{"id":"https://openalex.org/W2742637748","doi":"https://doi.org/10.1007/s41019-017-0043-3","title":"Big Data Management: What to Keep from the Past to Face Future Challenges?","display_name":"Big Data Management: What to Keep from the Past to Face Future Challenges?","publication_year":2017,"publication_date":"2017-08-10","ids":{"openalex":"https://openalex.org/W2742637748","doi":"https://doi.org/10.1007/s41019-017-0043-3","mag":"2742637748"},"language":"en","primary_location":{"id":"doi:10.1007/s41019-017-0043-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41019-017-0043-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41019-017-0043-3.pdf","source":{"id":"https://openalex.org/S2486411021","display_name":"Data Science and Engineering","issn_l":"2364-1185","issn":["2364-1185","2364-1541"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Science and Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s41019-017-0043-3.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090848004","display_name":"Genoveva Vargas\u2010Solar","orcid":"https://orcid.org/0000-0001-9545-1821"},"institutions":[{"id":"https://openalex.org/I106785703","display_name":"Institut polytechnique de Grenoble","ror":"https://ror.org/05sbt2524","country_code":"FR","type":"education","lineage":["https://openalex.org/I106785703","https://openalex.org/I899635006"]},{"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/I4210104430","display_name":"Laboratoire d'Informatique de Grenoble","ror":"https://ror.org/01c8rcg82","country_code":"FR","type":"facility","lineage":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I1294671590","https://openalex.org/I1326498283","https://openalex.org/I4210104430","https://openalex.org/I4210159245","https://openalex.org/I899635006","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I4405258663","display_name":"Laboratoire franco-mexicain d'informatique et d'automatique","ror":"https://ror.org/011f68d87","country_code":"MX","type":"facility","lineage":["https://openalex.org/I102516824","https://openalex.org/I106785703","https://openalex.org/I4405258663","https://openalex.org/I69181431","https://openalex.org/I899635006"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]}],"countries":["FR","MX"],"is_corresponding":false,"raw_author_name":"G. Vargas-Solar","raw_affiliation_strings":["Univ. Grenoble Alpes, CNRS, Grenoble INP, LIG, LAFMIA, 38000, Grenoble, France","CNRS - Centre National de la Recherche Scientifique (France)","HADAS - Heterogeneous and Adaptive distributed DAta management Systems (Laboratoire LIG - B\u00e2timent IMAG - 700 avenue Centrale, CS 40700 - 38058 Grenoble cedex 9 - France)","LAFMIA - Laboratoire Franco-Mexicain d'Informatique et d'Automatique (Mexico)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Univ. Grenoble Alpes, CNRS, Grenoble INP, LIG, LAFMIA, 38000, Grenoble, France","institution_ids":["https://openalex.org/I106785703","https://openalex.org/I1294671590","https://openalex.org/I4210104430","https://openalex.org/I899635006"]},{"raw_affiliation_string":"CNRS - Centre National de la Recherche Scientifique (France)","institution_ids":["https://openalex.org/I1294671590"]},{"raw_affiliation_string":"HADAS - Heterogeneous and Adaptive distributed DAta management Systems (Laboratoire LIG - B\u00e2timent IMAG - 700 avenue Centrale, CS 40700 - 38058 Grenoble cedex 9 - France)","institution_ids":["https://openalex.org/I4210104430"]},{"raw_affiliation_string":"LAFMIA - Laboratoire Franco-Mexicain d'Informatique et d'Automatique (Mexico)","institution_ids":["https://openalex.org/I4405258663"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077069715","display_name":"Jos\u00e9 L Zechinelli-Martini","orcid":null},"institutions":[{"id":"https://openalex.org/I69181431","display_name":"Universidad de las Am\u00e9ricas Puebla","ror":"https://ror.org/01s1km724","country_code":"MX","type":"education","lineage":["https://openalex.org/I69181431"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"J. L. Zechinelli-Martini","raw_affiliation_strings":["Fundaci\u00f3n Universidad de las Am\u00e9ricas, Puebla, Puebla, Mexico","UDLAP - Universidad de las Am\u00e9ricas [Puebla] (Sta. Catarina M\u00e1rtir. Cholula, Puebla. C.P. 72810. M\u00e9xico - Mexico)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fundaci\u00f3n Universidad de las Am\u00e9ricas, Puebla, Puebla, Mexico","institution_ids":["https://openalex.org/I69181431"]},{"raw_affiliation_string":"UDLAP - Universidad de las Am\u00e9ricas [Puebla] (Sta. Catarina M\u00e1rtir. Cholula, Puebla. C.P. 72810. M\u00e9xico - Mexico)","institution_ids":["https://openalex.org/I69181431"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041976807","display_name":"Javier A. Espinosa-Oviedo","orcid":"https://orcid.org/0000-0002-4015-195X"},"institutions":[{"id":"https://openalex.org/I2799803557","display_name":"Barcelona Supercomputing Center","ror":"https://ror.org/05sd8tv96","country_code":"ES","type":"facility","lineage":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]},{"id":"https://openalex.org/I4405258663","display_name":"Laboratoire franco-mexicain d'informatique et d'automatique","ror":"https://ror.org/011f68d87","country_code":"MX","type":"facility","lineage":["https://openalex.org/I102516824","https://openalex.org/I106785703","https://openalex.org/I4405258663","https://openalex.org/I69181431","https://openalex.org/I899635006"]},{"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","MX"],"is_corresponding":true,"raw_author_name":"J. A. Espinosa-Oviedo","raw_affiliation_strings":["Barcelona Supercomputing Center, LAFMIA, Barcelona, Spain","BSC-CNS - Barcelona Supercomputing Center - Centro Nacional de Supercomputacion (Pla\u00e7a d'Eusebi G\u00fcell, 1-3, Les Corts, 08034 Barcelona - Spain)","LAFMIA - Laboratoire Franco-Mexicain d'Informatique et d'Automatique (Mexico)"],"raw_orcid":"https://orcid.org/0000-0002-4015-195X","affiliations":[{"raw_affiliation_string":"Barcelona Supercomputing Center, LAFMIA, Barcelona, Spain","institution_ids":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]},{"raw_affiliation_string":"BSC-CNS - Barcelona Supercomputing Center - Centro Nacional de Supercomputacion (Pla\u00e7a d'Eusebi G\u00fcell, 1-3, Les Corts, 08034 Barcelona - Spain)","institution_ids":["https://openalex.org/I2799803557","https://openalex.org/I9617848"]},{"raw_affiliation_string":"LAFMIA - Laboratoire Franco-Mexicain d'Informatique et d'Automatique (Mexico)","institution_ids":["https://openalex.org/I4405258663"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5041976807"],"corresponding_institution_ids":["https://openalex.org/I2799803557","https://openalex.org/I4405258663","https://openalex.org/I9617848"],"apc_list":{"value":1290,"currency":"USD","value_usd":1290},"apc_paid":{"value":1290,"currency":"USD","value_usd":1290},"fwci":8.8342,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.97658041,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"2","issue":"4","first_page":"328","last_page":"345"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9983999729156494,"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":0.9983999729156494,"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/T10317","display_name":"Advanced Database Systems and Queries","score":0.9966999888420105,"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.9958999752998352,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7798780202865601},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.6361833810806274},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5749787092208862},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5692054629325867},{"id":"https://openalex.org/keywords/data-management","display_name":"Data management","score":0.46881914138793945},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.24122729897499084}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7798780202865601},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.6361833810806274},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5749787092208862},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5692054629325867},{"id":"https://openalex.org/C1668388","wikidata":"https://www.wikidata.org/wiki/Q1149776","display_name":"Data management","level":2,"score":0.46881914138793945},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.24122729897499084},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s41019-017-0043-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41019-017-0043-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41019-017-0043-3.pdf","source":{"id":"https://openalex.org/S2486411021","display_name":"Data Science and Engineering","issn_l":"2364-1185","issn":["2364-1185","2364-1541"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Science and Engineering","raw_type":"journal-article"},{"id":"pmh:oai:HAL:hal-01583807v1","is_oa":true,"landing_page_url":"https://hal.science/hal-01583807","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Data Science and Engineering, 2017, Data Science and Engineering, 25, pp.38 - 38. ⟨10.1007/s41019-017-0043-3⟩","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:8d79b82423a74495b75f2c21da8e7b01","is_oa":false,"landing_page_url":"https://doaj.org/article/8d79b82423a74495b75f2c21da8e7b01","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Data Science and Engineering, Vol 2, Iss 4, Pp 328-345 (2017)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s41019-017-0043-3","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41019-017-0043-3","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41019-017-0043-3.pdf","source":{"id":"https://openalex.org/S2486411021","display_name":"Data Science and Engineering","issn_l":"2364-1185","issn":["2364-1185","2364-1541"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Science and Engineering","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2742637748.pdf","grobid_xml":"https://content.openalex.org/works/W2742637748.grobid-xml"},"referenced_works_count":109,"referenced_works":["https://openalex.org/W110272524","https://openalex.org/W114083770","https://openalex.org/W127062620","https://openalex.org/W135863099","https://openalex.org/W149653300","https://openalex.org/W1493893823","https://openalex.org/W1500490094","https://openalex.org/W1501596615","https://openalex.org/W1515932031","https://openalex.org/W1537448616","https://openalex.org/W1548849615","https://openalex.org/W1554917839","https://openalex.org/W1561190664","https://openalex.org/W1564240089","https://openalex.org/W1571666392","https://openalex.org/W1572116564","https://openalex.org/W1575011129","https://openalex.org/W1581946131","https://openalex.org/W1584754980","https://openalex.org/W1586385255","https://openalex.org/W1591609838","https://openalex.org/W1595977741","https://openalex.org/W1599241092","https://openalex.org/W1602095002","https://openalex.org/W1604269355","https://openalex.org/W1606081416","https://openalex.org/W1638026557","https://openalex.org/W1694233656","https://openalex.org/W1915756673","https://openalex.org/W1974239329","https://openalex.org/W1974508523","https://openalex.org/W1984716838","https://openalex.org/W1985757471","https://openalex.org/W1988199370","https://openalex.org/W1996688634","https://openalex.org/W1997020216","https://openalex.org/W2004206314","https://openalex.org/W2010042648","https://openalex.org/W2017566675","https://openalex.org/W2018385279","https://openalex.org/W2021099863","https://openalex.org/W2022052302","https://openalex.org/W2042737253","https://openalex.org/W2043318789","https://openalex.org/W2046269252","https://openalex.org/W2055999015","https://openalex.org/W2056680579","https://openalex.org/W2057354799","https://openalex.org/W2061178323","https://openalex.org/W2068235152","https://openalex.org/W2072627547","https://openalex.org/W2073151923","https://openalex.org/W2073294440","https://openalex.org/W2074460589","https://openalex.org/W2077843921","https://openalex.org/W2084568010","https://openalex.org/W2087378207","https://openalex.org/W2090624793","https://openalex.org/W2097745829","https://openalex.org/W2098935637","https://openalex.org/W2100830825","https://openalex.org/W2100832228","https://openalex.org/W2101241649","https://openalex.org/W2104806565","https://openalex.org/W2113601246","https://openalex.org/W2113640782","https://openalex.org/W2115606613","https://openalex.org/W2116041724","https://openalex.org/W2116436709","https://openalex.org/W2119400430","https://openalex.org/W2119565742","https://openalex.org/W2120533455","https://openalex.org/W2121810937","https://openalex.org/W2123975697","https://openalex.org/W2124582661","https://openalex.org/W2125565960","https://openalex.org/W2128350269","https://openalex.org/W2130581743","https://openalex.org/W2130827292","https://openalex.org/W2133384222","https://openalex.org/W2136195851","https://openalex.org/W2136223695","https://openalex.org/W2141824507","https://openalex.org/W2156339304","https://openalex.org/W2157752164","https://openalex.org/W2157760505","https://openalex.org/W2158141386","https://openalex.org/W2158655585","https://openalex.org/W2158759608","https://openalex.org/W2165467455","https://openalex.org/W2169227676","https://openalex.org/W2169387919","https://openalex.org/W2172390267","https://openalex.org/W2185907055","https://openalex.org/W2200545814","https://openalex.org/W2234423489","https://openalex.org/W2259014610","https://openalex.org/W2296139130","https://openalex.org/W2341655714","https://openalex.org/W2616305762","https://openalex.org/W4237407586","https://openalex.org/W4237970534","https://openalex.org/W4238584892","https://openalex.org/W4239429564","https://openalex.org/W4242919339","https://openalex.org/W4243938628","https://openalex.org/W4249783758","https://openalex.org/W4250587856","https://openalex.org/W4250889707"],"related_works":["https://openalex.org/W4322629366","https://openalex.org/W2808989540","https://openalex.org/W2397053934","https://openalex.org/W1039292361","https://openalex.org/W2551093110","https://openalex.org/W2148016376","https://openalex.org/W4237919137","https://openalex.org/W3184179822","https://openalex.org/W3095362084","https://openalex.org/W3003361536"],"abstract_inverted_index":{"The":[0],"emergence":[1],"of":[2,10,31,68,77,111,180],"new":[3,13,83,165],"hardware":[4],"architectures,":[5],"and":[6,36,48,74,86,91,102,139,141,152,158,169],"the":[7,54,65,69,72,109,181],"continuous":[8],"production":[9],"data":[11,16,45,93,167,187],"open":[12],"challenges":[14],"for":[15,88,160,193],"management.":[17],"It":[18],"is":[19,41],"no":[20],"longer":[21],"pertinent":[22],"to":[23,27,43,58,97,148,164],"reason":[24],"with":[25,108],"respect":[26,129],"a":[28],"predefined":[29],"set":[30],"resources":[32,52,61],"(i.e.,":[33],"computing,":[34],"storage":[35],"main":[37],"memory).":[38],"Instead,":[39],"it":[40],"necessary":[42],"design":[44],"processing":[46,170,197],"algorithms":[47,85],"processes":[49,70],"considering":[50],"unlimited":[51],"via":[53],"\u201cpay-as-you-go\u201d":[55],"model.":[56],"According":[57],"this":[59],"model,":[60],"provision":[62],"must":[63,128],"consider":[64],"economic":[66],"cost":[67],"versus":[71],"use":[73],"parallel":[75],"exploitation":[76],"available":[78],"computing":[79],"resources.":[80],"In":[81],"consequence,":[82],"methodologies,":[84],"tools":[87],"querying,":[89],"deploying":[90],"programming":[92],"management":[94,168,188],"functions":[95,171,189],"have":[96],"be":[98,191],"provided":[99],"in":[100,184],"scalable":[101],"elastic":[103],"architectures":[104,155,183],"that":[105],"can":[106,190],"cope":[107],"characteristics":[110],"Big":[112,195],"Data":[113,196],"aware":[114],"systems":[115],"(intelligent":[116],"systems,":[117],"decision":[118],"making,":[119],"virtual":[120],"environments,":[121],"smart":[122],"cities,":[123],"drug":[124],"personalization).":[125],"These":[126],"functions,":[127],"QoS":[130],"properties":[131,143,163],"(e.g.,":[132,144],"security,":[133],"reliability,":[134],"fault":[135],"tolerance,":[136],"dynamic":[137],"evolution":[138],"adaptability)":[140],"behavior":[142],"transactional":[145],"execution)":[146],"according":[147],"application":[149],"requirements.":[150],"Mature":[151],"novel":[153],"system":[154],"propose":[156],"models":[157],"mechanisms":[159],"adding":[161],"these":[162],"efficient":[166,186],"delivered":[172,192],"as":[173],"services.":[174],"This":[175],"paper":[176],"gives":[177],"an":[178],"overview":[179],"different":[182],"which":[185],"addressing":[194],"challenges.":[198]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":12}],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2025-10-10T00:00:00"}