{"id":"https://openalex.org/W2759832051","doi":"https://doi.org/10.1186/s40537-017-0088-1","title":"A bibliometric approach to tracking big data research trends","display_name":"A bibliometric approach to tracking big data research trends","publication_year":2017,"publication_date":"2017-09-29","ids":{"openalex":"https://openalex.org/W2759832051","doi":"https://doi.org/10.1186/s40537-017-0088-1","mag":"2759832051"},"language":"en","primary_location":{"id":"doi:10.1186/s40537-017-0088-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-017-0088-1","pdf_url":"https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-017-0088-1","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"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":"Journal of Big Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-017-0088-1","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030980374","display_name":"Ali Kalantari","orcid":null},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Ali Kalantari","raw_affiliation_strings":["Faculty of Computer Science and Information Technology, University of Malaya, 50603, Kuala Lumpur, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, University of Malaya, 50603, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045368227","display_name":"Amirrudin Kamsin","orcid":"https://orcid.org/0000-0003-2796-3459"},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Amirrudin Kamsin","raw_affiliation_strings":["Faculty of Computer Science and Information Technology, University of Malaya, 50603, Kuala Lumpur, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, University of Malaya, 50603, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001761911","display_name":"Halim Shukri Kamaruddin","orcid":null},"institutions":[{"id":"https://openalex.org/I55285296","display_name":"UCSI University","ror":"https://ror.org/019787q29","country_code":"MY","type":"education","lineage":["https://openalex.org/I55285296"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Halim Shukri Kamaruddin","raw_affiliation_strings":["Department of Actuarial and Applied Statistics, Faculty of Business & Information Science, USCI University, 56000, Kuala Lumpur, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Actuarial and Applied Statistics, Faculty of Business & Information Science, USCI University, 56000, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I55285296"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055630467","display_name":"Nader Ale Ebrahim","orcid":"https://orcid.org/0000-0001-7091-4439"},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Nader Ale Ebrahim","raw_affiliation_strings":["Centre for Research Services, Institute of Research Management and Monitoring (IPPP), University of Malaya (UM), Kuala Lumpur, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Research Services, Institute of Research Management and Monitoring (IPPP), University of Malaya (UM), Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091401182","display_name":"Abdullah Gani","orcid":"https://orcid.org/0000-0002-4388-020X"},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Abdullah Gani","raw_affiliation_strings":["Faculty of Computer Science and Information Technology, University of Malaya, 50603, Kuala Lumpur, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, University of Malaya, 50603, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102249688","display_name":"Ebrahimi Ali","orcid":null},"institutions":[{"id":"https://openalex.org/I33849332","display_name":"University of Malaya","ror":"https://ror.org/00rzspn62","country_code":"MY","type":"education","lineage":["https://openalex.org/I33849332"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Ali Ebrahimi","raw_affiliation_strings":["Faculty of Computer Science and Information Technology, University of Malaya, 50603, Kuala Lumpur, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science and Information Technology, University of Malaya, 50603, Kuala Lumpur, Malaysia","institution_ids":["https://openalex.org/I33849332"]}]},{"author_position":"last","author":{"id":null,"display_name":"Shahaboddin Shamshirband","orcid":null},"institutions":[{"id":"https://openalex.org/I141445968","display_name":"Ton Duc Thang University","ror":"https://ror.org/01drq0835","country_code":"VN","type":"education","lineage":["https://openalex.org/I141445968"]}],"countries":["VN"],"is_corresponding":true,"raw_author_name":"Shahaboddin Shamshirband","raw_affiliation_strings":["Department for Management of Science and Technology Development, Ton Duc Thang University, Ho Chi Minh City, Vietnam","Faculty of Information Technology, Ton Duc Thang University, Ho Chi Minh City, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department for Management of Science and Technology Development, Ton Duc Thang University, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I141445968"]},{"raw_affiliation_string":"Faculty of Information Technology, Ton Duc Thang University, Ho Chi Minh City, Vietnam","institution_ids":["https://openalex.org/I141445968"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I141445968"],"apc_list":{"value":1060,"currency":"GBP","value_usd":1300},"apc_paid":{"value":1060,"currency":"GBP","value_usd":1300},"fwci":66.0395,"has_fulltext":true,"cited_by_count":295,"citation_normalized_percentile":{"value":0.99955031,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"4","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9977999925613403,"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"}},"topics":[{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9977999925613403,"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/T11719","display_name":"Data Quality and Management","score":0.9711999893188477,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9613999724388123,"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/computer-science","display_name":"Computer science","score":0.7044272422790527},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.567904531955719},{"id":"https://openalex.org/keywords/citation-analysis","display_name":"Citation analysis","score":0.5481935739517212},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5379486680030823},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.52932208776474},{"id":"https://openalex.org/keywords/novelty","display_name":"Novelty","score":0.4757673144340515},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4749598503112793},{"id":"https://openalex.org/keywords/trend-analysis","display_name":"Trend analysis","score":0.454484224319458},{"id":"https://openalex.org/keywords/bibliometrics","display_name":"Bibliometrics","score":0.4487996995449066},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.41773349046707153},{"id":"https://openalex.org/keywords/citation","display_name":"Citation","score":0.3743698000907898},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3386194109916687},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.21848058700561523},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09834802150726318}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7044272422790527},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.567904531955719},{"id":"https://openalex.org/C105345328","wikidata":"https://www.wikidata.org/wiki/Q206276","display_name":"Citation analysis","level":3,"score":0.5481935739517212},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5379486680030823},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.52932208776474},{"id":"https://openalex.org/C2778738651","wikidata":"https://www.wikidata.org/wiki/Q16546687","display_name":"Novelty","level":2,"score":0.4757673144340515},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4749598503112793},{"id":"https://openalex.org/C127142870","wikidata":"https://www.wikidata.org/wiki/Q7838279","display_name":"Trend analysis","level":2,"score":0.454484224319458},{"id":"https://openalex.org/C178315738","wikidata":"https://www.wikidata.org/wiki/Q603441","display_name":"Bibliometrics","level":2,"score":0.4487996995449066},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.41773349046707153},{"id":"https://openalex.org/C2778805511","wikidata":"https://www.wikidata.org/wiki/Q1713","display_name":"Citation","level":2,"score":0.3743698000907898},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3386194109916687},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.21848058700561523},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09834802150726318},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C27206212","wikidata":"https://www.wikidata.org/wiki/Q34178","display_name":"Theology","level":1,"score":0.0},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s40537-017-0088-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-017-0088-1","pdf_url":"https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-017-0088-1","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"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":"Journal of Big Data","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:474e8aa919e04c3c81bd22906e701f72","is_oa":true,"landing_page_url":"https://doaj.org/article/474e8aa919e04c3c81bd22906e701f72","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Big Data, Vol 4, Iss 1, Pp 1-18 (2017)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s40537-017-0088-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-017-0088-1","pdf_url":"https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-017-0088-1","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"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":"Journal of Big Data","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals","score":0.5}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2759832051.pdf","grobid_xml":"https://content.openalex.org/works/W2759832051.grobid-xml"},"referenced_works_count":88,"referenced_works":["https://openalex.org/W336172304","https://openalex.org/W561240515","https://openalex.org/W1209585085","https://openalex.org/W1532362218","https://openalex.org/W1562168738","https://openalex.org/W1582612602","https://openalex.org/W1582705429","https://openalex.org/W1815023525","https://openalex.org/W1907286193","https://openalex.org/W1967019543","https://openalex.org/W1972797322","https://openalex.org/W1973519892","https://openalex.org/W1973747955","https://openalex.org/W1976462278","https://openalex.org/W1978384731","https://openalex.org/W1983989850","https://openalex.org/W1992597527","https://openalex.org/W1992777957","https://openalex.org/W1993369399","https://openalex.org/W1993737164","https://openalex.org/W2001902090","https://openalex.org/W2002227246","https://openalex.org/W2012475853","https://openalex.org/W2017489100","https://openalex.org/W2022479632","https://openalex.org/W2026039191","https://openalex.org/W2027195554","https://openalex.org/W2029902769","https://openalex.org/W2031161073","https://openalex.org/W2031760375","https://openalex.org/W2031998113","https://openalex.org/W2039281946","https://openalex.org/W2040263621","https://openalex.org/W2044085189","https://openalex.org/W2044764121","https://openalex.org/W2047496163","https://openalex.org/W2048278428","https://openalex.org/W2049736842","https://openalex.org/W2052337749","https://openalex.org/W2055952492","https://openalex.org/W2062467218","https://openalex.org/W2064349969","https://openalex.org/W2067303763","https://openalex.org/W2069656088","https://openalex.org/W2072534270","https://openalex.org/W2078914836","https://openalex.org/W2081416313","https://openalex.org/W2082302018","https://openalex.org/W2084046180","https://openalex.org/W2094393814","https://openalex.org/W2101234009","https://openalex.org/W2105099387","https://openalex.org/W2116575643","https://openalex.org/W2121762798","https://openalex.org/W2124949857","https://openalex.org/W2125093652","https://openalex.org/W2126623642","https://openalex.org/W2126658398","https://openalex.org/W2130531694","https://openalex.org/W2130740072","https://openalex.org/W2132631086","https://openalex.org/W2133362015","https://openalex.org/W2138188678","https://openalex.org/W2141975087","https://openalex.org/W2148459868","https://openalex.org/W2149140091","https://openalex.org/W2149167588","https://openalex.org/W2151790371","https://openalex.org/W2153254505","https://openalex.org/W2153276945","https://openalex.org/W2155307043","https://openalex.org/W2157355837","https://openalex.org/W2157614013","https://openalex.org/W2159128662","https://openalex.org/W2164224768","https://openalex.org/W2166494339","https://openalex.org/W2170282673","https://openalex.org/W2172250756","https://openalex.org/W2173213060","https://openalex.org/W2475141458","https://openalex.org/W2527465645","https://openalex.org/W2531670134","https://openalex.org/W3099102601","https://openalex.org/W3102379544","https://openalex.org/W4213114223","https://openalex.org/W4237515752","https://openalex.org/W6675354045","https://openalex.org/W6742802147"],"related_works":["https://openalex.org/W2904800587","https://openalex.org/W2285613965","https://openalex.org/W2162430746","https://openalex.org/W2744205540","https://openalex.org/W2743665320","https://openalex.org/W2281783184","https://openalex.org/W1562719523","https://openalex.org/W2264078859","https://openalex.org/W4386031268","https://openalex.org/W4386253487"],"abstract_inverted_index":{"The":[0,85,132],"explosive":[1],"growing":[2],"number":[3,216,219,223],"of":[4,12,21,36,54,71,93,124,127,154,166,169,172,175,179,181,185,188,198,217,220,224],"data":[5,38,128],"from":[6,77,129,207],"mobile":[7],"devices,":[8],"social":[9],"media,":[10],"Internet":[11],"Things":[13],"and":[14,39,62,99,122,135,144,163,191,222],"other":[15],"applications":[16],"has":[17],"highlighted":[18],"the":[19,29,34,69,101,106,118,125,130,141,146,149,155,196,215],"emergence":[20],"big":[22,37],"data.":[23],"This":[24],"paper":[25],"aims":[26],"to":[27,50,79,96,139],"determine":[28],"worldwide":[30],"research":[31,43,176],"trends":[32,157],"on":[33,214],"field":[35],"its":[40],"most":[41],"relevant":[42,91],"areas.":[44],"A":[45,151],"bibliometric":[46,102],"approach":[47],"was":[48,108,114],"performed":[49],"analyse":[51],"a":[52,205],"total":[53],"6572":[55],"papers":[56,61,64,107],"including":[57],"28":[58],"highly":[59],"cited":[60],"only":[63],"that":[65,202],"were":[66,83,87,137],"published":[67],"in":[68],"Web":[70,92],"Science":[72,94],"TM":[73],"Core":[74],"Collection":[75],"database":[76],"1980":[78],"19":[80],"March":[81],"2015":[82],"selected.":[84],"results":[86],"refined":[88],"by":[89,160],"all":[90,105],"categories":[95],"computer":[97],"science,":[98],"then":[100],"information":[103],"for":[104,116,210],"obtained.":[109],"Microsoft":[110],"Excel":[111],"version":[112],"2013":[113],"used":[115,138],"analyzing":[117],"general":[119],"concentration,":[120],"dispersion":[121],"movement":[123],"pool":[126],"papers.":[131],"t":[133],"test":[134],"ANOVA":[136],"prove":[140],"hypothesis":[142],"statistically":[143],"characterize":[145],"relationship":[147],"among":[148],"variables.":[150],"comprehensive":[152],"analysis":[153,171,174,178,184,187,209,212],"publication":[156],"is":[158,201],"provided":[159],"document":[161],"type":[162],"language,":[164],"year":[165],"publication,":[167],"contribution":[168],"countries,":[170],"journals,":[173],"areas,":[177],"web":[180],"science":[182],"categories,":[183],"authors,":[186,218],"author":[189],"keyword":[190,192],"plus.":[193],"In":[194],"addition,":[195],"novelty":[197],"this":[199],"study":[200],"it":[203],"provides":[204],"formula":[206],"multi-regression":[208],"citation":[211],"based":[213],"pages":[221],"references.":[225]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":18},{"year":2024,"cited_by_count":25},{"year":2023,"cited_by_count":28},{"year":2022,"cited_by_count":17},{"year":2021,"cited_by_count":23},{"year":2020,"cited_by_count":12},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":65},{"year":2017,"cited_by_count":89}],"updated_date":"2026-07-06T08:01:05.025921","created_date":"2025-10-10T00:00:00"}
