{"id":"https://openalex.org/W4388937338","doi":"https://doi.org/10.1109/icccnt56998.2023.10307814","title":"An Ensemble Learning-Based DDoS Attack Detection Considering the Impact of ICA","display_name":"An Ensemble Learning-Based DDoS Attack Detection Considering the Impact of ICA","publication_year":2023,"publication_date":"2023-07-06","ids":{"openalex":"https://openalex.org/W4388937338","doi":"https://doi.org/10.1109/icccnt56998.2023.10307814"},"language":"en","primary_location":{"id":"doi:10.1109/icccnt56998.2023.10307814","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icccnt56998.2023.10307814","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 14th International Conference on Computing Communication and Networking Technologies (ICCCNT)","raw_type":"proceedings-article"},"type":"article","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/A5113052783","display_name":"Anique Jana","orcid":null},"institutions":[{"id":"https://openalex.org/I1288043984","display_name":"Techno India University","ror":"https://ror.org/00v1y6t69","country_code":"IN","type":"education","lineage":["https://openalex.org/I1288043984"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Anique Jana","raw_affiliation_strings":["Techno International NewTown,Computer Science and Engineering,Kolkata,India,700156"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Techno International NewTown,Computer Science and Engineering,Kolkata,India,700156","institution_ids":["https://openalex.org/I1288043984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113052784","display_name":"Dipesh Mahato","orcid":null},"institutions":[{"id":"https://openalex.org/I1288043984","display_name":"Techno India University","ror":"https://ror.org/00v1y6t69","country_code":"IN","type":"education","lineage":["https://openalex.org/I1288043984"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Dipesh Mahato","raw_affiliation_strings":["Techno International NewTown,Computer Science and Engineering,Kolkata,India,700156"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Techno International NewTown,Computer Science and Engineering,Kolkata,India,700156","institution_ids":["https://openalex.org/I1288043984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025251681","display_name":"Raja Karmakar","orcid":"https://orcid.org/0000-0003-1916-7743"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Raja Karmakar","raw_affiliation_strings":["Heritage Institute of Technology,Computer Science and Engineering,Kolkata,India,700107"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Heritage Institute of Technology,Computer Science and Engineering,Kolkata,India,700107","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047176032","display_name":"Sandipan Ghosal","orcid":null},"institutions":[{"id":"https://openalex.org/I1288043984","display_name":"Techno India University","ror":"https://ror.org/00v1y6t69","country_code":"IN","type":"education","lineage":["https://openalex.org/I1288043984"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sandipan Ghosal","raw_affiliation_strings":["Techno International NewTown,Computer Science and Engineering,Kolkata,India,700156"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Techno International NewTown,Computer Science and Engineering,Kolkata,India,700156","institution_ids":["https://openalex.org/I1288043984"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006691719","display_name":"Twinkle Chatterjee","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Twinkle Chatterjee","raw_affiliation_strings":["Techno International NewTown,Information Technology,Kolkata,India,700156"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Techno International NewTown,Information Technology,Kolkata,India,700156","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18750649,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"3","issue":null,"first_page":"1","last_page":"7"},"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":0.9987000226974487,"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":0.9936000108718872,"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":0.8213850259780884},{"id":"https://openalex.org/keywords/denial-of-service-attack","display_name":"Denial-of-service attack","score":0.7413564920425415},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6768209934234619},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.6367979049682617},{"id":"https://openalex.org/keywords/independent-component-analysis","display_name":"Independent component analysis","score":0.6101461052894592},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5826276540756226},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5570383071899414},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.5342139005661011},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4689822793006897},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4583205282688141},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.42734771966934204},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.4189608693122864},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3697196841239929},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.2964322566986084},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.20431196689605713},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.1094491183757782}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8213850259780884},{"id":"https://openalex.org/C38822068","wikidata":"https://www.wikidata.org/wiki/Q131406","display_name":"Denial-of-service attack","level":3,"score":0.7413564920425415},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6768209934234619},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.6367979049682617},{"id":"https://openalex.org/C51432778","wikidata":"https://www.wikidata.org/wiki/Q1259145","display_name":"Independent component analysis","level":2,"score":0.6101461052894592},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5826276540756226},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5570383071899414},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.5342139005661011},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4689822793006897},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4583205282688141},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.42734771966934204},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.4189608693122864},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3697196841239929},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.2964322566986084},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.20431196689605713},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.1094491183757782},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icccnt56998.2023.10307814","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icccnt56998.2023.10307814","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 14th International Conference on Computing Communication and Networking Technologies (ICCCNT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1521850300","https://openalex.org/W2068803497","https://openalex.org/W2087016914","https://openalex.org/W2258515346","https://openalex.org/W2463861306","https://openalex.org/W2940371396","https://openalex.org/W2940716932","https://openalex.org/W3076649823","https://openalex.org/W4210579600","https://openalex.org/W4211053448","https://openalex.org/W4212990994","https://openalex.org/W4281708156","https://openalex.org/W4285307762","https://openalex.org/W6719601474"],"related_works":["https://openalex.org/W4389954502","https://openalex.org/W2771255398","https://openalex.org/W2930428186","https://openalex.org/W3200027047","https://openalex.org/W4385770464","https://openalex.org/W3125536479","https://openalex.org/W3120363735","https://openalex.org/W4214820172","https://openalex.org/W2394323384","https://openalex.org/W3136871737"],"abstract_inverted_index":{"Distributed":[0],"denial":[1],"of":[2,60,68,76,143,151,162,182,189],"service":[3],"(DDoS)":[4],"attacks":[5,21,78],"can":[6],"cause":[7],"considerable":[8],"financial":[9],"harm":[10],"and":[11,32,34,51,83,99,106,115,128,158],"operational":[12],"concerns":[13],"in":[14,103],"the":[15,74,92,140,147,152,160,167,175,187],"internet":[16],"business":[17],"era.":[18],"Detecting":[19],"such":[20],"necessitates":[22],"overcoming":[23],"two":[24],"challenges:":[25],"distinguishing":[26],"normal":[27],"packets":[28,31],"from":[29],"attack":[30,38,169],"consistently":[33],"effectively":[35],"identifying":[36],"distinct":[37],"categories.":[39],"As":[40],"a":[41],"result,":[42],"an":[43,66,180],"ideal":[44],"detection":[45,75],"system":[46],"should":[47],"be":[48],"simple,":[49],"reliable,":[50],"effective,":[52],"with":[53,82,157,179],"low":[54],"false":[55],"alarm":[56],"rates.":[57],"The":[58,108,149],"goal":[59],"this":[61],"paper":[62],"is":[63,111,155,170],"to":[64,113,135,195],"give":[65],"analysis":[67],"machine":[69],"learning":[70,197],"(ML)":[71],"methods":[72],"for":[73],"DDoS":[77,168],"using":[79,119,174],"Ensemble":[80],"Learning":[81],"without":[84,159],"implementing":[85],"Independent":[86],"Component":[87],"Analysis":[88],"(ICA).":[89],"It":[90],"improves":[91,186],"feature":[93],"extraction,":[94],"source":[95],"separation,":[96],"noise":[97],"reduction,":[98],"data":[100,137],"pre-processing,":[101],"resulting":[102],"better":[104],"performance":[105,150,188],"insights.":[107],"KDD-99":[109],"dataset":[110],"used":[112,134],"train":[114],"test":[116],"ML":[117,191],"models,":[118],"Logistic":[120],"Regression,":[121],"Random":[122,176],"Forest,":[123],"Decision":[124],"Trees,":[125],"K-Nearest":[126],"Neighbors,":[127],"Gaussian":[129],"Naive":[130],"Bayes.":[131],"They":[132],"are":[133],"extract":[136],"while":[138],"categorizing":[139],"different":[141],"types":[142],"input":[144],"features":[145],"during":[146],"training.":[148],"proposed":[153],"mechanism":[154],"analyzed":[156],"use":[161],"ICA.":[163],"Results":[164],"show":[165],"that":[166],"most":[171],"successfully":[172],"detected":[173],"Forest":[177],"classifier":[178],"accuracy":[181],"99.9670%.":[183],"Moreover,":[184],"ICA":[185],"all":[190],"models":[192],"when":[193],"compared":[194],"unsupervised":[196],"techniques.":[198]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
