{"id":"https://openalex.org/W4281903041","doi":"https://doi.org/10.32604/iasc.2023.026769","title":"An Intrusion Detection System for SDN Using Machine Learning","display_name":"An Intrusion Detection System for SDN Using Machine Learning","publication_year":2022,"publication_date":"2022-06-06","ids":{"openalex":"https://openalex.org/W4281903041","doi":"https://doi.org/10.32604/iasc.2023.026769"},"language":"en","primary_location":{"id":"doi:10.32604/iasc.2023.026769","is_oa":true,"landing_page_url":"https://doi.org/10.32604/iasc.2023.026769","pdf_url":"https://file.techscience.com/ueditor/files/iasc/TSP_IASC-35-1/TSP_IASC_26769/TSP_IASC_26769.pdf","source":{"id":"https://openalex.org/S40639465","display_name":"Intelligent Automation & Soft Computing","issn_l":"1079-8587","issn":["1079-8587","2326-005X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Automation &amp; Soft Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://file.techscience.com/ueditor/files/iasc/TSP_IASC-35-1/TSP_IASC_26769/TSP_IASC_26769.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001498453","display_name":"G. Logeswari","orcid":null},"institutions":[{"id":"https://openalex.org/I33585257","display_name":"Anna University, Chennai","ror":"https://ror.org/01qhf1r47","country_code":"IN","type":"education","lineage":["https://openalex.org/I33585257"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"G. Logeswari","raw_affiliation_strings":["Department of Computer Science and Engineering, College of Engineering, Guindy, Anna University, Chennai, Tamilnadu, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, College of Engineering, Guindy, Anna University, Chennai, Tamilnadu, India","institution_ids":["https://openalex.org/I33585257"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036084782","display_name":"Sanjay K. Bose","orcid":"https://orcid.org/0000-0001-6443-1780"},"institutions":[{"id":"https://openalex.org/I33585257","display_name":"Anna University, Chennai","ror":"https://ror.org/01qhf1r47","country_code":"IN","type":"education","lineage":["https://openalex.org/I33585257"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"S. Bose","raw_affiliation_strings":["Department of Computer Science and Engineering, College of Engineering, Guindy, Anna University, Chennai, Tamilnadu, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, College of Engineering, Guindy, Anna University, Chennai, Tamilnadu, India","institution_ids":["https://openalex.org/I33585257"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034824821","display_name":"T. Anitha","orcid":null},"institutions":[{"id":"https://openalex.org/I33585257","display_name":"Anna University, Chennai","ror":"https://ror.org/01qhf1r47","country_code":"IN","type":"education","lineage":["https://openalex.org/I33585257"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"T. Anitha","raw_affiliation_strings":["Department of Computer Science and Engineering, College of Engineering, Guindy, Anna University, Chennai, Tamilnadu, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, College of Engineering, Guindy, Anna University, Chennai, Tamilnadu, India","institution_ids":["https://openalex.org/I33585257"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5001498453"],"corresponding_institution_ids":["https://openalex.org/I33585257"],"apc_list":null,"apc_paid":null,"fwci":13.8458,"has_fulltext":true,"cited_by_count":106,"citation_normalized_percentile":{"value":0.99252387,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"35","issue":"1","first_page":"867","last_page":"880"},"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9998000264167786,"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":0.9984999895095825,"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":0.8819878697395325},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.7046321630477905},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6969180107116699},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5664185881614685},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5633620023727417},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5613857507705688},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.5186061859130859},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5092688798904419},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4900423288345337},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.4492649734020233},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4199870824813843},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.20724403858184814}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8819878697395325},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.7046321630477905},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6969180107116699},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5664185881614685},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5633620023727417},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5613857507705688},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.5186061859130859},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5092688798904419},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4900423288345337},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.4492649734020233},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4199870824813843},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.20724403858184814},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.32604/iasc.2023.026769","is_oa":true,"landing_page_url":"https://doi.org/10.32604/iasc.2023.026769","pdf_url":"https://file.techscience.com/ueditor/files/iasc/TSP_IASC-35-1/TSP_IASC_26769/TSP_IASC_26769.pdf","source":{"id":"https://openalex.org/S40639465","display_name":"Intelligent Automation & Soft Computing","issn_l":"1079-8587","issn":["1079-8587","2326-005X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Automation &amp; Soft Computing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.32604/iasc.2023.026769","is_oa":true,"landing_page_url":"https://doi.org/10.32604/iasc.2023.026769","pdf_url":"https://file.techscience.com/ueditor/files/iasc/TSP_IASC-35-1/TSP_IASC_26769/TSP_IASC_26769.pdf","source":{"id":"https://openalex.org/S40639465","display_name":"Intelligent Automation & Soft Computing","issn_l":"1079-8587","issn":["1079-8587","2326-005X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Intelligent Automation &amp; Soft Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4099999964237213,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4281903041.pdf","grobid_xml":"https://content.openalex.org/works/W4281903041.grobid-xml"},"referenced_works_count":23,"referenced_works":["https://openalex.org/W2147118406","https://openalex.org/W2460037574","https://openalex.org/W2527999453","https://openalex.org/W2782735691","https://openalex.org/W2789654058","https://openalex.org/W2952078967","https://openalex.org/W2979354191","https://openalex.org/W3088647798","https://openalex.org/W3172104502","https://openalex.org/W3175571781","https://openalex.org/W3210361010","https://openalex.org/W4234819795","https://openalex.org/W4239963787","https://openalex.org/W6667426332","https://openalex.org/W6674887505","https://openalex.org/W6742879292","https://openalex.org/W6751927272","https://openalex.org/W6760683376","https://openalex.org/W6764727802","https://openalex.org/W6770962673","https://openalex.org/W6775293392","https://openalex.org/W6781307327","https://openalex.org/W6789990611"],"related_works":["https://openalex.org/W3193043704","https://openalex.org/W4386259002","https://openalex.org/W1546989560","https://openalex.org/W3171520305","https://openalex.org/W4388745254","https://openalex.org/W2980082554","https://openalex.org/W2767419625","https://openalex.org/W2389704471","https://openalex.org/W1517228774","https://openalex.org/W2117019857"],"abstract_inverted_index":{"Software":[0],"Defined":[1],"Networking":[2],"(SDN)":[3],"has":[4,20,98],"emerged":[5],"as":[6],"a":[7,40,61,84,113],"promising":[8],"and":[9,24,30,56,68,74,138,190,222],"exciting":[10],"option":[11],"for":[12,119],"the":[13,17,22,27,34,100,107,122,135,146,149,160,171,179,205,213],"future":[14],"growth":[15],"of":[16,26,102,128,194,218],"internet.":[18],"SDN":[19,85],"increased":[21],"flexibility":[23],"transparency":[25],"managed,":[28],"centralized,":[29],"controlled":[31],"network.":[32],"On":[33],"other":[35],"hand,":[36],"these":[37],"advantages":[38],"create":[39],"more":[41],"vulnerable":[42],"environment":[43],"with":[44],"substantial":[45],"risks,":[46],"culminating":[47],"in":[48,92,178,216],"network":[49],"difficulties,":[50],"system":[51,207],"paralysis,":[52],"online":[53],"banking":[54],"frauds,":[55],"robberies.":[57],"These":[58],"issues":[59],"have":[60],"significant":[62],"detrimental":[63],"impact":[64],"on":[65,200],"organizations,":[66],"enterprises,":[67],"even":[69],"economies.":[70],"Accuracy,":[71],"high":[72],"performance,":[73],"real-time":[75],"systems":[76],"are":[77],"necessary":[78],"to":[79,86,133,139,158,188,212],"achieve":[80],"this":[81,111],"goal.":[82],"Using":[83],"extend":[87],"intelligent":[88],"machine":[89],"learning":[90],"methodologies":[91],"an":[93,141],"Intrusion":[94],"Detection":[95],"System":[96],"(IDS)":[97],"stimulated":[99],"interest":[101],"numerous":[103],"research":[104],"investigators":[105],"over":[106],"last":[108],"decade.":[109],"In":[110,145],"paper,":[112],"novel":[114],"HFS-LGBM":[115],"IDS":[116],"is":[117,131,156,167,185],"proposed":[118,206],"SDN.":[120],"First,":[121],"Hybrid":[123],"Feature":[124,152,175],"Selection":[125,153],"algorithm":[126,155,184],"consisting":[127],"two":[129],"phases":[130],"applied":[132],"reduce":[134],"data":[136],"dimension":[137],"obtain":[140,159],"optimal":[142,164],"feature":[143,161,165],"subset.":[144,162],"first":[147],"phase,":[148],"Correlation":[150],"based":[151,199],"(CFS)":[154],"used":[157,187],"The":[163,196],"set":[166],"obtained":[168],"by":[169],"applying":[170],"Random":[172],"Forest":[173],"Recursive":[174],"Elimination":[176],"(RF-RFE)":[177],"second":[180],"phase.":[181],"A":[182],"LightGBM":[183],"then":[186],"detect":[189],"classify":[191],"different":[192],"types":[193],"attacks.":[195],"experimental":[197],"results":[198,210],"NSL-KDD":[201],"dataset":[202],"show":[203],"that":[204],"produces":[208],"outstanding":[209],"compared":[211],"existing":[214],"methods":[215],"terms":[217],"accuracy,":[219],"precision,":[220],"recall":[221],"f-measure.":[223]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":36},{"year":2024,"cited_by_count":35},{"year":2023,"cited_by_count":23},{"year":2022,"cited_by_count":3}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2025-10-10T00:00:00"}
