{"id":"https://openalex.org/W2557830883","doi":"https://doi.org/10.1145/3006299.3006319","title":"Node architecture implications for in-memory data analytics on scale-in clusters","display_name":"Node architecture implications for in-memory data analytics on scale-in clusters","publication_year":2016,"publication_date":"2016-12-01","ids":{"openalex":"https://openalex.org/W2557830883","doi":"https://doi.org/10.1145/3006299.3006319","mag":"2557830883"},"language":"en","primary_location":{"id":"doi:10.1145/3006299.3006319","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3006299.3006319","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd IEEE/ACM International Conference on Big Data Computing, Applications and Technologies","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/2117/99705","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059544794","display_name":"Ahsan Javed Awan","orcid":"https://orcid.org/0000-0002-7510-6286"},"institutions":[{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["SE"],"is_corresponding":true,"raw_author_name":"Ahsan Javed Awan","raw_affiliation_strings":["KTH Royal Institute of Technology"],"affiliations":[{"raw_affiliation_string":"KTH Royal Institute of Technology","institution_ids":["https://openalex.org/I86987016"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042422836","display_name":"Vladimir Vlassov","orcid":"https://orcid.org/0000-0002-6779-7435"},"institutions":[{"id":"https://openalex.org/I86987016","display_name":"KTH Royal Institute of Technology","ror":"https://ror.org/026vcq606","country_code":"SE","type":"education","lineage":["https://openalex.org/I86987016"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Vladimir Vlassov","raw_affiliation_strings":["KTH Royal Institute of Technology"],"affiliations":[{"raw_affiliation_string":"KTH Royal Institute of Technology","institution_ids":["https://openalex.org/I86987016"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086671201","display_name":"Mats Brorsson","orcid":"https://orcid.org/0000-0002-9637-2065"},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Mats Brorsson","raw_affiliation_strings":["University of Catalunya(UPC)"],"affiliations":[{"raw_affiliation_string":"University of Catalunya(UPC)","institution_ids":["https://openalex.org/I9617848"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075755125","display_name":"Eduard Ayguad\u00e9","orcid":"https://orcid.org/0000-0002-5146-103X"},"institutions":[{"id":"https://openalex.org/I9617848","display_name":"Universitat Polit\u00e8cnica de Catalunya","ror":"https://ror.org/03mb6wj31","country_code":"ES","type":"education","lineage":["https://openalex.org/I9617848"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Eduard Ayguade","raw_affiliation_strings":["University of Catalunya(UPC)"],"affiliations":[{"raw_affiliation_string":"University of Catalunya(UPC)","institution_ids":["https://openalex.org/I9617848"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5059544794"],"corresponding_institution_ids":["https://openalex.org/I86987016"],"apc_list":null,"apc_paid":null,"fwci":5.5239,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.96012366,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"237","last_page":"246"},"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.9970999956130981,"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9905999898910522,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8327935338020325},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.6172246932983398},{"id":"https://openalex.org/keywords/executor","display_name":"Executor","score":0.6065781116485596},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6032648682594299},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5794931054115295},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.507028341293335},{"id":"https://openalex.org/keywords/speedup","display_name":"Speedup","score":0.4952355921268463},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.464816153049469},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.4345669746398926},{"id":"https://openalex.org/keywords/memory-management","display_name":"Memory management","score":0.41087332367897034},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.30168741941452026},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.12699511647224426},{"id":"https://openalex.org/keywords/semiconductor-memory","display_name":"Semiconductor memory","score":0.11812910437583923}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8327935338020325},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.6172246932983398},{"id":"https://openalex.org/C180591056","wikidata":"https://www.wikidata.org/wiki/Q654437","display_name":"Executor","level":2,"score":0.6065781116485596},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6032648682594299},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5794931054115295},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.507028341293335},{"id":"https://openalex.org/C68339613","wikidata":"https://www.wikidata.org/wiki/Q1549489","display_name":"Speedup","level":2,"score":0.4952355921268463},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.464816153049469},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.4345669746398926},{"id":"https://openalex.org/C176649486","wikidata":"https://www.wikidata.org/wiki/Q2308807","display_name":"Memory management","level":3,"score":0.41087332367897034},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.30168741941452026},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.12699511647224426},{"id":"https://openalex.org/C98986596","wikidata":"https://www.wikidata.org/wiki/Q1143031","display_name":"Semiconductor memory","level":2,"score":0.11812910437583923},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3006299.3006319","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3006299.3006319","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd IEEE/ACM International Conference on Big Data Computing, Applications and Technologies","raw_type":"proceedings-article"},{"id":"pmh:oai:recercat.cat:2072/272201","is_oa":true,"landing_page_url":"http://hdl.handle.net/2117/99705","pdf_url":null,"source":{"id":"https://openalex.org/S4306402147","display_name":"RECERCAT (Consorci de Serveis Universitaris de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210090028","host_organization_name":"Consorci de Serveis Universitaris de Catalunya","host_organization_lineage":["https://openalex.org/I4210090028"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"pmh:oai:recercat.cat:2072/272201","is_oa":true,"landing_page_url":"http://hdl.handle.net/2117/99705","pdf_url":null,"source":{"id":"https://openalex.org/S4306402147","display_name":"RECERCAT (Consorci de Serveis Universitaris de Catalunya)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210090028","host_organization_name":"Consorci de Serveis Universitaris de Catalunya","host_organization_lineage":["https://openalex.org/I4210090028"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[{"score":0.550000011920929,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321505","display_name":"Generalitat de Catalunya","ror":"https://ror.org/01bg62x04"},{"id":"https://openalex.org/F4320334680","display_name":"Education, Audiovisual and Culture Executive Agency","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320335551","display_name":"Erasmus+","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1544148736","https://openalex.org/W1902764931","https://openalex.org/W1955594754","https://openalex.org/W1969923711","https://openalex.org/W1991452291","https://openalex.org/W2008441771","https://openalex.org/W2013062050","https://openalex.org/W2033031014","https://openalex.org/W2036895660","https://openalex.org/W2046041890","https://openalex.org/W2074410942","https://openalex.org/W2089786149","https://openalex.org/W2103460560","https://openalex.org/W2119407198","https://openalex.org/W2131975293","https://openalex.org/W2141181087","https://openalex.org/W2141249441","https://openalex.org/W2150478767","https://openalex.org/W2155072926","https://openalex.org/W2219192701","https://openalex.org/W2415420807","https://openalex.org/W2950089854","https://openalex.org/W3098310942","https://openalex.org/W3104065274","https://openalex.org/W3106063644","https://openalex.org/W4229976825","https://openalex.org/W6604447124","https://openalex.org/W6878643238"],"related_works":["https://openalex.org/W3132876088","https://openalex.org/W4237320244","https://openalex.org/W3107299409","https://openalex.org/W3044912482","https://openalex.org/W3015007115","https://openalex.org/W2603352950","https://openalex.org/W4241425178","https://openalex.org/W4246956338","https://openalex.org/W2942295204","https://openalex.org/W2792915651"],"abstract_inverted_index":{"While":[0],"cluster":[1],"computing":[2],"frameworks":[3],"are":[4],"continuously":[5],"evolving":[6],"to":[7,17,35,98,127,145],"provide":[8,143],"real-time":[9],"data":[10,24,38,55,76,102],"analysis":[11],"capabilities,":[12],"Apache":[13,79],"Spark":[14,41,80],"has":[15],"managed":[16],"be":[18],"at":[19,132],"the":[20,43,49,64,109,122],"forefront":[21],"of":[22,53,66,74],"big":[23,37],"analytics.":[25],"Recent":[26],"studies":[27],"propose":[28],"scale-in":[29],"clusters":[30],"with":[31,40,78],"in-storage":[32],"processing":[33],"devices":[34],"process":[36],"analytics":[39,56,77],"However":[42],"proposal":[44],"is":[45,95,135],"based":[46],"solely":[47],"on":[48,63,81,104,113],"memory":[50],"bandwidth":[51],"characterization":[52],"in-memory":[54,75],"and":[57,69,137],"also":[58],"does":[59],"not":[60],"shed":[61],"light":[62],"specification":[65],"host":[67],"CPU":[68],"memory.":[70],"Through":[71],"empirical":[72],"evaluation":[73],"an":[82],"Ivy":[83],"Bridge":[84],"dual":[85],"socket":[86],"server,":[87],"we":[88],"have":[89],"found":[90],"that":[91],"(i)":[92],"simultaneous":[93],"multi-threading":[94],"effective":[96],"up":[97,126,144],"6":[99],"cores":[100],"(ii)":[101],"locality":[103],"NUMA":[105],"nodes":[106],"can":[107,120,142],"improve":[108],"performance":[110],"by":[111,125],"10%":[112],"average,":[114],"(iii)":[115],"disabling":[116],"next-line":[117],"L1-D":[118],"prefetchers":[119],"reduce":[121],"execution":[123],"time":[124],"14%,":[128],"(iv)":[129],"DDR3":[130],"operating":[131],"1333":[133],"MT/s":[134],"sufficient":[136],"(v)":[138],"multiple":[139],"small":[140],"executors":[141],"36%":[146],"speedup":[147],"over":[148],"single":[149],"large":[150],"executor.":[151]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":3}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}