{"id":"https://openalex.org/W2995806598","doi":"https://doi.org/10.1109/bigdata47090.2019.9006139","title":"Investigating Edge vs. Cloud Computing Trade-offs for Stream Processing","display_name":"Investigating Edge vs. Cloud Computing Trade-offs for Stream Processing","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W2995806598","doi":"https://doi.org/10.1109/bigdata47090.2019.9006139","mag":"2995806598"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata47090.2019.9006139","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata47090.2019.9006139","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Big Data (Big Data)","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/A5100363283","display_name":"Pedro Silva","orcid":"https://orcid.org/0000-0001-9761-6933"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2802519937","display_name":"Institut de Recherche en Informatique et Syst\u00e8mes Al\u00e9atoires","ror":"https://ror.org/00myn0z94","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I205703379","https://openalex.org/I2802204017","https://openalex.org/I2802519937","https://openalex.org/I28221208","https://openalex.org/I4210127572","https://openalex.org/I4210159245","https://openalex.org/I56067802"]},{"id":"https://openalex.org/I28221208","display_name":"Institut National des Sciences Appliqu\u00e9es de Rennes","ror":"https://ror.org/04xaa4j22","country_code":"FR","type":"education","lineage":["https://openalex.org/I28221208"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Pedro Silva","raw_affiliation_strings":["CNRS, IRISA, Univ Rennes, Inria, Rennes, France","KerData - Scalable Storage for Clouds and Beyond (Campus de Beaulieu 35042 Rennes cedex - France)","INSA Rennes - Institut National des Sciences Appliqu\u00e9es - Rennes (20, avenue des Buttes de Co\u00ebsmes - CS 70839 - 35708 Rennes cedex 7 - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNRS, IRISA, Univ Rennes, Inria, Rennes, France","institution_ids":["https://openalex.org/I2802519937","https://openalex.org/I56067802","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"KerData - Scalable Storage for Clouds and Beyond (Campus de Beaulieu 35042 Rennes cedex - France)","institution_ids":[]},{"raw_affiliation_string":"INSA Rennes - Institut National des Sciences Appliqu\u00e9es - Rennes (20, avenue des Buttes de Co\u00ebsmes - CS 70839 - 35708 Rennes cedex 7 - France)","institution_ids":["https://openalex.org/I28221208"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086689035","display_name":"Alexandru Costan","orcid":"https://orcid.org/0000-0003-3111-6308"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2802519937","display_name":"Institut de Recherche en Informatique et Syst\u00e8mes Al\u00e9atoires","ror":"https://ror.org/00myn0z94","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I205703379","https://openalex.org/I2802204017","https://openalex.org/I2802519937","https://openalex.org/I28221208","https://openalex.org/I4210127572","https://openalex.org/I4210159245","https://openalex.org/I56067802"]},{"id":"https://openalex.org/I28221208","display_name":"Institut National des Sciences Appliqu\u00e9es de Rennes","ror":"https://ror.org/04xaa4j22","country_code":"FR","type":"education","lineage":["https://openalex.org/I28221208"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Alexandru Costan","raw_affiliation_strings":["CNRS, IRISA, Univ Rennes, Inria, Rennes, France","INSA Rennes - Institut National des Sciences Appliqu\u00e9es - Rennes (20, avenue des Buttes de Co\u00ebsmes - CS 70839 - 35708 Rennes cedex 7 - France)","KerData - Scalable Storage for Clouds and Beyond (Campus de Beaulieu 35042 Rennes cedex - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNRS, IRISA, Univ Rennes, Inria, Rennes, France","institution_ids":["https://openalex.org/I2802519937","https://openalex.org/I56067802","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"INSA Rennes - Institut National des Sciences Appliqu\u00e9es - Rennes (20, avenue des Buttes de Co\u00ebsmes - CS 70839 - 35708 Rennes cedex 7 - France)","institution_ids":["https://openalex.org/I28221208"]},{"raw_affiliation_string":"KerData - Scalable Storage for Clouds and Beyond (Campus de Beaulieu 35042 Rennes cedex - France)","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077818565","display_name":"Gabriel Antoniu","orcid":"https://orcid.org/0000-0001-6525-3736"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I2802519937","display_name":"Institut de Recherche en Informatique et Syst\u00e8mes Al\u00e9atoires","ror":"https://ror.org/00myn0z94","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I205703379","https://openalex.org/I2802204017","https://openalex.org/I2802519937","https://openalex.org/I28221208","https://openalex.org/I4210127572","https://openalex.org/I4210159245","https://openalex.org/I56067802"]},{"id":"https://openalex.org/I56067802","display_name":"Universit\u00e9 de Rennes","ror":"https://ror.org/015m7wh34","country_code":"FR","type":"education","lineage":["https://openalex.org/I56067802"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Gabriel Antoniu","raw_affiliation_strings":["CNRS, IRISA, Univ Rennes, Inria, Rennes, France","KerData - Scalable Storage for Clouds and Beyond (Campus de Beaulieu 35042 Rennes cedex - France)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNRS, IRISA, Univ Rennes, Inria, Rennes, France","institution_ids":["https://openalex.org/I2802519937","https://openalex.org/I56067802","https://openalex.org/I1294671590"]},{"raw_affiliation_string":"KerData - Scalable Storage for Clouds and Beyond (Campus de Beaulieu 35042 Rennes cedex - France)","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.0654,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.80224684,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"469","last_page":"474"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9997000098228455,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9997000098228455,"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":0.9987000226974487,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9868999719619751,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/cloud-computing","display_name":"Cloud computing","score":0.9240320920944214},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.809609591960907},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6954250931739807},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.6391892433166504},{"id":"https://openalex.org/keywords/stream-processing","display_name":"Stream processing","score":0.6165176630020142},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5652879476547241},{"id":"https://openalex.org/keywords/data-processing","display_name":"Data processing","score":0.5357348918914795},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4690801501274109},{"id":"https://openalex.org/keywords/cloud-testing","display_name":"Cloud testing","score":0.4364902079105377},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.432706356048584},{"id":"https://openalex.org/keywords/cloud-computing-security","display_name":"Cloud computing security","score":0.21931269764900208},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.21805882453918457},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.12255406379699707},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.12204119563102722}],"concepts":[{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.9240320920944214},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.809609591960907},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6954250931739807},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.6391892433166504},{"id":"https://openalex.org/C107027933","wikidata":"https://www.wikidata.org/wiki/Q2006448","display_name":"Stream processing","level":2,"score":0.6165176630020142},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5652879476547241},{"id":"https://openalex.org/C138827492","wikidata":"https://www.wikidata.org/wiki/Q6661985","display_name":"Data processing","level":2,"score":0.5357348918914795},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4690801501274109},{"id":"https://openalex.org/C120115606","wikidata":"https://www.wikidata.org/wiki/Q5135723","display_name":"Cloud testing","level":4,"score":0.4364902079105377},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.432706356048584},{"id":"https://openalex.org/C184842701","wikidata":"https://www.wikidata.org/wiki/Q370563","display_name":"Cloud computing security","level":3,"score":0.21931269764900208},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.21805882453918457},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.12255406379699707},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.12204119563102722}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/bigdata47090.2019.9006139","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata47090.2019.9006139","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-02415684v1","is_oa":false,"landing_page_url":"https://hal.science/hal-02415684","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BigData 2019 - IEEE International Conference on Big Data, Dec 2019, Los Angeles, United States. ⟨10.1109/bigdata47090.2019.9006139⟩","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6499999761581421,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G2833818683","display_name":"Workflow Data Management as a Service for Multi-Site Applications","funder_award_id":"ANR-15-CE25-0003","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"}],"funders":[{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1826290430","https://openalex.org/W2005380621","https://openalex.org/W2100538831","https://openalex.org/W2162616721","https://openalex.org/W2205813773","https://openalex.org/W2339820486","https://openalex.org/W2416799949","https://openalex.org/W2486439025","https://openalex.org/W2498111289","https://openalex.org/W2514057678","https://openalex.org/W2515329741","https://openalex.org/W2529539831","https://openalex.org/W2568772110","https://openalex.org/W2604853461","https://openalex.org/W2804461409","https://openalex.org/W2913905979","https://openalex.org/W2963610322","https://openalex.org/W6929258594"],"related_works":["https://openalex.org/W2971894545","https://openalex.org/W4322761281","https://openalex.org/W4238233472","https://openalex.org/W3111395152","https://openalex.org/W4313526662","https://openalex.org/W2367055447","https://openalex.org/W4313463218","https://openalex.org/W4312996489","https://openalex.org/W3106131444","https://openalex.org/W2893963003"],"abstract_inverted_index":{"The":[0],"recent":[1],"spectacular":[2],"rise":[3],"of":[4,7,13,20,73,129,137],"the":[5,10,14,18,38,71,81,87,132,135,140],"Internet":[6],"Things":[8],"and":[9,99,114,154],"associated":[11],"augmentation":[12],"data":[15,39,82],"deluge":[16],"motivated":[17],"emergence":[19],"Edge":[21],"computing":[22],"as":[23],"a":[24,60,92,127],"means":[25],"to":[26,37,43,48,80,94],"distribute":[27,49],"processing":[28,34,50,109,120],"from":[29,145],"centralized":[30],"Clouds":[31],"towards":[32],"decentralized":[33],"units":[35],"close":[36],"sources.":[40],"This":[41,89],"led":[42],"new":[44],"challenges":[45],"in":[46,86],"ways":[47],"across":[51],"Cloud-based,":[52],"Edge-based":[53],"or":[54],"hybrid":[55,115,146],"Cloud/Edge-based":[56],"infrastructures.":[57],"In":[58],"particular,":[59],"major":[61],"question":[62],"is:":[63],"how":[64],"much":[65],"can":[66],"one":[67],"improve":[68],"(or":[69],"degrade)":[70],"performance":[72,97,153],"an":[74],"application":[75],"by":[76],"performing":[77],"computation":[78],"closer":[79],"sources":[83],"rather":[84],"than":[85],"Cloud?":[88],"paper":[90],"proposes":[91],"methodology":[93],"understand":[95],"such":[96],"trade-offs":[98],"illustrates":[100],"it":[101],"through":[102],"experimental":[103],"evaluation":[104],"with":[105],"two":[106],"real-life":[107],"stream":[108],"use-cases":[110],"executed":[111],"on":[112],"fully-Cloud":[113],"Cloud-Edge":[116],"testbeds":[117],"using":[118],"state-of-the-art":[119],"engines":[121],"for":[122,131],"each":[123,138],"environment.":[124],"We":[125],"derive":[126],"set":[128],"take-aways":[130],"community,":[133],"highlighting":[134],"limitations":[136],"environment,":[139],"scenarios":[141],"that":[142],"could":[143],"benefit":[144],"Edge-Cloud":[147],"deployments,":[148],"what":[149],"relevant":[150],"parameters":[151],"impact":[152],"how.":[155]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":2}],"updated_date":"2026-07-02T09:51:11.867554","created_date":"2025-10-10T00:00:00"}