{"id":"https://openalex.org/W2964097655","doi":"https://doi.org/10.1145/3127479.3134762","title":"Sparkle","display_name":"Sparkle","publication_year":2017,"publication_date":"2017-09-24","ids":{"openalex":"https://openalex.org/W2964097655","doi":"https://doi.org/10.1145/3127479.3134762","mag":"2964097655"},"language":"en","primary_location":{"id":"doi:10.1145/3127479.3134762","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3127479.3134762","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2017 Symposium on Cloud Computing","raw_type":"proceedings-article"},"type":"conference-abstract","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/A5100770931","display_name":"Mijung Kim","orcid":"https://orcid.org/0000-0003-3995-5384"},"institutions":[{"id":"https://openalex.org/I1324840837","display_name":"Hewlett-Packard (United States)","ror":"https://ror.org/059rn9488","country_code":"US","type":"company","lineage":["https://openalex.org/I1324840837"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mijung Kim","raw_affiliation_strings":["Hewlett Packard Labs"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hewlett Packard Labs","institution_ids":["https://openalex.org/I1324840837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100361690","display_name":"Jun Li","orcid":"https://orcid.org/0000-0001-8266-7463"},"institutions":[{"id":"https://openalex.org/I1321826891","display_name":"eBay (Ireland)","ror":"https://ror.org/02b00s810","country_code":"IE","type":"company","lineage":["https://openalex.org/I1321826891","https://openalex.org/I4210150719"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Jun Li","raw_affiliation_strings":["Ebay","eBay#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ebay","institution_ids":["https://openalex.org/I1321826891"]},{"raw_affiliation_string":"eBay#TAB#","institution_ids":["https://openalex.org/I1321826891"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037131742","display_name":"Haris Volos","orcid":"https://orcid.org/0000-0002-3777-0012"},"institutions":[{"id":"https://openalex.org/I1324840837","display_name":"Hewlett-Packard (United States)","ror":"https://ror.org/059rn9488","country_code":"US","type":"company","lineage":["https://openalex.org/I1324840837"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Haris Volos","raw_affiliation_strings":["Hewlett Packard Labs"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hewlett Packard Labs","institution_ids":["https://openalex.org/I1324840837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110271214","display_name":"Manish Marwah","orcid":null},"institutions":[{"id":"https://openalex.org/I1324840837","display_name":"Hewlett-Packard (United States)","ror":"https://ror.org/059rn9488","country_code":"US","type":"company","lineage":["https://openalex.org/I1324840837"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Manish Marwah","raw_affiliation_strings":["Hewlett Packard Labs"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hewlett Packard Labs","institution_ids":["https://openalex.org/I1324840837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077019468","display_name":"Alexander Ulanov","orcid":"https://orcid.org/0000-0003-1097-7619"},"institutions":[{"id":"https://openalex.org/I2252078561","display_name":"Meta (Israel)","ror":"https://ror.org/02388em19","country_code":"IL","type":"company","lineage":["https://openalex.org/I2252078561","https://openalex.org/I4210114444"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Alexander Ulanov","raw_affiliation_strings":["Facebook"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Facebook","institution_ids":["https://openalex.org/I2252078561"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053422735","display_name":"Kimberly Keeton","orcid":"https://orcid.org/0000-0003-2426-8872"},"institutions":[{"id":"https://openalex.org/I1324840837","display_name":"Hewlett-Packard (United States)","ror":"https://ror.org/059rn9488","country_code":"US","type":"company","lineage":["https://openalex.org/I1324840837"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kimberly Keeton","raw_affiliation_strings":["Hewlett Packard Labs"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hewlett Packard Labs","institution_ids":["https://openalex.org/I1324840837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023021993","display_name":"Joseph Tucek","orcid":null},"institutions":[{"id":"https://openalex.org/I1311688040","display_name":"Amazon (United States)","ror":"https://ror.org/04mv4n011","country_code":"US","type":"company","lineage":["https://openalex.org/I1311688040"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joseph Tucek","raw_affiliation_strings":["Amazon Web Services"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Amazon Web Services","institution_ids":["https://openalex.org/I1311688040"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Lucy Cherkasova","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lucy Cherkasova","raw_affiliation_strings":["HyTrust"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"HyTrust","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083415552","display_name":"Le Xu","orcid":"https://orcid.org/0000-0001-5114-1119"},"institutions":[{"id":"https://openalex.org/I2801919071","display_name":"University of Illinois System","ror":"https://ror.org/05e94g991","country_code":"US","type":"education","lineage":["https://openalex.org/I2801919071"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Le Xu","raw_affiliation_strings":["University of Illinois"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Illinois","institution_ids":["https://openalex.org/I2801919071"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5052938558","display_name":"Pradeep Fernando","orcid":null},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pradeep Fernando","raw_affiliation_strings":["Georgia Institute of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology","institution_ids":["https://openalex.org/I130701444"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"656","last_page":"656"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11181","display_name":"Advanced Data Storage Technologies","score":0.9976999759674072,"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"}},"topics":[{"id":"https://openalex.org/T11181","display_name":"Advanced Data Storage Technologies","score":0.9976999759674072,"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":0.9965000152587891,"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9927999973297119,"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/server","display_name":"Server","score":0.817899227142334},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7826095819473267},{"id":"https://openalex.org/keywords/spark","display_name":"SPARK (programming language)","score":0.7256429195404053},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.7209165692329407},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.5804405212402344},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5330328941345215},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.47890961170196533},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4711792767047882},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4630330801010132},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.4359540641307831},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.21265405416488647},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.1981717348098755},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.14590805768966675}],"concepts":[{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.817899227142334},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7826095819473267},{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.7256429195404053},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.7209165692329407},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.5804405212402344},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5330328941345215},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.47890961170196533},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4711792767047882},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4630330801010132},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.4359540641307831},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.21265405416488647},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.1981717348098755},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.14590805768966675},{"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3127479.3134762","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3127479.3134762","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2017 Symposium on Cloud Computing","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3191926225","https://openalex.org/W4226266853","https://openalex.org/W4210252074","https://openalex.org/W3092201768","https://openalex.org/W2796632413","https://openalex.org/W2740083192","https://openalex.org/W2794907032","https://openalex.org/W4255802207","https://openalex.org/W2462007151","https://openalex.org/W2150941767"],"abstract_inverted_index":{"Given":[0],"the":[1,13,48,85],"growing":[2],"availability":[3],"of":[4,16,27,50],"affordable":[5],"scale-up":[6,20,53,81,102],"servers,":[7],"our":[8],"goal":[9],"is":[10],"to":[11,22,34,39,79,100],"bring":[12],"performance":[14],"benefits":[15],"in-memory":[17],"processing":[18],"on":[19],"servers":[21],"an":[23,62],"increasingly":[24],"common":[25],"class":[26],"data":[28,65,72,76],"analytics":[29,66],"applications":[30],"that":[31,43],"process":[32],"small":[33],"medium":[35],"size":[36],"datasets":[37],"(up":[38],"a":[40,51,80,93,97,101],"few":[41],"100GBs)":[42],"can":[44],"easily":[45],"fit":[46],"in":[47,105],"memory":[49,109],"typical":[52],"server":[54],"To":[55],"achieve":[56],"this":[57],"goal,":[58],"we":[59],"leverage":[60],"Spark,":[61],"existing":[63],"memory-centric":[64],"framework":[67],"with":[68],"wide-spread":[69],"adoption":[70],"among":[71],"scientists.":[73],"Bringing":[74],"Spark's":[75],"analytic":[77],"capabilities":[78],"system":[82,103],"requires":[83],"rethinking":[84],"original":[86],"design":[87],"assumptions,":[88],"which,":[89],"although":[90],"effective":[91],"for":[92],"scale-out":[94],"system,":[95],"are":[96],"poor":[98],"match":[99],"resulting":[104],"unnecessary":[106],"communication":[107],"and":[108],"inefficiencies.":[110]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2019-07-30T00:00:00"}
