{"id":"https://openalex.org/W2027629826","doi":"https://doi.org/10.1145/2534645.2534654","title":"A framework for an in-depth comparison of scale-up and scale-out","display_name":"A framework for an in-depth comparison of scale-up and scale-out","publication_year":2013,"publication_date":"2013-11-06","ids":{"openalex":"https://openalex.org/W2027629826","doi":"https://doi.org/10.1145/2534645.2534654","mag":"2027629826"},"language":"en","primary_location":{"id":"doi:10.1145/2534645.2534654","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2534645.2534654","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2013 International Workshop on Data-Intensive Scalable Computing Systems","raw_type":"proceedings-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/A5103802766","display_name":"Michael Sevilla","orcid":null},"institutions":[{"id":"https://openalex.org/I185103710","display_name":"University of California, Santa Cruz","ror":"https://ror.org/03s65by71","country_code":"US","type":"education","lineage":["https://openalex.org/I185103710"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Michael Sevilla","raw_affiliation_strings":["University of California, Santa Cruz, CA","University of California, Santa Cruz, CA#TAB#"],"affiliations":[{"raw_affiliation_string":"University of California, Santa Cruz, CA","institution_ids":["https://openalex.org/I185103710"]},{"raw_affiliation_string":"University of California, Santa Cruz, CA#TAB#","institution_ids":["https://openalex.org/I185103710"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053190674","display_name":"Ike Nassi","orcid":"https://orcid.org/0000-0002-7193-8106"},"institutions":[{"id":"https://openalex.org/I185103710","display_name":"University of California, Santa Cruz","ror":"https://ror.org/03s65by71","country_code":"US","type":"education","lineage":["https://openalex.org/I185103710"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ike Nassi","raw_affiliation_strings":["University of California, Santa Cruz, CA","University of California, Santa Cruz, CA#TAB#"],"affiliations":[{"raw_affiliation_string":"University of California, Santa Cruz, CA","institution_ids":["https://openalex.org/I185103710"]},{"raw_affiliation_string":"University of California, Santa Cruz, CA#TAB#","institution_ids":["https://openalex.org/I185103710"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038142845","display_name":"Kleoni Ioannidou","orcid":null},"institutions":[{"id":"https://openalex.org/I185103710","display_name":"University of California, Santa Cruz","ror":"https://ror.org/03s65by71","country_code":"US","type":"education","lineage":["https://openalex.org/I185103710"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kleoni Ioannidou","raw_affiliation_strings":["University of California, Santa Cruz, CA","University of California, Santa Cruz, CA#TAB#"],"affiliations":[{"raw_affiliation_string":"University of California, Santa Cruz, CA","institution_ids":["https://openalex.org/I185103710"]},{"raw_affiliation_string":"University of California, Santa Cruz, CA#TAB#","institution_ids":["https://openalex.org/I185103710"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001788317","display_name":"Scott Brandt","orcid":null},"institutions":[{"id":"https://openalex.org/I185103710","display_name":"University of California, Santa Cruz","ror":"https://ror.org/03s65by71","country_code":"US","type":"education","lineage":["https://openalex.org/I185103710"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Scott Brandt","raw_affiliation_strings":["University of California, Santa Cruz, CA","University of California, Santa Cruz, CA#TAB#"],"affiliations":[{"raw_affiliation_string":"University of California, Santa Cruz, CA","institution_ids":["https://openalex.org/I185103710"]},{"raw_affiliation_string":"University of California, Santa Cruz, CA#TAB#","institution_ids":["https://openalex.org/I185103710"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062340291","display_name":"Carlos Maltzahn","orcid":"https://orcid.org/0000-0001-8305-0748"},"institutions":[{"id":"https://openalex.org/I185103710","display_name":"University of California, Santa Cruz","ror":"https://ror.org/03s65by71","country_code":"US","type":"education","lineage":["https://openalex.org/I185103710"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Carlos Maltzahn","raw_affiliation_strings":["University of California, Santa Cruz, CA","University of California, Santa Cruz, CA#TAB#"],"affiliations":[{"raw_affiliation_string":"University of California, Santa Cruz, CA","institution_ids":["https://openalex.org/I185103710"]},{"raw_affiliation_string":"University of California, Santa Cruz, CA#TAB#","institution_ids":["https://openalex.org/I185103710"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5103802766"],"corresponding_institution_ids":["https://openalex.org/I185103710"],"apc_list":null,"apc_paid":null,"fwci":5.7679,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.95740419,"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":"13","last_page":"18"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9987000226974487,"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":0.9987000226974487,"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":0.9975000023841858,"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":0.9968000054359436,"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":0.7942948937416077},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.7294260263442993},{"id":"https://openalex.org/keywords/workload","display_name":"Workload","score":0.6355540752410889},{"id":"https://openalex.org/keywords/sort","display_name":"sort","score":0.620732307434082},{"id":"https://openalex.org/keywords/scaling","display_name":"Scaling","score":0.5245804190635681},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.46521854400634766},{"id":"https://openalex.org/keywords/sensitivity","display_name":"Sensitivity (control systems)","score":0.4313640594482422},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4287794232368469},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.36334747076034546},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.19256386160850525},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.12780091166496277},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08137011528015137}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7942948937416077},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.7294260263442993},{"id":"https://openalex.org/C2778476105","wikidata":"https://www.wikidata.org/wiki/Q628539","display_name":"Workload","level":2,"score":0.6355540752410889},{"id":"https://openalex.org/C88548561","wikidata":"https://www.wikidata.org/wiki/Q347599","display_name":"sort","level":2,"score":0.620732307434082},{"id":"https://openalex.org/C99844830","wikidata":"https://www.wikidata.org/wiki/Q102441924","display_name":"Scaling","level":2,"score":0.5245804190635681},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.46521854400634766},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.4313640594482422},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4287794232368469},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.36334747076034546},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.19256386160850525},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.12780091166496277},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08137011528015137},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2534645.2534654","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2534645.2534654","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2013 International Workshop on Data-Intensive Scalable Computing Systems","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.4300000071525574}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W104692656","https://openalex.org/W1999984505","https://openalex.org/W2104237323","https://openalex.org/W2104332750","https://openalex.org/W2104644701","https://openalex.org/W2122950698","https://openalex.org/W2132468911","https://openalex.org/W2139244298","https://openalex.org/W2141249441","https://openalex.org/W2155072926","https://openalex.org/W2170833472","https://openalex.org/W2173213060","https://openalex.org/W4300102634"],"related_works":["https://openalex.org/W2000785801","https://openalex.org/W986318368","https://openalex.org/W2384410913","https://openalex.org/W2352878646","https://openalex.org/W2004734601","https://openalex.org/W2130149817","https://openalex.org/W2990194547","https://openalex.org/W1480123525","https://openalex.org/W2620865396","https://openalex.org/W2414054180"],"abstract_inverted_index":{"When":[0],"data":[1],"grows":[2],"too":[3],"large,":[4],"we":[5,60,98],"scale":[6],"to":[7,54],"larger":[8],"systems,":[9],"either":[10],"by":[11,80],"scaling":[12],"out":[13],"or":[14],"up.":[15],"It":[16],"is":[17,36],"understood":[18],"that":[19,69,135],"scale-out":[20,93],"and":[21,26,51,76,84,97,104,116,130,139],"scale-up":[22,96],"have":[23],"different":[24,48],"complexities":[25],"bottlenecks":[27],"but":[28],"a":[29,62,133],"thorough":[30],"comparison":[31,64],"of":[32,39,42,88,106],"the":[33,40,72,100,121,141],"two":[34,110],"architectures":[35,138],"challenging":[37],"because":[38],"diversity":[41],"their":[43,46,52],"programming":[44],"interfaces,":[45],"significantly":[47],"system":[49,134],"environments,":[50],"sensitivity":[53],"workload":[55],"specifics.":[56],"In":[57],"this":[58,89],"paper,":[59],"propose":[61],"novel":[63],"framework":[65,90],"based":[66],"on":[67,95],"MapReduce":[68],"accounts":[70],"for":[71,109,123],"application,":[73],"its":[74,77],"requirements,":[75],"input":[78],"size":[79],"considering":[81],"input,":[82],"software,":[83],"hardware":[85],"parameters.":[86],"Part":[87],"requires":[91],"implementing":[92],"properties":[94,108],"discuss":[99],"complex":[101],"trade-offs,":[102],"interactions,":[103],"dependencies":[105],"these":[107],"specific":[111],"case":[112],"studies":[113],"(word":[114],"count":[115],"sort).":[117],"This":[118],"work":[119,125],"lays":[120],"foundation":[122],"future":[124],"in":[126,131],"quantifying":[127],"design":[128],"decisions":[129],"building":[132],"automatically":[136],"compares":[137],"selects":[140],"best":[142],"one.":[143]},"counts_by_year":[{"year":2020,"cited_by_count":1},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
