{"id":"https://openalex.org/W2911365375","doi":"https://doi.org/10.1109/bigdata.2018.8622362","title":"Serverless Big Data Processing using Matrix Multiplication as Example","display_name":"Serverless Big Data Processing using Matrix Multiplication as Example","publication_year":2018,"publication_date":"2018-12-01","ids":{"openalex":"https://openalex.org/W2911365375","doi":"https://doi.org/10.1109/bigdata.2018.8622362","mag":"2911365375"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata.2018.8622362","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2018.8622362","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 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/A5052239645","display_name":"Sebastian Werner","orcid":"https://orcid.org/0000-0001-8051-7226"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Sebastian Werner","raw_affiliation_strings":["ISE, TU, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ISE, TU, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024739369","display_name":"J\u00f6rn Kuhlenkamp","orcid":null},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jorn Kuhlenkamp","raw_affiliation_strings":["ISE, TU, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ISE, TU, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083873360","display_name":"Markus Klems","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Markus Klems","raw_affiliation_strings":["WeAdvise AG, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"WeAdvise AG, Munich, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108393335","display_name":"J. M\u00fcller","orcid":"https://orcid.org/0000-0003-1273-2412"},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Johannes Muller","raw_affiliation_strings":["TU, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"TU, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112609752","display_name":"Stefan Tai","orcid":null},"institutions":[{"id":"https://openalex.org/I4577782","display_name":"Technische Universit\u00e4t Berlin","ror":"https://ror.org/03v4gjf40","country_code":"DE","type":"education","lineage":["https://openalex.org/I4577782"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefan Tai","raw_affiliation_strings":["ISE, TU, Berlin, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ISE, TU, Berlin, Germany","institution_ids":["https://openalex.org/I4577782"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":11.1054,"has_fulltext":false,"cited_by_count":46,"citation_normalized_percentile":{"value":0.98405308,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"358","last_page":"365"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9991999864578247,"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":0.9991999864578247,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9943000078201294,"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/T10682","display_name":"Quantum Computing Algorithms and Architecture","score":0.991599977016449,"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/scalability","display_name":"Scalability","score":0.8711107969284058},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8263937830924988},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.8170477747917175},{"id":"https://openalex.org/keywords/matrix-multiplication","display_name":"Matrix multiplication","score":0.7341010570526123},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.7005207538604736},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.640616774559021},{"id":"https://openalex.org/keywords/multiplication","display_name":"Multiplication (music)","score":0.5456512570381165},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.44092339277267456},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.36575618386268616},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.24305486679077148}],"concepts":[{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.8711107969284058},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8263937830924988},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.8170477747917175},{"id":"https://openalex.org/C17349429","wikidata":"https://www.wikidata.org/wiki/Q1049914","display_name":"Matrix multiplication","level":3,"score":0.7341010570526123},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7005207538604736},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.640616774559021},{"id":"https://openalex.org/C2780595030","wikidata":"https://www.wikidata.org/wiki/Q3860309","display_name":"Multiplication (music)","level":2,"score":0.5456512570381165},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.44092339277267456},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.36575618386268616},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.24305486679077148},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C84114770","wikidata":"https://www.wikidata.org/wiki/Q46344","display_name":"Quantum","level":2,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata.2018.8622362","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2018.8622362","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6299999952316284,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W2056999868","https://openalex.org/W2112651225","https://openalex.org/W2125457238","https://openalex.org/W2256629785","https://openalex.org/W2405628490","https://openalex.org/W2417800902","https://openalex.org/W2465838301","https://openalex.org/W2591324491","https://openalex.org/W2626970695","https://openalex.org/W2742980741","https://openalex.org/W2751079326","https://openalex.org/W2765507317","https://openalex.org/W2766579252","https://openalex.org/W2809684797","https://openalex.org/W2887739100","https://openalex.org/W2950821735","https://openalex.org/W2962866832","https://openalex.org/W6676669190","https://openalex.org/W6717080717","https://openalex.org/W6739850431","https://openalex.org/W6744016141","https://openalex.org/W7056464119"],"related_works":["https://openalex.org/W3099313426","https://openalex.org/W4287593139","https://openalex.org/W752783541","https://openalex.org/W1506547947","https://openalex.org/W4206811032","https://openalex.org/W2995605830","https://openalex.org/W4239424132","https://openalex.org/W2086123442","https://openalex.org/W2596457687","https://openalex.org/W3212757063"],"abstract_inverted_index":{"Serverless":[0],"computing,":[1],"or":[2],"Function-as-a-Service":[3],"(FaaS),":[4],"is":[5],"emerging":[6],"as":[7,32,66],"a":[8,21,24,40,80],"popular":[9],"alternative":[10],"model":[11],"to":[12,45],"on-demand":[13],"cloud":[14,29,35],"computing.":[15],"Function":[16],"services":[17],"are":[18],"executed":[19],"by":[20],"FaaS":[22],"provider;":[23],"client":[25],"no":[26],"longer":[27],"uses":[28],"infrastructure":[30,108],"directly":[31],"in":[33],"traditional":[34],"consumption.":[36],"Is":[37],"serverless":[38,75,100,114],"computing":[39,115],"feasible":[41],"and":[42,52,87,89,107,125],"beneficial":[43],"approach":[44],"big":[46,76,101],"data":[47,77,102],"processing,":[48],"regarding":[49,123],"performance,":[50],"scalability,":[51],"cost":[53],"effectiveness?":[54],"In":[55],"this":[56,60],"paper,":[57],"we":[58],"explore":[59],"research":[61],"question":[62],"using":[63,85],"matrix":[64,83],"multiplication":[65,84],"example.":[67],"We":[68,97],"define":[69],"requirements":[70],"for":[71,82],"the":[72],"design":[73],"of":[74,94],"applications,":[78],"present":[79],"prototype":[81],"FaaS,":[86],"discuss":[88],"synthesize":[90],"insights":[91],"from":[92],"results":[93],"extensive":[95],"experimentation.":[96],"show":[98],"that":[99],"processing":[103],"can":[104,116],"lower":[105],"operational":[106],"costs":[109],"without":[110],"compromising":[111],"system":[112],"qualities;":[113],"even":[117],"outperform":[118],"cluster-based":[119],"distributed":[120],"compute":[121],"frameworks":[122],"performance":[124],"scalability.":[126]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}