{"id":"https://openalex.org/W4285816640","doi":"https://doi.org/10.1109/i2ct54291.2022.9824425","title":"Ensemble Based Feature Selection Technique For Flow Based Intrusion Detection System","display_name":"Ensemble Based Feature Selection Technique For Flow Based Intrusion Detection System","publication_year":2022,"publication_date":"2022-04-07","ids":{"openalex":"https://openalex.org/W4285816640","doi":"https://doi.org/10.1109/i2ct54291.2022.9824425"},"language":"en","primary_location":{"id":"doi:10.1109/i2ct54291.2022.9824425","doi":"https://doi.org/10.1109/i2ct54291.2022.9824425","is_oa":false,"landing_page_url":"https://doi.org/10.1109/i2ct54291.2022.9824425","pdf_url":null,"source":{"id":"https://openalex.org/S4363607804","display_name":"IEEE International Conference for Convergence in Technology (I2CT)","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":"2022 IEEE 7th International conference for Convergence in Technology (I2CT)","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/A5046527967","display_name":"Mayur V Tayde","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405273661","display_name":"COEP Technological University","ror":"https://ror.org/008128n17","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405273661"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Mayur V Tayde","raw_affiliation_strings":["IT College of Engineering Pune(COEP),Department of Computer Engineering,Pune,India","Department of Computer Engineering, IT College of Engineering Pune(COEP), Pune, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IT College of Engineering Pune(COEP),Department of Computer Engineering,Pune,India","institution_ids":["https://openalex.org/I4405273661"]},{"raw_affiliation_string":"Department of Computer Engineering, IT College of Engineering Pune(COEP), Pune, India","institution_ids":["https://openalex.org/I4405273661"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006948444","display_name":"Rahul B. Adhao","orcid":"https://orcid.org/0000-0001-7760-496X","observed_orcids":["https://orcid.org/0000-0001-7760-496X"]},"institutions":[{"id":"https://openalex.org/I4405273661","display_name":"COEP Technological University","ror":"https://ror.org/008128n17","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405273661"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rahul B Adhao","raw_affiliation_strings":["IT College of Engineering Pune(COEP),Department of Computer Engineering,Pune,India","Department of Computer Engineering, IT College of Engineering Pune(COEP), Pune, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IT College of Engineering Pune(COEP),Department of Computer Engineering,Pune,India","institution_ids":["https://openalex.org/I4405273661"]},{"raw_affiliation_string":"Department of Computer Engineering, IT College of Engineering Pune(COEP), Pune, India","institution_ids":["https://openalex.org/I4405273661"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000218896","display_name":"Vinod Pachghare","orcid":"https://orcid.org/0000-0003-0076-6172","observed_orcids":["https://orcid.org/0000-0003-0076-6172"]},"institutions":[{"id":"https://openalex.org/I4405273661","display_name":"COEP Technological University","ror":"https://ror.org/008128n17","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405273661"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vinod Pachghare","raw_affiliation_strings":["IT College of Engineering Pune(COEP),Department of Computer Engineering,Pune,India","Department of Computer Engineering, IT College of Engineering Pune(COEP), Pune, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IT College of Engineering Pune(COEP),Department of Computer Engineering,Pune,India","institution_ids":["https://openalex.org/I4405273661"]},{"raw_affiliation_string":"Department of Computer Engineering, IT College of Engineering Pune(COEP), Pune, India","institution_ids":["https://openalex.org/I4405273661"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4405273661"],"apc_list":null,"apc_paid":null,"fwci":1.173,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.74450359,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":95},"biblio":{"volume":"10","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9980000257492065,"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":0.9980000257492065,"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":0.0008999999845400453,"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"}},{"id":"https://openalex.org/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.0003000000142492354,"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/intrusion-detection","display_name":"intrusion detection","score":0.7279999852180481},{"id":"https://openalex.org/keywords/feature-selection","display_name":"feature selection","score":0.8370000123977661},{"id":"https://openalex.org/keywords/ensemble-feature-selection","display_name":"ensemble feature selection","score":0.8870000243186951},{"id":"https://openalex.org/keywords/flow-based-features","display_name":"flow-based features","score":0.546999990940094},{"id":"https://openalex.org/keywords/cicids2017","display_name":"CICIDS2017","score":0.8799999952316284},{"id":"https://openalex.org/keywords/gain-ratio","display_name":"gain ratio","score":0.8489999771118164},{"id":"https://openalex.org/keywords/pearson-correlation","display_name":"Pearson correlation","score":0.9330000281333923},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.7799999713897705},{"id":"https://openalex.org/keywords/network-security","display_name":"network security","score":0.8140000104904175},{"id":"https://openalex.org/keywords/feature-reduction","display_name":"feature reduction","score":0.6159999966621399}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7051641941070557},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.685650646686554},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6422103047370911},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5413221716880798},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4193081855773926},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.40661919116973877},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.375329852104187},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/i2ct54291.2022.9824425","doi":"https://doi.org/10.1109/i2ct54291.2022.9824425","is_oa":false,"landing_page_url":"https://doi.org/10.1109/i2ct54291.2022.9824425","pdf_url":null,"source":{"id":"https://openalex.org/S4363607804","display_name":"IEEE International Conference for Convergence in Technology (I2CT)","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":"2022 IEEE 7th International conference for Convergence in Technology (I2CT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W67767829","https://openalex.org/W200681053","https://openalex.org/W1490509368","https://openalex.org/W2043494271","https://openalex.org/W2125194875","https://openalex.org/W2981178906","https://openalex.org/W2990352665","https://openalex.org/W3009939354","https://openalex.org/W3025029468","https://openalex.org/W3085635467","https://openalex.org/W3111758288","https://openalex.org/W3196738623","https://openalex.org/W4207077000","https://openalex.org/W6790643848"],"related_works":["https://openalex.org/W3010302001","https://openalex.org/W4393380362","https://openalex.org/W3208376151","https://openalex.org/W4309493281","https://openalex.org/W4313138486","https://openalex.org/W3016454271","https://openalex.org/W2128167806","https://openalex.org/W2537292398","https://openalex.org/W2114995365","https://openalex.org/W2395995927"],"abstract_inverted_index":{"The":[0,174],"use":[1],"of":[2,77,101,152,159,181],"the":[3,10,39,54,58,62,104,117,128,141,145,164,188],"internet":[4],"has":[5,16],"been":[6],"drastically":[7],"increasing":[8],"in":[9,38],"last":[11],"decades;":[12],"hence,":[13],"network":[14,40,44],"security":[15],"become":[17],"a":[18,30,74,98,178],"big":[19],"issue.":[20],"To":[21],"resolve":[22],"these":[23,156],"issues":[24],"Intrusion":[25],"detection":[26],"system":[27,119],"(IDS)":[28],"plays":[29],"very":[31],"important":[32],"role.":[33],"IDS":[34],"detects":[35],"malicious":[36],"activity":[37],"by":[41,72],"inspecting":[42],"all":[43],"traffic":[45],"and":[46,112,124,136,155,170],"sending":[47],"an":[48,70,83],"alert":[49],"message":[50],"or":[51,68],"signal":[52],"to":[53,66,96,163],"administrator.":[55],"So":[56],"that":[57,177],"person":[59],"can":[60,80],"take":[61,88],"most":[63],"reliable":[64],"action":[65],"stop":[67],"block":[69],"attack,":[71],"using":[73],"higher":[75],"number":[76],"features,":[78,154],"we":[79],"easily":[81],"develop":[82],"IDS,":[84],"but":[85],"it":[86,93],"will":[87,107],"more":[89],"computational":[90,114],"time.":[91,115],"Hence,":[92],"is":[94,122,131],"necessary":[95],"choose":[97],"relevant":[99],"set":[100,180],"features":[102,148,160,182],"from":[103],"dataset,":[105],"which":[106],"give":[108],"us":[109],"high":[110],"accuracy":[111],"low":[113],"In":[116],"proposed":[118],"CICIDS-2017":[120],"dataset":[121],"used,":[123],"for":[125],"feature":[126],"selection,":[127],"arithmetic":[129,142],"operation":[130,143],"performed":[132],"on":[133,140],"Gain":[134],"ratio,":[135],"Pearson\u2019s":[137],"correlation.":[138],"Based":[139],"result,":[144],"top":[146],"30":[147],"are":[149,161,172],"selected":[150],"out":[151],"78":[153,190],"reduced":[157,179],"sets":[158],"fed":[162],"machine":[165],"learning":[166],"classifier":[167],"random":[168],"forest,":[169],"results":[171],"calculated.":[173],"result":[175],"shows":[176],"provides":[183],"better":[184],"accuracy,":[185],"99.8302%,":[186],"than":[187],"total":[189],"features.":[191]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2022-07-19T00:00:00"}