{"id":"https://openalex.org/W3039222472","doi":"https://doi.org/10.1186/s40537-020-00320-x","title":"A comprehensive survey of anomaly detection techniques for high dimensional big data","display_name":"A comprehensive survey of anomaly detection techniques for high dimensional big data","publication_year":2020,"publication_date":"2020-07-02","ids":{"openalex":"https://openalex.org/W3039222472","doi":"https://doi.org/10.1186/s40537-020-00320-x","mag":"3039222472"},"language":"en","primary_location":{"id":"doi:10.1186/s40537-020-00320-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-020-00320-x","pdf_url":"https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-020-00320-x","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/s40537-020-00320-x","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070118830","display_name":"Srikanth Thudumu","orcid":"https://orcid.org/0000-0002-7848-9008"},"institutions":[{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Srikanth Thudumu","raw_affiliation_strings":["School of Software & Electrical Engineering, Swinburne University of Technology, Hawthorn, VIC, 3122, Australia"],"raw_orcid":"https://orcid.org/0000-0002-7848-9008","affiliations":[{"raw_affiliation_string":"School of Software & Electrical Engineering, Swinburne University of Technology, Hawthorn, VIC, 3122, Australia","institution_ids":["https://openalex.org/I57093077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064991441","display_name":"Philip Branch","orcid":"https://orcid.org/0000-0003-2188-1452"},"institutions":[{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Philip Branch","raw_affiliation_strings":["School of Software & Electrical Engineering, Swinburne University of Technology, Hawthorn, VIC, 3122, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software & Electrical Engineering, Swinburne University of Technology, Hawthorn, VIC, 3122, Australia","institution_ids":["https://openalex.org/I57093077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080328538","display_name":"Jiong Jin","orcid":"https://orcid.org/0000-0002-0306-2691"},"institutions":[{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jiong Jin","raw_affiliation_strings":["School of Software & Electrical Engineering, Swinburne University of Technology, Hawthorn, VIC, 3122, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software & Electrical Engineering, Swinburne University of Technology, Hawthorn, VIC, 3122, Australia","institution_ids":["https://openalex.org/I57093077"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102247997","display_name":"Jugdutt Singh","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jugdutt Singh","raw_affiliation_strings":["Sarawak State Government, Sarawak, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sarawak State Government, Sarawak, Malaysia","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5070118830"],"corresponding_institution_ids":["https://openalex.org/I57093077"],"apc_list":{"value":1060,"currency":"GBP","value_usd":1300},"apc_paid":{"value":1060,"currency":"GBP","value_usd":1300},"fwci":25.8387,"has_fulltext":true,"cited_by_count":413,"citation_normalized_percentile":{"value":0.99679757,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"7","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":1.0,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9995999932289124,"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":0.9955999851226807,"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/big-data","display_name":"Big data","score":0.707053005695343},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7064072489738464},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.6580549478530884},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5504907965660095},{"id":"https://openalex.org/keywords/computational-science-and-engineering","display_name":"Computational Science and Engineering","score":0.45762336254119873},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.45554298162460327},{"id":"https://openalex.org/keywords/computational-science","display_name":"Computational science","score":0.19453033804893494}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.707053005695343},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7064072489738464},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6580549478530884},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5504907965660095},{"id":"https://openalex.org/C68597687","wikidata":"https://www.wikidata.org/wiki/Q362601","display_name":"Computational Science and Engineering","level":2,"score":0.45762336254119873},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.45554298162460327},{"id":"https://openalex.org/C459310","wikidata":"https://www.wikidata.org/wiki/Q117801","display_name":"Computational science","level":1,"score":0.19453033804893494}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1186/s40537-020-00320-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-020-00320-x","pdf_url":"https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-020-00320-x","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:79cf6704db514f19977c1a611ae70d29","is_oa":true,"landing_page_url":"https://doaj.org/article/79cf6704db514f19977c1a611ae70d29","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"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 7, Iss 1, Pp 1-30 (2020)","raw_type":"article"},{"id":"pmh:oai:dro.deakin.edu.au:DU:30158643","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401102","display_name":"Own your potential (DEAKIN)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149704539","host_organization_name":"Deakin University","host_organization_lineage":["https://openalex.org/I149704539"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"},{"id":"pmh:oai:figshare.com:article/20635482","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/A_comprehensive_survey_of_anomaly_detection_techniques_for_high_dimensional_big_data/20635482","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:researchbank.swinburne.edu.au:4c60df6c-a075-4dc3-b453-5e7f71208436/1","is_oa":false,"landing_page_url":"http://hdl.handle.net/1959.3/456457","pdf_url":null,"source":{"id":"https://openalex.org/S4306401157","display_name":"Swinburne Research Bank (Swinburne University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I57093077","host_organization_name":"Swinburne University of Technology","host_organization_lineage":["https://openalex.org/I57093077"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Big Data, Vol. 7, no. 1 (Dec 2020), 42","raw_type":""}],"best_oa_location":{"id":"doi:10.1186/s40537-020-00320-x","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-020-00320-x","pdf_url":"https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-020-00320-x","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":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320973","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3039222472.pdf","grobid_xml":"https://content.openalex.org/works/W3039222472.grobid-xml"},"referenced_works_count":154,"referenced_works":["https://openalex.org/W80917968","https://openalex.org/W194180474","https://openalex.org/W204230938","https://openalex.org/W604737461","https://openalex.org/W1499117135","https://openalex.org/W1536228795","https://openalex.org/W1537430301","https://openalex.org/W1545878925","https://openalex.org/W1552339598","https://openalex.org/W1556107440","https://openalex.org/W1556344493","https://openalex.org/W1563249575","https://openalex.org/W1585854823","https://openalex.org/W1669052316","https://openalex.org/W1672197616","https://openalex.org/W1680622244","https://openalex.org/W1816870682","https://openalex.org/W1875470695","https://openalex.org/W1892979790","https://openalex.org/W1966347620","https://openalex.org/W1972350206","https://openalex.org/W1977496278","https://openalex.org/W1977764012","https://openalex.org/W1977819254","https://openalex.org/W1982516027","https://openalex.org/W1983559153","https://openalex.org/W1991758224","https://openalex.org/W1991776304","https://openalex.org/W2000661457","https://openalex.org/W2001141328","https://openalex.org/W2001474264","https://openalex.org/W2006533296","https://openalex.org/W2007087405","https://openalex.org/W2011058684","https://openalex.org/W2012122611","https://openalex.org/W2012301399","https://openalex.org/W2015887370","https://openalex.org/W2016159616","https://openalex.org/W2018158023","https://openalex.org/W2022105928","https://openalex.org/W2023116290","https://openalex.org/W2023989213","https://openalex.org/W2026493302","https://openalex.org/W2026705124","https://openalex.org/W2028569884","https://openalex.org/W2028678069","https://openalex.org/W2030499717","https://openalex.org/W2030876210","https://openalex.org/W2039841137","https://openalex.org/W2047046780","https://openalex.org/W2049701820","https://openalex.org/W2052164429","https://openalex.org/W2056081083","https://openalex.org/W2063504114","https://openalex.org/W2068714596","https://openalex.org/W2070964041","https://openalex.org/W2074937039","https://openalex.org/W2079361215","https://openalex.org/W2088340225","https://openalex.org/W2088723052","https://openalex.org/W2089468765","https://openalex.org/W2089554624","https://openalex.org/W2090197195","https://openalex.org/W2093717447","https://openalex.org/W2095897464","https://openalex.org/W2100738695","https://openalex.org/W2106754084","https://openalex.org/W2108139438","https://openalex.org/W2110971283","https://openalex.org/W2116300222","https://openalex.org/W2117355841","https://openalex.org/W2118828104","https://openalex.org/W2119667497","https://openalex.org/W2121916955","https://openalex.org/W2122646361","https://openalex.org/W2123256336","https://openalex.org/W2123961273","https://openalex.org/W2124477890","https://openalex.org/W2125070513","https://openalex.org/W2127017215","https://openalex.org/W2128362607","https://openalex.org/W2128728535","https://openalex.org/W2129281431","https://openalex.org/W2129312546","https://openalex.org/W2135105223","https://openalex.org/W2137130182","https://openalex.org/W2137570937","https://openalex.org/W2138101451","https://openalex.org/W2143991132","https://openalex.org/W2144415203","https://openalex.org/W2146963865","https://openalex.org/W2150738795","https://openalex.org/W2152576712","https://openalex.org/W2152825437","https://openalex.org/W2158732813","https://openalex.org/W2165533158","https://openalex.org/W2167081989","https://openalex.org/W2168532736","https://openalex.org/W2170314592","https://openalex.org/W2173213060","https://openalex.org/W2177347332","https://openalex.org/W2186615578","https://openalex.org/W2187089797","https://openalex.org/W2271394142","https://openalex.org/W2286850974","https://openalex.org/W2293050121","https://openalex.org/W2294798173","https://openalex.org/W2337240321","https://openalex.org/W2337344967","https://openalex.org/W2338573124","https://openalex.org/W2340896621","https://openalex.org/W2341171179","https://openalex.org/W2342385238","https://openalex.org/W2342529049","https://openalex.org/W2348679751","https://openalex.org/W2395766643","https://openalex.org/W2400267228","https://openalex.org/W2470039937","https://openalex.org/W2476844261","https://openalex.org/W2491695466","https://openalex.org/W2500517591","https://openalex.org/W2511710158","https://openalex.org/W2513234781","https://openalex.org/W2542459869","https://openalex.org/W2561707084","https://openalex.org/W2566979091","https://openalex.org/W2569819632","https://openalex.org/W2572737325","https://openalex.org/W2585713683","https://openalex.org/W2586047314","https://openalex.org/W2613480438","https://openalex.org/W2625814963","https://openalex.org/W2732947513","https://openalex.org/W2765633793","https://openalex.org/W2790882791","https://openalex.org/W2795850430","https://openalex.org/W2951111372","https://openalex.org/W2963288913","https://openalex.org/W2977728051","https://openalex.org/W2981441700","https://openalex.org/W3003150488","https://openalex.org/W3003323003","https://openalex.org/W3003734944","https://openalex.org/W3006123172","https://openalex.org/W3020666338","https://openalex.org/W3031387771","https://openalex.org/W4231029117","https://openalex.org/W4234384890","https://openalex.org/W4239954780","https://openalex.org/W4246206420","https://openalex.org/W6601630192","https://openalex.org/W6604482746","https://openalex.org/W6614148910","https://openalex.org/W6630531908"],"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/W2551093110","https://openalex.org/W2148016376","https://openalex.org/W4237919137","https://openalex.org/W3184179822","https://openalex.org/W3095362084"],"abstract_inverted_index":{"Abstract":[0],"Anomaly":[1],"detection":[2,25,97,116],"in":[3,17,68,117],"high":[4,100,118,176],"dimensional":[5,119,177],"data":[6,42,104,121,143,178,189],"is":[7,86],"becoming":[8],"a":[9,128],"fundamental":[10],"research":[11],"problem":[12,134],"that":[13,64,147],"has":[14],"various":[15],"applications":[16,186],"the":[18,59,82,90,95,112,124,133,153,167,192],"real":[19],"world.":[20],"However,":[21],"many":[22],"existing":[23,66],"anomaly":[24,96,115,195],"techniques":[26,67,184],"fail":[27],"to":[28,33,58,80,88,110,158],"retain":[29],"sufficient":[30],"accuracy":[31],"due":[32],"so-called":[34],"\u201cbig":[35],"data\u201d":[36],"characterised":[37],"by":[38,44,94,122],"high-volume,":[39],"and":[40,73,79,102,140,172,185],"high-velocity":[41],"generated":[43],"variety":[45],"of":[46,50,61,70,114,131,152,169,175,194],"sources.":[47],"This":[48],"phenomenon":[49],"having":[51],"both":[52,71,99],"problems":[53],"together":[54],"can":[55],"be":[56],"referred":[57],"\u201ccurse":[60],"big":[62,103,120,188],"dimensionality,\u201d":[63],"affect":[65],"terms":[69],"performance":[72],"accuracy.":[74],"To":[75],"address":[76],"this":[77,107],"gap":[78],"understand":[81],"core":[83],"problem,":[84],"it":[85],"necessary":[87],"identify":[89],"unique":[91,125],"challenges":[92,126],"brought":[93],"with":[98,182],"dimensionality":[101],"problems.":[105],"Hence,":[106],"survey":[108],"aims":[109],"document":[111],"state":[113],"representing":[123],"using":[127],"triangular":[129],"model":[130],"vertices:":[132],"(big":[135,142],"dimensionality),":[136],"techniques/algorithms":[137],"(anomaly":[138],"detection),":[139],"tools":[141],"applications/frameworks).":[144],"Authors\u2019":[145],"work":[146],"fall":[148],"directly":[149],"into":[150,162],"any":[151],"vertices":[154],"or":[155],"closely":[156],"related":[157],"them":[159],"are":[160,179],"taken":[161],"consideration":[163],"for":[164,191],"review.":[165],"Furthermore,":[166],"limitations":[168],"traditional":[170],"approaches":[171],"current":[173],"strategies":[174],"discussed":[180],"along":[181],"recent":[183],"on":[187],"required":[190],"optimization":[193],"detection.":[196]},"counts_by_year":[{"year":2026,"cited_by_count":21},{"year":2025,"cited_by_count":101},{"year":2024,"cited_by_count":101},{"year":2023,"cited_by_count":81},{"year":2022,"cited_by_count":60},{"year":2021,"cited_by_count":45},{"year":2020,"cited_by_count":4}],"updated_date":"2026-05-05T08:41:31.759640","created_date":"2025-10-10T00:00:00"}
