{"id":"https://openalex.org/W2988973149","doi":"https://doi.org/10.1109/vitecon.2019.8899682","title":"Design of Ensemble Learning Methods for DDoS Detection in SDN Environment","display_name":"Design of Ensemble Learning Methods for DDoS Detection in SDN Environment","publication_year":2019,"publication_date":"2019-03-01","ids":{"openalex":"https://openalex.org/W2988973149","doi":"https://doi.org/10.1109/vitecon.2019.8899682","mag":"2988973149"},"language":"en","primary_location":{"id":"doi:10.1109/vitecon.2019.8899682","doi":"https://doi.org/10.1109/vitecon.2019.8899682","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vitecon.2019.8899682","pdf_url":null,"source":{"id":"https://openalex.org/S4306498551","display_name":"International Conference on Vision Towards Emerging Trends in Communication and Networking (ViTECoN)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Conference on Vision Towards Emerging Trends in Communication and Networking (ViTECoN)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"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/A5087184386","display_name":"V. Baby Deepa","orcid":"https://orcid.org/0000-0001-8028-5429","observed_orcids":["https://orcid.org/0000-0001-8028-5429"]},"institutions":[{"id":"https://openalex.org/I98499257","display_name":"Kalasalingam Academy of Research and Education","ror":"https://ror.org/04fm2fn75","country_code":"IN","type":"education","lineage":["https://openalex.org/I98499257"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"V. Deepa","raw_affiliation_strings":["Dept. of CSE, School of Computing, Kalasalingam Academy of Research and Education, Krishnankoil, Tamilnadu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of CSE, School of Computing, Kalasalingam Academy of Research and Education, Krishnankoil, Tamilnadu","institution_ids":["https://openalex.org/I98499257"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036357582","display_name":"K. Muthamil Sudar","orcid":"https://orcid.org/0000-0001-9640-3477","observed_orcids":["https://orcid.org/0000-0001-9640-3477"]},"institutions":[{"id":"https://openalex.org/I98499257","display_name":"Kalasalingam Academy of Research and Education","ror":"https://ror.org/04fm2fn75","country_code":"IN","type":"education","lineage":["https://openalex.org/I98499257"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"K. Muthamil Sudar","raw_affiliation_strings":["Dept. of CSE, School of Computing, Kalasalingam Academy of Research and Education, Krishnankoil, Tamilnadu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of CSE, School of Computing, Kalasalingam Academy of Research and Education, Krishnankoil, Tamilnadu","institution_ids":["https://openalex.org/I98499257"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045159488","display_name":"Perumalsamy Deepalakshmi","orcid":"https://orcid.org/0000-0002-1959-3657","observed_orcids":["https://orcid.org/0000-0002-1959-3657"]},"institutions":[{"id":"https://openalex.org/I98499257","display_name":"Kalasalingam Academy of Research and Education","ror":"https://ror.org/04fm2fn75","country_code":"IN","type":"education","lineage":["https://openalex.org/I98499257"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"P. Deepalakshmi","raw_affiliation_strings":["Dept. of CSE, School of Computing, Kalasalingam Academy of Research and Education, Krishnankoil, Tamilnadu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept. of CSE, School of Computing, Kalasalingam Academy of Research and Education, Krishnankoil, Tamilnadu","institution_ids":["https://openalex.org/I98499257"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I98499257"],"apc_list":null,"apc_paid":null,"fwci":4.307,"has_fulltext":false,"cited_by_count":79,"citation_normalized_percentile":{"value":0.96266234,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9955999851226807,"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":0.9955999851226807,"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":0.0017999999690800905,"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":0.000699999975040555,"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/ddos-detection","display_name":"DDoS attack detection","score":0.9430000185966492},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"software-defined networking","score":0.8420000076293945},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"ensemble learning","score":0.9800000190734863},{"id":"https://openalex.org/keywords/network-intrusion-detection","display_name":"network intrusion detection","score":0.6119999885559082},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"anomaly detection","score":0.7390000224113464},{"id":"https://openalex.org/keywords/self-organizing-maps","display_name":"self-organizing maps","score":0.7850000262260437},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"support vector machine","score":0.9639999866485596},{"id":"https://openalex.org/keywords/naive-bayes","display_name":"naive Bayes","score":0.8510000109672546},{"id":"https://openalex.org/keywords/k-nearest-neighbors","display_name":"k-nearest neighbors","score":0.8949999809265137},{"id":"https://openalex.org/keywords/false-alarm-rate","display_name":"false alarm rate","score":0.7419999837875366}],"concepts":[{"id":"https://openalex.org/C38822068","wikidata":"https://www.wikidata.org/wiki/Q131406","display_name":"Denial-of-service attack","level":3,"score":0.85953688621521},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8541399240493774},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.6518948078155518},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.6358510851860046},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5789022445678711},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.5574976205825806},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.48634129762649536},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48442819714546204},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.4285734295845032},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4123450517654419},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.41053450107574463},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.34378674626350403},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.187514066696167},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.1508978307247162}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/vitecon.2019.8899682","doi":"https://doi.org/10.1109/vitecon.2019.8899682","is_oa":false,"landing_page_url":"https://doi.org/10.1109/vitecon.2019.8899682","pdf_url":null,"source":{"id":"https://openalex.org/S4306498551","display_name":"International Conference on Vision Towards Emerging Trends in Communication and Networking (ViTECoN)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 International Conference on Vision Towards Emerging Trends in Communication and Networking (ViTECoN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.428600013256073}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W1988774297","https://openalex.org/W2040340473","https://openalex.org/W2066832805","https://openalex.org/W2089898582","https://openalex.org/W2125560635","https://openalex.org/W2162969618","https://openalex.org/W2548037070","https://openalex.org/W2552631155","https://openalex.org/W2612558585","https://openalex.org/W2955203902","https://openalex.org/W3201995198"],"related_works":["https://openalex.org/W7171539154","https://openalex.org/W4210912339","https://openalex.org/W4393974506","https://openalex.org/W3127474281","https://openalex.org/W4377020668","https://openalex.org/W4390945483","https://openalex.org/W3159238871","https://openalex.org/W4405525037","https://openalex.org/W4324284328","https://openalex.org/W4327797525"],"abstract_inverted_index":{"Software":[0],"Defined":[1],"Network":[2],"(SDN)":[3],"is":[4,15,69,86],"a":[5,72,99],"new":[6],"approach":[7],"to":[8,129],"build":[9],"architecture":[10,30],"of":[11,60,75,83,89,133],"computer":[12],"networks":[13,35],"that":[14,36,145],"dynamic,":[16],"adaptable,":[17],"manageable":[18],"and":[19,126],"low":[20],"cost.":[21],"The":[22],"SDN":[23,139],"paradigm":[24],"offers":[25],"virtualized":[26],"network":[27,68],"services,":[28],"promoting":[29],"compatible":[31],"with":[32],"the":[33,46,50,57,67,134,138,146,161],"current":[34],"use":[37],"infrastructure-hosted":[38],"services":[39],"computing.":[40],"In":[41,101],"SDN,":[42],"switches":[43],"match":[44],"for":[45],"incoming":[47],"packets":[48,76],"in":[49,65,137,149],"flow":[51],"tables":[52],"but":[53],"do":[54],"not":[55],"process":[56],"packets.":[58],"Denial":[59,88],"Services":[61],"(DoS)":[62],"are":[63],"attacks":[64,85],"which":[66],"flooded":[70],"by":[71,109],"large":[73],"number":[74],"sent":[77],"from":[78],"machines":[79,96],"committed.":[80],"One":[81],"class":[82],"such":[84],"Distributed":[87],"Service":[90],"Attacks":[91],"(DDoS),":[92],"where":[93],"several":[94],"compromised":[95],"aim":[97],"simultaneously":[98],"target.":[100],"this":[102],"paper,":[103],"we":[104],"propose":[105],"an":[106],"ensemble":[107,147],"technique":[108],"adopting":[110],"different":[111],"machine":[112,150],"learning":[113,151,163],"(ML)":[114],"algorithms":[115],"namely":[116],"K-":[117],"Nearest":[118],"Neighbor":[119],"(KNN),":[120],"Naive":[121],"Bayes,":[122],"Support":[123],"Vector":[124],"Machine(SVM)":[125],"Self-Organizing":[127],"Map(SOM)":[128],"detect":[130],"anomalous":[131],"behavior":[132],"data":[135],"traffic":[136],"controller.":[140],"Our":[141],"experimental":[142],"results":[143],"show":[144],"method":[148],"provides":[152],"better":[153],"accuracy,":[154],"detection":[155],"rate,":[156],"false":[157],"alarm":[158],"rate":[159],"than":[160],"single":[162],"algorithm.":[164]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":20},{"year":2023,"cited_by_count":23},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":3}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2019-11-22T00:00:00"}
