":"https://openalex.org/W1992752524","doi":"https://doi.org/10.1109/bigdata.2013.6691693","title":"Memory system characterization of big data workloads","display_name":"Memory system characterization of big data workloads","publication_year":2013,"publication_date":"2013-10-01","ids":{"openalex":"https://openalex.org/W1992752524","doi":"https://doi.org/10.1109/bigdata.2013.6691693","mag":"1992752524"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata.2013.6691693","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2013.6691693","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE International Conference on Big Data","raw_type":"proceedings-article"},"type":"conference-paper","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/A5023543743","display_name":"Martin Dimitrov","orcid":"https://orcid.org/0000-0003-0525-5195"},"institutions":[{"id":"https://openalex.org/I4210158342","display_name":"Intel (United Kingdom)","ror":"https://ror.org/058cxws58","country_code":"GB","type":"company","lineage":["https://openalex.org/I1343180700","https://openalex.org/I4210158342"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Martin Dimitrov","raw_affiliation_strings":["Sojiware and Services Group","Software and Services Group Intel Corporation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sojiware and Services Group","institution_ids":[]},{"raw_affiliation_string":"Software and Services Group Intel Corporation","institution_ids":["https://openalex.org/I4210158342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109056787","display_name":"Karthik Kumar","orcid":null},"institutions":[{"id":"https://openalex.org/I4210158342","display_name":"Intel (United Kingdom)","ror":"https://ror.org/058cxws58","country_code":"GB","type":"company","lineage":["https://openalex.org/I1343180700","https://openalex.org/I4210158342"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Karthik Kumar","raw_affiliation_strings":["Sojiware and Services Group","Software and Services Group Intel Corporation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sojiware and Services Group","institution_ids":[]},{"raw_affiliation_string":"Software and Services Group Intel Corporation","institution_ids":["https://openalex.org/I4210158342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108360778","display_name":"P. Lu","orcid":null},"institutions":[{"id":"https://openalex.org/I1343180700","display_name":"Intel (United States)","ror":"https://ror.org/01ek73717","country_code":"US","type":"company","lineage":["https://openalex.org/I1343180700"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Patrick Lu","raw_affiliation_strings":["Datacenter and Connected Systems Group, Intel Corporation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Datacenter and Connected Systems Group, Intel Corporation","institution_ids":["https://openalex.org/I1343180700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050998418","display_name":"Vish Viswanathan","orcid":null},"institutions":[{"id":"https://openalex.org/I1343180700","display_name":"Intel (United States)","ror":"https://ror.org/01ek73717","country_code":"US","type":"company","lineage":["https://openalex.org/I1343180700"]},{"id":"https://openalex.org/I4210158342","display_name":"Intel (United Kingdom)","ror":"https://ror.org/058cxws58","country_code":"GB","type":"company","lineage":["https://openalex.org/I1343180700","https://openalex.org/I4210158342"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Vish Viswanathan","raw_affiliation_strings":["Datacenter and Connected Systems Group, Intel Corporation","Software and Services Group Intel Corporation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Datacenter and Connected Systems Group, Intel Corporation","institution_ids":["https://openalex.org/I1343180700"]},{"raw_affiliation_string":"Software and Services Group Intel Corporation","institution_ids":["https://openalex.org/I4210158342"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010657180","display_name":"Thomas Willhalm","orcid":"https://orcid.org/0000-0001-8505-0936"},"institutions":[{"id":"https://openalex.org/I4210158342","display_name":"Intel (United Kingdom)","ror":"https://ror.org/058cxws58","country_code":"GB","type":"company","lineage":["https://openalex.org/I1343180700","https://openalex.org/I4210158342"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Thomas Willhalm","raw_affiliation_strings":["Sojiware and Services Group","Software and Services Group Intel Corporation"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sojiware and Services Group","institution_ids":[]},{"raw_affiliation_string":"Software and Services Group Intel Corporation","institution_ids":["https://openalex.org/I4210158342"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.1519,"has_fulltext":false,"cited_by_count":32,"citation_normalized_percentile":{"value":0.87339228,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"15","last_page":"22"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T11181","display_name":"Advanced Data Storage Technologies","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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9976000189781189,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7052211165428162},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.565490186214447},{"id":"https://openalex.org/keywords/characterization","display_name":"Characterization (materials science)","score":0.5368054509162903},{"id":"https://openalex.org/keywords/random-access-memory","display_name":"Random access memory","score":0.41855859756469727},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.3371598422527313},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.33301836252212524},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.15718823671340942},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.07632476091384888}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7052211165428162},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.565490186214447},{"id":"https://openalex.org/C2780841128","wikidata":"https://www.wikidata.org/wiki/Q5073781","display_name":"Characterization (materials science)","level":2,"score":0.5368054509162903},{"id":"https://openalex.org/C2994168587","wikidata":"https://www.wikidata.org/wiki/Q5295","display_name":"Random access memory","level":2,"score":0.41855859756469727},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.3371598422527313},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.33301836252212524},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.15718823671340942},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.07632476091384888},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata.2013.6691693","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2013.6691693","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 IEEE International Conference on Big Data","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5600000023841858,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1494137514","https://openalex.org/W1536293959","https://openalex.org/W1949742056","https://openalex.org/W1966764836","https://openalex.org/W1982363918","https://openalex.org/W1984490927","https://openalex.org/W2006848002","https://openalex.org/W2019959197","https://openalex.org/W2020244170","https://openalex.org/W2020733012","https://openalex.org/W2054589004","https://openalex.org/W2062258101","https://openalex.org/W2067005380","https://openalex.org/W2080048189","https://openalex.org/W2104207783","https://openalex.org/W2107782151","https://openalex.org/W2118870365","https://openalex.org/W2125901106","https://openalex.org/W2146245483","https://openalex.org/W2155350341","https://openalex.org/W2179672121","https://openalex.org/W2552081135","https://openalex.org/W2736054604","https://openalex.org/W4235557873","https://openalex.org/W4245810980","https://openalex.org/W4256143806","https://openalex.org/W6640715532","https://openalex.org/W6645684132","https://openalex.org/W6652154395","https://openalex.org/W6682930621","https://openalex.org/W6729817525","https://openalex.org/W6741334615"],"related_works":["https://openalex.org/W4390608645","https://openalex.org/W4247566972","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351","https://openalex.org/W3107994849","https://openalex.org/W4206777497","https://openalex.org/W4233347783","https://openalex.org/W2910064364","https://openalex.org/W4255224757"],"abstract_inverted_index":{"Two":[0],"recent":[1],"trends":[2,61],"that":[3],"have":[4],"emerged":[5],"include":[6],"(1)":[7],"Rapid":[8],"growth":[9],"in":[10],"big":[11,75],"data":[12,76],"technologies":[13,46],"with":[14,43],"new":[15],"types":[16],"of":[17,70],"computing":[18],"models":[19],"to":[20,94,100,119,132],"handle":[21],"unstructured":[22],"data,":[23],"such":[24,105,124],"as":[25,106,125],"map-reduce":[26],"and":[27,39,73,90,102,128,135,141],"noSQL":[28,74],"(2)":[29],"A":[30],"growing":[31],"focus":[32],"on":[33,139],"the":[34,66,88,137],"memory":[35,45,67,79,101,107],"subsystem":[36],"for":[37],"performance":[38],"power":[40],"optimizations,":[41],"particularly":[42],"emerging":[44],"offering":[47],"different":[48],"characteristics":[49],"from":[50],"conventional":[51,122],"DRAM":[52],"(bandwidths,":[53],"read/write":[54],"asymmetries).":[55],"This":[56],"paper":[57],"examines":[58],"how":[59,121],"these":[60,133],"may":[62,130],"intersect":[63],"by":[64],"characterizing":[65],"access":[68],"patterns":[69,93],"various":[71],"Hadoop":[72],"workloads.":[77],"Using":[78],"DIMM":[80],"traces":[81],"collected":[82],"using":[83],"special":[84],"hardware,":[85],"we":[86],"analyze":[87],"spatial":[89],"temporal":[91],"reference":[92],"bring":[95],"out":[96],"several":[97],"insights":[98],"related":[99],"platform":[103],"usages,":[104],"footprints,":[108],"read-write":[109],"ratios,":[110],"bandwidths,":[111],"latencies,":[112],"etc.":[113],"We":[114],"develop":[115],"an":[116],"analysis":[117],"methodology":[118],"understand":[120],"optimizations":[123],"caching,":[126],"prediction,":[127],"prefetching":[129],"apply":[131],"workloads,":[134],"discuss":[136],"implications":[138],"software":[140],"system":[142],"design.":[143]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":10},{"year":2017,"cited_by_count":5},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":7},{"year":2014,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}