{"id":"https://openalex.org/W4211219304","doi":"https://doi.org/10.1109/ccnc49033.2022.9700680","title":"RHC: Cluster based Feature Reduction for Network Intrusion Detections","display_name":"RHC: Cluster based Feature Reduction for Network Intrusion Detections","publication_year":2022,"publication_date":"2022-01-08","ids":{"openalex":"https://openalex.org/W4211219304","doi":"https://doi.org/10.1109/ccnc49033.2022.9700680"},"language":"en","primary_location":{"id":"doi:10.1109/ccnc49033.2022.9700680","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc49033.2022.9700680","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 19th Annual Consumer Communications &amp; Networking Conference (CCNC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5042540743","display_name":"Md. Hasan Tarek","orcid":"https://orcid.org/0009-0007-9531-2777"},"institutions":[{"id":"https://openalex.org/I205746353","display_name":"University of Dhaka","ror":"https://ror.org/05wv2vq37","country_code":"BD","type":"education","lineage":["https://openalex.org/I205746353"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Hasan Tarek","raw_affiliation_strings":["University of Dhaka,Institute of Information Technology,Dhaka,Bangladesh","Institute of Information Technology, University of Dhaka, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Dhaka,Institute of Information Technology,Dhaka,Bangladesh","institution_ids":["https://openalex.org/I205746353"]},{"raw_affiliation_string":"Institute of Information Technology, University of Dhaka, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I205746353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074870557","display_name":"Md. Mumtahin Habib Ullah Mazumder","orcid":"https://orcid.org/0000-0003-3617-2624"},"institutions":[{"id":"https://openalex.org/I63169043","display_name":"United International University","ror":"https://ror.org/01tqv1p28","country_code":"BD","type":"education","lineage":["https://openalex.org/I63169043"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Mumtahin Habib Ullah Mazumder","raw_affiliation_strings":["United International University,Computer Science and Engineering,Dhaka,Bangladesh","Computer Science and Engineering, United International University, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"United International University,Computer Science and Engineering,Dhaka,Bangladesh","institution_ids":["https://openalex.org/I63169043"]},{"raw_affiliation_string":"Computer Science and Engineering, United International University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I63169043"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051592512","display_name":"Sadia Sharmin","orcid":"https://orcid.org/0000-0002-5783-6242"},"institutions":[{"id":"https://openalex.org/I59805279","display_name":"Islamic University of Technology","ror":"https://ror.org/057gnqw22","country_code":"BD","type":"education","lineage":["https://openalex.org/I59805279"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Sadia Sharmin","raw_affiliation_strings":["Islamic University of Technology,Computer Science and Engineering,Gazipur,Bangladesh","Computer Science and Engineering, Islamic University of Technology, Gazipur, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Islamic University of Technology,Computer Science and Engineering,Gazipur,Bangladesh","institution_ids":["https://openalex.org/I59805279"]},{"raw_affiliation_string":"Computer Science and Engineering, Islamic University of Technology, Gazipur, Bangladesh","institution_ids":["https://openalex.org/I59805279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108056231","display_name":"Md. Shariful Islam","orcid":"https://orcid.org/0000-0003-3959-8049"},"institutions":[{"id":"https://openalex.org/I205746353","display_name":"University of Dhaka","ror":"https://ror.org/05wv2vq37","country_code":"BD","type":"education","lineage":["https://openalex.org/I205746353"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Shariful Islam","raw_affiliation_strings":["University of Dhaka,Institute of Information Technology,Dhaka,Bangladesh","Institute of Information Technology, University of Dhaka, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Dhaka,Institute of Information Technology,Dhaka,Bangladesh","institution_ids":["https://openalex.org/I205746353"]},{"raw_affiliation_string":"Institute of Information Technology, University of Dhaka, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I205746353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111187876","display_name":"Mohammad Shoyaib","orcid":null},"institutions":[{"id":"https://openalex.org/I205746353","display_name":"University of Dhaka","ror":"https://ror.org/05wv2vq37","country_code":"BD","type":"education","lineage":["https://openalex.org/I205746353"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Mohammad Shoyaib","raw_affiliation_strings":["University of Dhaka,Institute of Information Technology,Dhaka,Bangladesh","Institute of Information Technology, University of Dhaka, Dhaka, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Dhaka,Institute of Information Technology,Dhaka,Bangladesh","institution_ids":["https://openalex.org/I205746353"]},{"raw_affiliation_string":"Institute of Information Technology, University of Dhaka, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I205746353"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103432169","display_name":"Muhammad Mahbub Alam","orcid":null},"institutions":[{"id":"https://openalex.org/I59805279","display_name":"Islamic University of Technology","ror":"https://ror.org/057gnqw22","country_code":"BD","type":"education","lineage":["https://openalex.org/I59805279"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Muhammad Mahbub Alam","raw_affiliation_strings":["Islamic University of Technology,Computer Science and Engineering,Gazipur,Bangladesh","Computer Science and Engineering, Islamic University of Technology, Gazipur, Bangladesh"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Islamic University of Technology,Computer Science and Engineering,Gazipur,Bangladesh","institution_ids":["https://openalex.org/I59805279"]},{"raw_affiliation_string":"Computer Science and Engineering, Islamic University of Technology, Gazipur, Bangladesh","institution_ids":["https://openalex.org/I59805279"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"15","issue":null,"first_page":"378","last_page":"384"},"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":0.9970999956130981,"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/T12326","display_name":"Network Packet Processing and Optimization","score":0.9907000064849854,"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/computer-science","display_name":"Computer science","score":0.7776823043823242},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.6901031732559204},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6578493118286133},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6201108694076538},{"id":"https://openalex.org/keywords/feature-selection","display_name":"Feature selection","score":0.6179751753807068},{"id":"https://openalex.org/keywords/redundancy","display_name":"Redundancy (engineering)","score":0.5938349366188049},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5152850151062012},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.4980659484863281},{"id":"https://openalex.org/keywords/network-security","display_name":"Network security","score":0.49362266063690186},{"id":"https://openalex.org/keywords/mutual-information","display_name":"Mutual information","score":0.4928264915943146},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45692965388298035},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.4382808208465576},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4260937571525574},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3576560616493225},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.09200194478034973}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7776823043823242},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.6901031732559204},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6578493118286133},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6201108694076538},{"id":"https://openalex.org/C148483581","wikidata":"https://www.wikidata.org/wiki/Q446488","display_name":"Feature selection","level":2,"score":0.6179751753807068},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.5938349366188049},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5152850151062012},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.4980659484863281},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.49362266063690186},{"id":"https://openalex.org/C152139883","wikidata":"https://www.wikidata.org/wiki/Q252973","display_name":"Mutual information","level":2,"score":0.4928264915943146},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45692965388298035},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.4382808208465576},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4260937571525574},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3576560616493225},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.09200194478034973},{"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/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ccnc49033.2022.9700680","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ccnc49033.2022.9700680","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 IEEE 19th Annual Consumer Communications &amp; Networking Conference (CCNC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7200000286102295,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320334111","display_name":"Innovation Fund","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1491675663","https://openalex.org/W1661871015","https://openalex.org/W1842222660","https://openalex.org/W1875842236","https://openalex.org/W1984604320","https://openalex.org/W2076384720","https://openalex.org/W2099940443","https://openalex.org/W2115569246","https://openalex.org/W2255877686","https://openalex.org/W2267339884","https://openalex.org/W2296509296","https://openalex.org/W2345946136","https://openalex.org/W2346331195","https://openalex.org/W2591861165","https://openalex.org/W2602606737","https://openalex.org/W2783741806","https://openalex.org/W2786388277","https://openalex.org/W2789828921","https://openalex.org/W2915253732","https://openalex.org/W2953776456","https://openalex.org/W2964278775","https://openalex.org/W2969863169","https://openalex.org/W3021340315","https://openalex.org/W3022860870","https://openalex.org/W3023579245","https://openalex.org/W3038112596","https://openalex.org/W3098891640","https://openalex.org/W3120740533","https://openalex.org/W3172600038","https://openalex.org/W6636914306","https://openalex.org/W6785241700","https://openalex.org/W6797188180"],"related_works":["https://openalex.org/W2997083166","https://openalex.org/W2156571267","https://openalex.org/W2086424613","https://openalex.org/W3037363193","https://openalex.org/W2533731304","https://openalex.org/W2386078281","https://openalex.org/W3111660818","https://openalex.org/W2747166117","https://openalex.org/W4287553507","https://openalex.org/W2069321575"],"abstract_inverted_index":{"Intrusion":[0],"Detection":[1],"Systems":[2],"(IDSs)":[3],"play":[4],"an":[5],"important":[6],"part":[7],"in":[8,39,92,134,151],"securing":[9],"computer":[10],"networks":[11],"from":[12],"different":[13],"malicious":[14],"threats":[15],"and":[16,105,122,139,158],"attacks.":[17],"Modern":[18],"IDSs":[19],"leverage":[20],"machine":[21],"learning":[22],"algorithms":[23],"for":[24,107],"effective":[25],"intrusion":[26],"detection.":[27],"However,":[28],"network":[29],"traffic":[30],"flows":[31],"contain":[32],"a":[33,40,81],"large":[34],"number":[35],"of":[36,48,136,147],"redundant":[37,61,90],"features":[38,62,68,91],"high-dimensional":[41],"feature":[42,54,103,111],"space":[43],"which":[44],"decreases":[45],"the":[46,93,109,127,131,145],"performance":[47],"such":[49],"data-driven":[50],"approaches":[51],"drastically.":[52],"Existing":[53],"reduction":[55],"methods":[56,129,133,150],"lack":[57],"to":[58,66],"effectively":[59],"remove":[60],"as":[63,65],"well":[64],"retain":[67],"with":[69],"additional":[70],"information":[71],"(if":[72],"there":[73],"is":[74],"any).":[75],"In":[76],"this":[77],"paper,":[78],"we":[79],"propose":[80],"Redundancy":[82],"based":[83,96],"Hierarchical":[84],"Clustering":[85],"(RHC)":[86],"method":[87],"that":[88,126],"groups":[89],"same":[94],"cluster":[95],"on":[97,117],"mutual":[98],"information.":[99],"We":[100,113,143],"use":[101],"both":[102,152],"selection":[104],"extraction":[106],"finding":[108],"final":[110],"set.":[112],"conduct":[114],"rigorous":[115],"experiments":[116],"three":[118],"benchmark":[119],"security":[120],"datasets":[121],"our":[123,148],"results":[124],"demonstrate":[125],"proposed":[128,149],"outperform":[130],"state-of-the-art":[132],"terms":[135],"accuracy,":[137],"f-score":[138],"false":[140],"positive":[141],"rate.":[142],"show":[144],"superiority":[146],"binary":[153],"class":[154],"(normal":[155],"vs":[156],"attack)":[157],"multi-class":[159],"classification.":[160]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
