{"id":"https://openalex.org/W2108142795","doi":"https://doi.org/10.1186/s40537-015-0013-4","title":"Intrusion detection and Big Heterogeneous Data: a Survey","display_name":"Intrusion detection and Big Heterogeneous Data: a Survey","publication_year":2015,"publication_date":"2015-02-26","ids":{"openalex":"https://openalex.org/W2108142795","doi":"https://doi.org/10.1186/s40537-015-0013-4","mag":"2108142795"},"language":"en","primary_location":{"id":"doi:10.1186/s40537-015-0013-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-015-0013-4","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-015-0013-4","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/counter/pdf/10.1186/s40537-015-0013-4","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001819774","display_name":"Richard Zuech","orcid":"https://orcid.org/0000-0002-5526-1094"},"institutions":[{"id":"https://openalex.org/I63772739","display_name":"Florida Atlantic University","ror":"https://ror.org/05p8w6387","country_code":"US","type":"education","lineage":["https://openalex.org/I63772739"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Richard Zuech","raw_affiliation_strings":["Florida Atlantic University, 777 Glades Road, Boca Raton, FL, USA","[Florida Atlantic University, Boca Raton, USA]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Florida Atlantic University, 777 Glades Road, Boca Raton, FL, USA","institution_ids":["https://openalex.org/I63772739"]},{"raw_affiliation_string":"[Florida Atlantic University, Boca Raton, USA]","institution_ids":["https://openalex.org/I63772739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089170562","display_name":"Taghi M. Khoshgoftaar","orcid":null},"institutions":[{"id":"https://openalex.org/I63772739","display_name":"Florida Atlantic University","ror":"https://ror.org/05p8w6387","country_code":"US","type":"education","lineage":["https://openalex.org/I63772739"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Taghi M Khoshgoftaar","raw_affiliation_strings":["Florida Atlantic University, 777 Glades Road, Boca Raton, FL, USA","[Florida Atlantic University, Boca Raton, USA]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Florida Atlantic University, 777 Glades Road, Boca Raton, FL, USA","institution_ids":["https://openalex.org/I63772739"]},{"raw_affiliation_string":"[Florida Atlantic University, Boca Raton, USA]","institution_ids":["https://openalex.org/I63772739"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047817565","display_name":"Randall Wald","orcid":null},"institutions":[{"id":"https://openalex.org/I63772739","display_name":"Florida Atlantic University","ror":"https://ror.org/05p8w6387","country_code":"US","type":"education","lineage":["https://openalex.org/I63772739"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Randall Wald","raw_affiliation_strings":["Florida Atlantic University, 777 Glades Road, Boca Raton, FL, USA","[Florida Atlantic University, Boca Raton, USA]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Florida Atlantic University, 777 Glades Road, Boca Raton, FL, USA","institution_ids":["https://openalex.org/I63772739"]},{"raw_affiliation_string":"[Florida Atlantic University, Boca Raton, USA]","institution_ids":["https://openalex.org/I63772739"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5001819774"],"corresponding_institution_ids":["https://openalex.org/I63772739"],"apc_list":{"value":1060,"currency":"GBP","value_usd":1300},"apc_paid":{"value":1060,"currency":"GBP","value_usd":1300},"fwci":41.0198,"has_fulltext":true,"cited_by_count":311,"citation_normalized_percentile":{"value":0.99859982,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"2","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":1.0,"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/T10400","display_name":"Network Security and Intrusion Detection","score":1.0,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9983999729156494,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9977999925613403,"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":0.7872140407562256},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7812848091125488},{"id":"https://openalex.org/keywords/situation-awareness","display_name":"Situation awareness","score":0.6625674962997437},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.605028510093689},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5961098670959473},{"id":"https://openalex.org/keywords/cyberspace","display_name":"Cyberspace","score":0.5831398367881775},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.546539843082428},{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.52606600522995},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.5083720088005066},{"id":"https://openalex.org/keywords/heterogeneous-network","display_name":"Heterogeneous network","score":0.46422192454338074},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.42497938871383667},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.18811342120170593},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.15236115455627441},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.11490669846534729},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.08709484338760376}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7872140407562256},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7812848091125488},{"id":"https://openalex.org/C145804949","wikidata":"https://www.wikidata.org/wiki/Q478123","display_name":"Situation awareness","level":2,"score":0.6625674962997437},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.605028510093689},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5961098670959473},{"id":"https://openalex.org/C2781241145","wikidata":"https://www.wikidata.org/wiki/Q204606","display_name":"Cyberspace","level":3,"score":0.5831398367881775},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.546539843082428},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.52606600522995},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.5083720088005066},{"id":"https://openalex.org/C158207573","wikidata":"https://www.wikidata.org/wiki/Q5747224","display_name":"Heterogeneous network","level":4,"score":0.46422192454338074},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.42497938871383667},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.18811342120170593},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.15236115455627441},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.11490669846534729},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.08709484338760376},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1186/s40537-015-0013-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-015-0013-4","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-015-0013-4","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"}],"best_oa_location":{"id":"doi:10.1186/s40537-015-0013-4","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-015-0013-4","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-015-0013-4","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":[{"score":0.5400000214576721,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2108142795.pdf","grobid_xml":"https://content.openalex.org/works/W2108142795.grobid-xml"},"referenced_works_count":70,"referenced_works":["https://openalex.org/W35422670","https://openalex.org/W56784544","https://openalex.org/W611791793","https://openalex.org/W831661796","https://openalex.org/W1484113939","https://openalex.org/W1489073918","https://openalex.org/W1506372999","https://openalex.org/W1586934262","https://openalex.org/W1591480890","https://openalex.org/W1598874232","https://openalex.org/W1674877186","https://openalex.org/W1805704774","https://openalex.org/W1967959959","https://openalex.org/W1972062587","https://openalex.org/W1973532705","https://openalex.org/W1974504893","https://openalex.org/W1977124181","https://openalex.org/W1985987493","https://openalex.org/W1987751268","https://openalex.org/W1988573894","https://openalex.org/W1988918299","https://openalex.org/W1990089904","https://openalex.org/W1990956593","https://openalex.org/W1993998624","https://openalex.org/W1999448603","https://openalex.org/W2002541641","https://openalex.org/W2004302752","https://openalex.org/W2008224380","https://openalex.org/W2013627100","https://openalex.org/W2025001960","https://openalex.org/W2026915256","https://openalex.org/W2031163547","https://openalex.org/W2035399628","https://openalex.org/W2035408731","https://openalex.org/W2037043681","https://openalex.org/W2038889839","https://openalex.org/W2039427951","https://openalex.org/W2040333627","https://openalex.org/W2048435427","https://openalex.org/W2056025821","https://openalex.org/W2071227312","https://openalex.org/W2074563576","https://openalex.org/W2082623495","https://openalex.org/W2083832610","https://openalex.org/W2088134864","https://openalex.org/W2096337189","https://openalex.org/W2098321370","https://openalex.org/W2098380587","https://openalex.org/W2105779206","https://openalex.org/W2114834796","https://openalex.org/W2115730242","https://openalex.org/W2117761984","https://openalex.org/W2120575289","https://openalex.org/W2121686811","https://openalex.org/W2121850239","https://openalex.org/W2139669429","https://openalex.org/W2150847526","https://openalex.org/W2153611261","https://openalex.org/W2158449659","https://openalex.org/W2184786010","https://openalex.org/W2233520222","https://openalex.org/W2306676087","https://openalex.org/W2341170861","https://openalex.org/W2403825633","https://openalex.org/W2488833067","https://openalex.org/W2497374764","https://openalex.org/W3201324407","https://openalex.org/W4205747509","https://openalex.org/W4238821253","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2368745349","https://openalex.org/W3167675181","https://openalex.org/W2131575257","https://openalex.org/W2372005904","https://openalex.org/W144012884","https://openalex.org/W2360897455","https://openalex.org/W2377660959","https://openalex.org/W2810589793","https://openalex.org/W4251169878","https://openalex.org/W2527886746"],"abstract_inverted_index":{"Intrusion":[0,34,115,155],"Detection":[1,35,116,156],"has":[2],"been":[3],"heavily":[4],"studied":[5],"in":[6,24,45,141],"both":[7,177],"industry":[8],"and":[9,20,66,140,158,161,181],"academia,":[10],"but":[11],"cybersecurity":[12],"analysts":[13],"still":[14],"desire":[15],"much":[16],"more":[17,42,63,100,172],"alert":[18],"accuracy":[19],"overall":[21],"threat":[22,179],"analysis":[23,180],"order":[25],"to":[26,33,98],"secure":[27],"their":[28],"systems":[29],"within":[30],"cyberspace.":[31],"Improvements":[32],"could":[36,184],"be":[37,185],"achieved":[38],"by":[39,187],"embracing":[40],"a":[41,62,82],"comprehensive":[43],"approach":[44,77],"monitoring":[46],"security":[47,55,189],"events":[48,56,190],"from":[49,57],"many":[50,192],"different":[51],"heterogeneous":[52,58,101,138,194],"sources.":[53,195],"Correlating":[54],"sources":[59,103],"can":[60,89,117],"grant":[61],"holistic":[64],"view":[65],"greater":[67,107],"situational":[68],"awareness":[69],"of":[70,132,137,151],"cyber":[71,178,182],"threats.":[72],"One":[73],"problem":[74,136],"with":[75],"this":[76,126],"is":[78],"that":[79],"currently,":[80],"even":[81,106],"single":[83],"event":[84],"source":[85],"(e.g.,":[86],"network":[87],"traffic)":[88],"experience":[90],"Big":[91,108,111,121,143],"Data":[92,109,112,123,152],"challenges":[93],"when":[94],"considered":[95],"alone.":[96],"Attempts":[97],"use":[99],"data":[102,139],"pose":[104],"an":[105],"challenge.":[110],"technologies":[113],"for":[114],"help":[118],"solve":[119],"these":[120],"Heterogeneous":[122,144,154],"challenges.":[124],"In":[125],"paper,":[127],"we":[128],"review":[129],"the":[130,135,148],"scope":[131],"works":[133],"considering":[134],"particular":[142],"Data.":[145],"We":[146],"discuss":[147],"specific":[149],"issues":[150],"Fusion,":[153],"Architectures,":[157],"Security":[159],"Information":[160],"Event":[162],"Management":[163],"(SIEM)":[164],"systems,":[165],"as":[166,168],"well":[167],"presenting":[169],"areas":[170],"where":[171],"research":[173],"opportunities":[174],"exist.":[175],"Overall,":[176],"intelligence":[183],"enhanced":[186],"correlating":[188],"across":[191],"diverse":[193]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":30},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":19},{"year":2022,"cited_by_count":19},{"year":2021,"cited_by_count":32},{"year":2020,"cited_by_count":35},{"year":2019,"cited_by_count":37},{"year":2018,"cited_by_count":39},{"year":2017,"cited_by_count":50},{"year":2016,"cited_by_count":19},{"year":2015,"cited_by_count":9}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
