{"id":"https://openalex.org/W2592230399","doi":"https://doi.org/10.1109/tii.2017.2650204","title":"Next-Generation Big Data Analytics: State of the Art, Challenges, and Future Research Topics","display_name":"Next-Generation Big Data Analytics: State of the Art, Challenges, and Future Research Topics","publication_year":2017,"publication_date":"2017-03-02","ids":{"openalex":"https://openalex.org/W2592230399","doi":"https://doi.org/10.1109/tii.2017.2650204","mag":"2592230399"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2017.2650204","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2017.2650204","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/10016/25738","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5108044017","display_name":"Zhihan Lv","orcid":"https://orcid.org/0000-0003-2525-3074"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zhihan Lv","raw_affiliation_strings":["Virtual Environments and Computer Graphics Group, University College London, London, U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Virtual Environments and Computer Graphics Group, University College London, London, U.K","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079301418","display_name":"Houbing Song","orcid":"https://orcid.org/0000-0003-2631-9223"},"institutions":[{"id":"https://openalex.org/I181223716","display_name":"West Virginia University Institute of Technology","ror":"https://ror.org/028ebfc83","country_code":"US","type":"education","lineage":["https://openalex.org/I181223716"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Houbing Song","raw_affiliation_strings":["Department of Electrical and Computer Engineering, West Virginia University, Montgomery, WV, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, West Virginia University, Montgomery, WV, USA","institution_ids":["https://openalex.org/I181223716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022431034","display_name":"Pablo Basanta Val","orcid":"https://orcid.org/0000-0002-0522-9010"},"institutions":[{"id":"https://openalex.org/I50357001","display_name":"Universidad Carlos III de Madrid","ror":"https://ror.org/03ths8210","country_code":"ES","type":"education","lineage":["https://openalex.org/I50357001"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Pablo Basanta-Val","raw_affiliation_strings":["Telematics Engineering Department, Universidad Carlos III de Madrid, Leganes, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Telematics Engineering Department, Universidad Carlos III de Madrid, Leganes, Spain","institution_ids":["https://openalex.org/I50357001"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071447827","display_name":"Anthony Steed","orcid":"https://orcid.org/0000-0001-9034-3020"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Anthony Steed","raw_affiliation_strings":["Department of Computer Science, University College London, London, U.K"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University College London, London, U.K","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037835128","display_name":"Minho Jo","orcid":"https://orcid.org/0000-0001-7311-6459"},"institutions":[{"id":"https://openalex.org/I197347611","display_name":"Korea University","ror":"https://ror.org/047dqcg40","country_code":"KR","type":"education","lineage":["https://openalex.org/I197347611"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Minho Jo","raw_affiliation_strings":["Department of Computer Convergence Software, Korea University, Sejong, South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Convergence Software, Korea University, Sejong, South Korea","institution_ids":["https://openalex.org/I197347611"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":36.6561,"has_fulltext":false,"cited_by_count":366,"citation_normalized_percentile":{"value":0.99783147,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"13","issue":"4","first_page":"1891","last_page":"1899"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9926000237464905,"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":0.9926000237464905,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9902999997138977,"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"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9805999994277954,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.9230376482009888},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.7815879583358765},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6359899640083313},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.47442975640296936},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.4349164068698883},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.158095121383667}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.9230376482009888},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.7815879583358765},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6359899640083313},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.47442975640296936},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.4349164068698883},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.158095121383667}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tii.2017.2650204","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2017.2650204","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Industrial Informatics","raw_type":"journal-article"},{"id":"pmh:oai:dnet:earchivo____::c65e512b335a34a3841f40fed249df40","is_oa":true,"landing_page_url":"http://hdl.handle.net/10016/25738","pdf_url":null,"source":{"id":"https://openalex.org/S4306402641","display_name":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Cient\u00edficas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4383465926","host_organization_name":"LA Referencia","host_organization_lineage":["https://openalex.org/I4383465926"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:10043069","is_oa":false,"landing_page_url":"https://discovery.ucl.ac.uk/id/eprint/10043069/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Industrial Informatics , 13 (4) pp. 1891-1899. (2017)","raw_type":"Article"}],"best_oa_location":{"id":"pmh:oai:dnet:earchivo____::c65e512b335a34a3841f40fed249df40","is_oa":true,"landing_page_url":"http://hdl.handle.net/10016/25738","pdf_url":null,"source":{"id":"https://openalex.org/S4306402641","display_name":"LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Cient\u00edficas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4383465926","host_organization_name":"LA Referencia","host_organization_lineage":["https://openalex.org/I4383465926"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3627510285","display_name":null,"funder_award_id":"EP/M013685/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G7595007002","display_name":"Open3D: Collaborative Editing for 3D Virtual Worlds","funder_award_id":"EP/M013685/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":69,"referenced_works":["https://openalex.org/W334811598","https://openalex.org/W1486587964","https://openalex.org/W1538208124","https://openalex.org/W1566306869","https://openalex.org/W1892382968","https://openalex.org/W1896860224","https://openalex.org/W1918540025","https://openalex.org/W1935979693","https://openalex.org/W1946894044","https://openalex.org/W1963834708","https://openalex.org/W1968999661","https://openalex.org/W1969202669","https://openalex.org/W1973747955","https://openalex.org/W1983816900","https://openalex.org/W1986952534","https://openalex.org/W1990396441","https://openalex.org/W1996058270","https://openalex.org/W2000888069","https://openalex.org/W2001823286","https://openalex.org/W2008559335","https://openalex.org/W2009455209","https://openalex.org/W2015208025","https://openalex.org/W2023943703","https://openalex.org/W2025001960","https://openalex.org/W2027090774","https://openalex.org/W2053401309","https://openalex.org/W2068181924","https://openalex.org/W2071462330","https://openalex.org/W2079031056","https://openalex.org/W2079668303","https://openalex.org/W2080731889","https://openalex.org/W2081930221","https://openalex.org/W2089961246","https://openalex.org/W2100308021","https://openalex.org/W2109574129","https://openalex.org/W2114060717","https://openalex.org/W2120751691","https://openalex.org/W2137229158","https://openalex.org/W2157954477","https://openalex.org/W2159128662","https://openalex.org/W2168067900","https://openalex.org/W2200104559","https://openalex.org/W2205224283","https://openalex.org/W2267666116","https://openalex.org/W2279109895","https://openalex.org/W2282231212","https://openalex.org/W2285660699","https://openalex.org/W2288572574","https://openalex.org/W2292373418","https://openalex.org/W2292704536","https://openalex.org/W2293066912","https://openalex.org/W2313033407","https://openalex.org/W2319598986","https://openalex.org/W2333673279","https://openalex.org/W2342768222","https://openalex.org/W2410640132","https://openalex.org/W2461371936","https://openalex.org/W2464275509","https://openalex.org/W2484253528","https://openalex.org/W2512560369","https://openalex.org/W2540570975","https://openalex.org/W2551429834","https://openalex.org/W2579247884","https://openalex.org/W2603831296","https://openalex.org/W2613223284","https://openalex.org/W3125866593","https://openalex.org/W4255107624","https://openalex.org/W4255815195","https://openalex.org/W6632190348"],"related_works":["https://openalex.org/W4322629366","https://openalex.org/W2808989540","https://openalex.org/W2397053934","https://openalex.org/W1039292361","https://openalex.org/W2731626691","https://openalex.org/W2148016376","https://openalex.org/W2551093110","https://openalex.org/W4372291825","https://openalex.org/W4390577565","https://openalex.org/W3121545709"],"abstract_inverted_index":{"The":[0,40],"term":[1],"big":[2,37,54,82,92],"data":[3,38,55,68,73,93],"occurs":[4],"more":[5,56],"frequently":[6],"now":[7],"than":[8,57],"ever":[9,58],"before.":[10,59],"A":[11],"large":[12],"number":[13],"of":[14,42,45,91],"fields":[15,25],"and":[16,28,31,34,51,77,89,97],"subjects,":[17],"ranging":[18],"from":[19],"everyday":[20],"life":[21],"to":[22,80,94],"traditional":[23],"research":[24,66],"(i.e.,":[26],"geography":[27],"transportation,":[29],"biology":[30],"chemistry,":[32],"medicine":[33],"rehabilitation),":[35],"involve":[36],"problems.":[39],"popularizing":[41],"various":[43],"types":[44],"network":[46,81],"has":[47],"diversified":[48],"types,":[49,69],"issues,":[50],"solutions":[52],"for":[53],"In":[60],"this":[61],"paper,":[62],"we":[63,85],"review":[64],"recent":[65],"in":[67],"storage":[70],"models,":[71],"privacy,":[72],"security,":[74],"analysis":[75],"methods,":[76],"applications":[78],"related":[79],"data.":[83],"Finally,":[84],"summarize":[86],"the":[87],"challenges":[88],"development":[90],"predict":[95],"current":[96],"future":[98],"trends.":[99]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":22},{"year":2024,"cited_by_count":24},{"year":2023,"cited_by_count":30},{"year":2022,"cited_by_count":37},{"year":2021,"cited_by_count":61},{"year":2020,"cited_by_count":64},{"year":2019,"cited_by_count":58},{"year":2018,"cited_by_count":44},{"year":2017,"cited_by_count":21}],"updated_date":"2026-07-19T07:52:34.831488","created_date":"2025-10-10T00:00:00"}
