{"id":"https://openalex.org/W3208376151","doi":"https://doi.org/10.1109/access51619.2021.9563297","title":"Ensemble-Based Filter Feature Selection Technique for Building Flow-Based IDS","display_name":"Ensemble-Based Filter Feature Selection Technique for Building Flow-Based IDS","publication_year":2021,"publication_date":"2021-09-02","ids":{"openalex":"https://openalex.org/W3208376151","doi":"https://doi.org/10.1109/access51619.2021.9563297","mag":"3208376151"},"language":"en","primary_location":{"id":"doi:10.1109/access51619.2021.9563297","doi":"https://doi.org/10.1109/access51619.2021.9563297","is_oa":false,"landing_page_url":"https://doi.org/10.1109/access51619.2021.9563297","pdf_url":null,"source":{"id":"https://openalex.org/S7407086974","display_name":"International Conference on Advances in Computing, Communication, Embedded and Secure Systems (ACCESS)","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":"2021 2nd International Conference on Advances in Computing, Communication, Embedded and Secure Systems (ACCESS)","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/A5042527673","display_name":"Ishita Karna","orcid":"https://orcid.org/0000-0001-9677-3806","observed_orcids":["https://orcid.org/0000-0001-9677-3806"]},"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":"Ishita Karna","raw_affiliation_strings":["Dept of Computer Engg and IT, College of Engineering, Pune (COEP), Pune, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept of Computer Engg and IT, College of Engineering, Pune (COEP), Pune, India","institution_ids":["https://openalex.org/I4405273661"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062675662","display_name":"Aniket Madam","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":"Aniket Madam","raw_affiliation_strings":["Dept of Computer Engg and IT, College of Engineering, Pune (COEP), Pune, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept of Computer Engg and IT, College of Engineering, Pune (COEP), Pune, India","institution_ids":["https://openalex.org/I4405273661"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042520292","display_name":"Chinmay Deokule","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":"Chinmay Deokule","raw_affiliation_strings":["Dept of Computer Engg and IT, College of Engineering, Pune (COEP), Pune, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept of Computer Engg and 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 Adhao","raw_affiliation_strings":["Dept of Computer Engg and IT, College of Engineering, Pune (COEP), Pune, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept of Computer Engg and 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":["Dept of Computer Engg and IT, College of Engineering, Pune (COEP), Pune, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dept of Computer Engg and 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":0.9609,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.68396642,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"324","last_page":"328"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9970999956130981,"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":0.9970999956130981,"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":0.0010000000474974513,"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/T12391","display_name":"Artificial Immune Systems Applications","score":0.0006000000284984708,"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-systems","display_name":"intrusion detection systems","score":0.9359999895095825},{"id":"https://openalex.org/keywords/filter-based-feature-selection","display_name":"filter-based feature selection","score":0.8349999785423279},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"ensemble learning","score":0.9919999837875366},{"id":"https://openalex.org/keywords/network-traffic-classification","display_name":"network traffic classification","score":0.7580000162124634},{"id":"https://openalex.org/keywords/class-imbalance","display_name":"class imbalance","score":0.8510000109672546},{"id":"https://openalex.org/keywords/cicids2017","display_name":"CICIDS2017","score":0.9350000023841858},{"id":"https://openalex.org/keywords/nsl-kdd","display_name":"NSL-KDD dataset","score":0.9340000152587891},{"id":"https://openalex.org/keywords/network-security","display_name":"network security","score":0.5699999928474426},{"id":"https://openalex.org/keywords/computational-efficiency","display_name":"computational efficiency","score":0.4490000009536743}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8618251085281372},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.8239681124687195},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.7386335134506226},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.5693873763084412},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5676899552345276},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.545136034488678},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5122174620628357},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5041314363479614},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.49814677238464355},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48954877257347107},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4803715646266937},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.4768710732460022},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4665279984474182},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.43916428089141846},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4358949661254883},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.07804453372955322},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","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},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/access51619.2021.9563297","doi":"https://doi.org/10.1109/access51619.2021.9563297","is_oa":false,"landing_page_url":"https://doi.org/10.1109/access51619.2021.9563297","pdf_url":null,"source":{"id":"https://openalex.org/S7407086974","display_name":"International Conference on Advances in Computing, Communication, Embedded and Secure Systems (ACCESS)","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":"2021 2nd International Conference on Advances in Computing, Communication, Embedded and Secure Systems (ACCESS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2061517920","https://openalex.org/W2078677900","https://openalex.org/W2142835304","https://openalex.org/W2435251607","https://openalex.org/W2473882306","https://openalex.org/W2789828921","https://openalex.org/W2790513427","https://openalex.org/W2946445608","https://openalex.org/W2990352665","https://openalex.org/W3009939354","https://openalex.org/W3011410454","https://openalex.org/W3016509480","https://openalex.org/W3025029468","https://openalex.org/W3043486047","https://openalex.org/W3080980706"],"related_works":["https://openalex.org/W3177922938","https://openalex.org/W4285816640","https://openalex.org/W4393380362","https://openalex.org/W3014732532","https://openalex.org/W4405718970","https://openalex.org/W2928098780","https://openalex.org/W2955088454","https://openalex.org/W4309493281","https://openalex.org/W4382654565","https://openalex.org/W4387704148"],"abstract_inverted_index":{"Intrusion":[0],"Detection":[1],"systems":[2,97],"play":[3],"a":[4,30],"crucial":[5],"role":[6],"in":[7,24,43,77,131,149,167],"maintaining":[8],"network":[9,15],"security.":[10],"It":[11,27,54],"keeps":[12],"track":[13],"of":[14,41,94,102,107,119,129,151,170],"traffic":[16],"for":[17],"anomalous":[18],"activities":[19],"and":[20,133,141,154],"detects":[21],"any":[22],"vulnerabilities":[23],"the":[25,38,44,48,52,61,65,70,92,100,103,127,139,168],"network.":[26],"is":[28,55,147],"not":[29],"trivial":[31],"task":[32],"to":[33,37,67,90,125,161,164],"build":[34],"one":[35],"due":[36],"high":[39,75],"number":[40],"features":[42,63],"dataset,":[45],"which":[46],"increases":[47],"computational":[49,79],"overhead":[50],"on":[51,84],"system.":[53,104],"necessary":[56],"that":[57,69,157],"we":[58],"select":[59],"only":[60],"relevant":[62],"from":[64],"dataset":[66],"ensure":[68],"model":[71],"thus":[72],"built":[73],"provides":[74,115],"accuracy":[76],"low":[78],"time.":[80],"This":[81],"paper":[82],"works":[83,166],"different":[85],"filter-based":[86],"feature":[87,108],"selection":[88,109],"techniques":[89,110],"lower":[91],"complexity":[93],"intrusion":[95,171],"detection":[96],"while":[98],"preserving":[99],"performance":[101,146],"The":[105,121,144],"use":[106],"followed":[111],"by":[112,136],"ensemble":[113],"learning":[114],"an":[116],"optimal":[117],"subset":[118],"features.":[120],"proposed":[122],"method":[123],"attempts":[124],"handle":[126],"imbalance":[128],"classes":[130],"CIC-IDS2017":[132],"NSL-KDD":[134],"datasets":[135],"separately":[137],"classifying":[138],"minority":[140],"majority":[142],"classes.":[143],"model's":[145],"explored":[148],"terms":[150],"precision,":[152],"accuracy,":[153],"F1":[155],"score,":[156],"has":[158],"been":[159],"observed":[160],"be":[162],"superior":[163],"existing":[165],"field":[169],"detection.":[172]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2}],"updated_date":"2026-10-05T09:50:58.205359","created_date":"2021-11-08T00:00:00"}