{"id":"https://openalex.org/W2938734733","doi":"https://doi.org/10.1145/3312614.3312623","title":"The 51 V's Of Big Data","display_name":"The 51 V's Of Big Data","publication_year":2019,"publication_date":"2019-04-08","ids":{"openalex":"https://openalex.org/W2938734733","doi":"https://doi.org/10.1145/3312614.3312623","mag":"2938734733"},"language":"en","primary_location":{"id":"doi:10.1145/3312614.3312623","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3312614.3312623","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference on Omni-Layer Intelligent Systems","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/A5003815140","display_name":"Nawsher Khan","orcid":"https://orcid.org/0000-0002-9058-4809"},"institutions":[{"id":"https://openalex.org/I82952536","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30","country_code":"SA","type":"education","lineage":["https://openalex.org/I82952536"]}],"countries":["SA"],"is_corresponding":true,"raw_author_name":"Nawsher Khan","raw_affiliation_strings":["College of Computer Science, King Khalid University, Abha, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, King Khalid University, Abha, Saudi Arabia","institution_ids":["https://openalex.org/I82952536"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016629834","display_name":"Arshi Naim","orcid":"https://orcid.org/0000-0003-1325-6964"},"institutions":[{"id":"https://openalex.org/I82952536","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30","country_code":"SA","type":"education","lineage":["https://openalex.org/I82952536"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Arshi Naim","raw_affiliation_strings":["College of Computer Science, King Khalid University, Abha, Saudi Arabia"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, King Khalid University, Abha, Saudi Arabia","institution_ids":["https://openalex.org/I82952536"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044089111","display_name":"Mohammad Rashid Hussain","orcid":"https://orcid.org/0000-0001-5035-274X"},"institutions":[{"id":"https://openalex.org/I82952536","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30","country_code":"SA","type":"education","lineage":["https://openalex.org/I82952536"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohammad Rashid Hussain","raw_affiliation_strings":["College of Computer Science, King Khalid University, Abha, KSA"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, King Khalid University, Abha, KSA","institution_ids":["https://openalex.org/I82952536"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088018912","display_name":"Quadri Noorulhasan Naveed","orcid":"https://orcid.org/0000-0003-4345-8145"},"institutions":[{"id":"https://openalex.org/I82952536","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30","country_code":"SA","type":"education","lineage":["https://openalex.org/I82952536"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Quadri Noorulhasan Naveed","raw_affiliation_strings":["College of Computer Science, King Khalid University, Abha, KSA"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, King Khalid University, Abha, KSA","institution_ids":["https://openalex.org/I82952536"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016318195","display_name":"Naim Ahmad","orcid":"https://orcid.org/0000-0002-4424-4758"},"institutions":[{"id":"https://openalex.org/I82952536","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30","country_code":"SA","type":"education","lineage":["https://openalex.org/I82952536"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Naim Ahmad","raw_affiliation_strings":["College of Computer Science, King Khalid University, Abha, KSA"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, King Khalid University, Abha, KSA","institution_ids":["https://openalex.org/I82952536"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026836499","display_name":"Shamimul Qamar","orcid":"https://orcid.org/0000-0002-1091-7715"},"institutions":[{"id":"https://openalex.org/I82952536","display_name":"King Khalid University","ror":"https://ror.org/052kwzs30","country_code":"SA","type":"education","lineage":["https://openalex.org/I82952536"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Shamimul Qamar","raw_affiliation_strings":["College of Computer Science, King Khalid University, Abha, KSA"],"affiliations":[{"raw_affiliation_string":"College of Computer Science, King Khalid University, Abha, KSA","institution_ids":["https://openalex.org/I82952536"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5003815140"],"corresponding_institution_ids":["https://openalex.org/I82952536"],"apc_list":null,"apc_paid":null,"fwci":4.2823,"has_fulltext":false,"cited_by_count":50,"citation_normalized_percentile":{"value":0.94717432,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"19","last_page":"24"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9927999973297119,"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":0.9927999973297119,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9900000095367432,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10270","display_name":"Blockchain Technology Applications and Security","score":0.964900016784668,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.913029670715332},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6391542553901672},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.6157976984977722},{"id":"https://openalex.org/keywords/globe","display_name":"Globe","score":0.6098094582557678},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.607715904712677},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5412383675575256},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.36954858899116516},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.33392542600631714},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.09388318657875061}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.913029670715332},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6391542553901672},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.6157976984977722},{"id":"https://openalex.org/C2775899829","wikidata":"https://www.wikidata.org/wiki/Q3109007","display_name":"Globe","level":2,"score":0.6098094582557678},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.607715904712677},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5412383675575256},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.36954858899116516},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.33392542600631714},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.09388318657875061},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3312614.3312623","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3312614.3312623","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the International Conference on Omni-Layer Intelligent Systems","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.550000011920929,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W63955782","https://openalex.org/W1989054951","https://openalex.org/W2000432868","https://openalex.org/W2040263621","https://openalex.org/W2072534270","https://openalex.org/W2079666165","https://openalex.org/W2095178814","https://openalex.org/W2109574129","https://openalex.org/W2117825401","https://openalex.org/W2122391400","https://openalex.org/W2125800352","https://openalex.org/W2137229158","https://openalex.org/W2146068062","https://openalex.org/W2159128662","https://openalex.org/W2176499795","https://openalex.org/W2232134493","https://openalex.org/W2343757201","https://openalex.org/W2461371936","https://openalex.org/W2519706319","https://openalex.org/W2543973384","https://openalex.org/W2550527291","https://openalex.org/W2574134800","https://openalex.org/W2596636257","https://openalex.org/W2730523305","https://openalex.org/W2743677945","https://openalex.org/W2806822625","https://openalex.org/W2808119297","https://openalex.org/W3123115705","https://openalex.org/W3125866593","https://openalex.org/W6602586656","https://openalex.org/W6677860986","https://openalex.org/W6681348010","https://openalex.org/W6720628773","https://openalex.org/W6729841520","https://openalex.org/W6742360431"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W1539266347","https://openalex.org/W2267913355","https://openalex.org/W2788570199","https://openalex.org/W2000787479","https://openalex.org/W4248006302","https://openalex.org/W1488904332","https://openalex.org/W4256453413","https://openalex.org/W3045785873","https://openalex.org/W4378605586"],"abstract_inverted_index":{"Currently":[0],"Big":[1,12,21,166,197,205,234],"Data":[2,13,22,167,198,235],"is":[3,14,45,55,187],"the":[4,16,29,82,123,128,169,192,195,219,233],"biggest":[5],"buzzword,":[6],"and":[7,36,48,54,69,96,140,153,163,190,211,216],"definitely,":[8],"we":[9],"believe":[10],"that":[11,159],"changing":[15],"world.":[17],"Some":[18],"researchers":[19],"say":[20],"will":[23,92,100,229],"be":[24,93,101],"even":[25],"bigger":[26],"buzzword":[27],"than":[28,87,105],"Internet.":[30],"With":[31],"fast-growing":[32],"computing":[33],"resources,":[34],"information":[35],"knowledge":[37],"a":[38,51,59,114,201,237],"new":[39],"digital":[40],"globe":[41],"has":[42],"emerged.":[43],"Information":[44],"being":[46,56],"created":[47],"stored":[49],"at":[50],"fast":[52,145],"rate":[53],"accessed":[57],"by":[58],"vast":[60],"range":[61],"of":[62,112,117,130,135,147,165,171,184,194,204,221,226],"applications":[63],"through":[64],"scientific":[65],"computing,":[66],"commercial":[67],"workloads,":[68],"social":[70],"media.":[71],"In":[72,84],"2018,":[73],"over":[74],"28":[75],"billion":[76,89],"devices":[77,119],"globally,":[78],"are":[79,160],"connected":[80,94,118],"to":[81,188],"internet.":[83],"2020,":[85],"more":[86],"50":[88],"smart":[90],"appliances":[91],"worldwide":[95],"internet":[97],"traffic":[98],"flow":[99],"92":[102],"times":[103],"greater":[104],"it":[106],"was":[107],"in":[108,231,236],"2005.":[109],"The":[110,182,224],"usage":[111],"such":[113,173],"massive":[115],"number":[116],"not":[120],"only":[121],"increase":[122],"data":[124,131,149],"volume":[125],"but":[126],"also":[127],"velocity":[129],"addition":[132],"with":[133,168,218],"speed":[134],"light":[136],"on":[137],"fiber":[138],"optic":[139],"various":[141,157],"wireless":[142],"networks.":[143],"This":[144],"generation":[146],"enormous":[148],"creates":[150],"numerous":[151],"threats":[152],"challenges.":[154],"There":[155],"exist":[156],"approaches":[158],"addressing":[161],"issues":[162],"challenges":[164,212],"theory":[170],"Vs":[172],"as":[174],"3":[175],"V's,":[176,178],"5":[177],"7":[179],"V's":[180],"etc.":[181],"objective":[183],"this":[185,227],"work":[186],"explore":[189],"investigate":[191],"status":[193],"current":[196],"domain.":[199],"Further,":[200],"comprehensive":[202],"overview":[203],"Data,":[206],"its":[207],"characteristics,":[208],"opportunities,":[209],"issues,":[210],"have":[213],"been":[214],"explored":[215],"described":[217],"help":[220,230],"51":[222],"V's.":[223],"outcome":[225],"research":[228],"understanding":[232],"systematic":[238],"way.":[239]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":16},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":7}],"updated_date":"2026-04-01T17:29:45.350535","created_date":"2025-10-10T00:00:00"}
