{"id":"https://openalex.org/W2914917652","doi":"https://doi.org/10.29130/dubited.433825","title":"Anomaly Detection in Software-Defined Networking Using Machine Learning","display_name":"Anomaly Detection in Software-Defined Networking Using Machine Learning","publication_year":2019,"publication_date":"2019-01-31","ids":{"openalex":"https://openalex.org/W2914917652","doi":"https://doi.org/10.29130/dubited.433825","mag":"2914917652"},"language":"en","primary_location":{"id":"doi:10.29130/dubited.433825","doi":"https://doi.org/10.29130/dubited.433825","is_oa":true,"landing_page_url":"https://doi.org/10.29130/dubited.433825","pdf_url":"https://dergipark.org.tr/en/download/article-file/648647","source":{"id":"https://openalex.org/S4210230135","display_name":"D\u00fczce \u00dcniversitesi Bilim ve Teknoloji Dergisi","issn_l":"2148-2446","issn":["2148-2446"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","erih-plus","tr-dizin"],"host_organization":"https://openalex.org/P4310318352","host_organization_name":"D\u00fczce University","host_organization_lineage":["https://openalex.org/P4310318352"],"host_organization_lineage_names":["D\u00fczce University"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"D\u00fczce \u00dcniversitesi Bilim ve Teknoloji Dergisi","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://dergipark.org.tr/en/download/article-file/648647","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008878120","display_name":"Soumaine Bouba Mahamat","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I103703290","display_name":"Sakarya University","ror":"https://ror.org/04ttnw109","country_code":"TR","type":"education","lineage":["https://openalex.org/I103703290"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Soumaine BOUBA MAHAMAT","raw_affiliation_strings":["SAKARYA \u00dcN\u0130VERS\u0130TES\u0130"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SAKARYA \u00dcN\u0130VERS\u0130TES\u0130","institution_ids":["https://openalex.org/I103703290"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016458885","display_name":"Celal \u00c7eken","orcid":"https://orcid.org/0000-0002-6912-0057","observed_orcids":["https://orcid.org/0000-0002-6912-0057"]},"institutions":[{"id":"https://openalex.org/I103703290","display_name":"Sakarya University","ror":"https://ror.org/04ttnw109","country_code":"TR","type":"education","lineage":["https://openalex.org/I103703290"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Celal \u00c7EKEN","raw_affiliation_strings":["SAKARYA \u00dcN\u0130VERS\u0130TES\u0130"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SAKARYA \u00dcN\u0130VERS\u0130TES\u0130","institution_ids":["https://openalex.org/I103703290"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I103703290"],"apc_list":null,"apc_paid":null,"fwci":0.2738,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.59900951,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"7","issue":"1","first_page":"748","last_page":"756"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9491999745368958,"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":0.9491999745368958,"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.04479999840259552,"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/T12326","display_name":"Network Packet Processing and Optimization","score":0.002099999925121665,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/software-defined-networking","display_name":"software-defined networking","score":0.972000002861023},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"anomaly detection","score":0.9070000052452087},{"id":"https://openalex.org/keywords/network-security","display_name":"network security","score":0.8809999823570251},{"id":"https://openalex.org/keywords/openflow","display_name":"OpenFlow","score":0.6449999809265137},{"id":"https://openalex.org/keywords/ddos-attacks","display_name":"DDoS attacks","score":0.796999990940094},{"id":"https://openalex.org/keywords/decision-tree","display_name":"decision tree","score":0.9010000228881836},{"id":"https://openalex.org/keywords/network-flow-analysis","display_name":"network flow analysis","score":0.6779999732971191},{"id":"https://openalex.org/keywords/control-plane-attacks","display_name":"control plane attacks","score":0.6259999871253967}],"concepts":[{"id":"https://openalex.org/C38822068","wikidata":"https://www.wikidata.org/wiki/Q131406","display_name":"Denial-of-service attack","level":3,"score":0.8235204219818115},{"id":"https://openalex.org/C192697461","wikidata":"https://www.wikidata.org/wiki/Q4045918","display_name":"OpenFlow","level":3,"score":0.8059582710266113},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7818458676338196},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.763401448726654},{"id":"https://openalex.org/C31395832","wikidata":"https://www.wikidata.org/wiki/Q1318674","display_name":"Testbed","level":2,"score":0.7342021465301514},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.5587239265441895},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.5060679316520691},{"id":"https://openalex.org/C10597312","wikidata":"https://www.wikidata.org/wiki/Q5473302","display_name":"Forwarding plane","level":3,"score":0.47635483741760254},{"id":"https://openalex.org/C145595949","wikidata":"https://www.wikidata.org/wiki/Q7371619","display_name":"Routing control plane","level":2,"score":0.4561880826950073},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.43578100204467773},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4207169711589813},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38812804222106934},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32651782035827637},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.26153165102005005},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.0},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.29130/dubited.433825","doi":"https://doi.org/10.29130/dubited.433825","is_oa":true,"landing_page_url":"https://doi.org/10.29130/dubited.433825","pdf_url":"https://dergipark.org.tr/en/download/article-file/648647","source":{"id":"https://openalex.org/S4210230135","display_name":"D\u00fczce \u00dcniversitesi Bilim ve Teknoloji Dergisi","issn_l":"2148-2446","issn":["2148-2446"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","erih-plus","tr-dizin"],"host_organization":"https://openalex.org/P4310318352","host_organization_name":"D\u00fczce University","host_organization_lineage":["https://openalex.org/P4310318352"],"host_organization_lineage_names":["D\u00fczce University"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"D\u00fczce \u00dcniversitesi Bilim ve Teknoloji Dergisi","raw_type":"journal-article"},{"id":"pmh:oai:dergipark.gov.tr:article/433825","doi":null,"is_oa":false,"landing_page_url":"http://dergipark.gov.tr/dubited/issue/43004/433825","pdf_url":null,"source":{"id":"https://openalex.org/S4306401840","display_name":"DergiPark (Istanbul University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67581229","host_organization_name":"Istanbul University","host_organization_lineage":["https://openalex.org/I67581229"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"\\n Volume: 7, Issue: 1\\n 748-756\\n \\n","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:dergipark.org.tr:article/433825","doi":null,"is_oa":false,"landing_page_url":"https://dergipark.org.tr/tr/pub/dubited/issue/43004/433825","pdf_url":null,"source":{"id":"https://openalex.org/S4306401840","display_name":"DergiPark (Istanbul University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67581229","host_organization_name":"Istanbul University","host_organization_lineage":["https://openalex.org/I67581229"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:64bbfc2fa7fe4ff9823eb2af61f8d9df","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/64bbfc2fa7fe4ff9823eb2af61f8d9df","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,"listed_in":[],"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":"D\u00fczce \u00dcniversitesi Bilim ve Teknoloji Dergisi, Vol 7, Iss 1, Pp 748-756 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.29130/dubited.433825","doi":"https://doi.org/10.29130/dubited.433825","is_oa":true,"landing_page_url":"https://doi.org/10.29130/dubited.433825","pdf_url":"https://dergipark.org.tr/en/download/article-file/648647","source":{"id":"https://openalex.org/S4210230135","display_name":"D\u00fczce \u00dcniversitesi Bilim ve Teknoloji Dergisi","issn_l":"2148-2446","issn":["2148-2446"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","erih-plus","tr-dizin"],"host_organization":"https://openalex.org/P4310318352","host_organization_name":"D\u00fczce University","host_organization_lineage":["https://openalex.org/P4310318352"],"host_organization_lineage_names":["D\u00fczce University"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"D\u00fczce \u00dcniversitesi Bilim ve Teknoloji Dergisi","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2914917652.pdf","grobid_xml":"https://content.openalex.org/works/W2914917652.grobid-xml"},"referenced_works_count":2,"referenced_works":["https://openalex.org/W1966809779","https://openalex.org/W2471288191"],"related_works":["https://openalex.org/W3040789807","https://openalex.org/W7046753776","https://openalex.org/W3168165348","https://openalex.org/W4292373773","https://openalex.org/W4378420361","https://openalex.org/W4399199885","https://openalex.org/W4414271272","https://openalex.org/W4400977215","https://openalex.org/W3092369629","https://openalex.org/W2768853466"],"abstract_inverted_index":{"In":[0,49,97],"recent":[1],"years,":[2],"the":[3,19,27,30,35,50,53,58,63,67,73,122,133,143,147],"Software-Defined":[4,31],"Networking":[5],"(SDN)":[6],"approach":[7,33],"has":[8,103],"emerged":[9],"that":[10,45,142],"aims":[11],"to":[12,82,128],"make":[13],"computer":[14,88],"networks":[15,89],"more":[16],"flexible.":[17],"Although":[18],"SDN":[20,51],"application":[21],"on":[22,87],"Google's":[23],"internal":[24],"network":[25,59],"demonstrates":[26],"usefulness":[28],"of":[29,37,62,156],"Network":[32],"and":[34,85,90,126],"promise":[36],"future":[38],"technology,":[39],"security":[40],"is":[41,70],"a":[42,100],"vital":[43],"concern":[44],"cannot":[46],"be":[47,93],"ignored.":[48],"architecture,":[52],"attacker":[54],"can":[55,91],"now":[56],"attack":[57],"from":[60,72],"any":[61],"three":[64],"planes":[65],"because":[66],"Data":[68],"Plane":[69],"separated":[71],"Control":[74],"Plane.":[75],"Machine":[76],"learning":[77,111,137],"algorithms":[78,112],"are":[79],"methods":[80],"used":[81,94],"detect":[83,129],"attacks":[84],"intrusions":[86],"also":[92],"for":[95,106],"SDN.":[96,114],"this":[98],"study,":[99],"new":[101],"testbed":[102],"been":[104],"implemented":[105],"anomaly":[107],"detection":[108],"using":[109,132,146],"machine":[110,136],"in":[113],"The":[115,139],"developed":[116],"system":[117,144],"analyzes":[118],"flows":[119],"passing":[120],"through":[121],"OpenFlow":[123],"supported":[124],"switch":[125],"tries":[127],"abnormal":[130],"situations":[131],"decision":[134,148],"tree":[135,149],"algorithm.":[138],"results":[140],"show":[141],"constructed":[145],"algorithm":[150],"works":[151],"successfully":[152],"against":[153],"Distributed":[154],"Denial":[155],"Service":[157],"(DDoS)":[158],"attacks.":[159]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2019-02-21T00:00:00"}
