{"id":"https://openalex.org/W4200019171","doi":"https://doi.org/10.1109/icumt54235.2021.9631726","title":"An Efficient Feature Extraction Method for Attack Classification in IoT Networks","display_name":"An Efficient Feature Extraction Method for Attack Classification in IoT Networks","publication_year":2021,"publication_date":"2021-10-25","ids":{"openalex":"https://openalex.org/W4200019171","doi":"https://doi.org/10.1109/icumt54235.2021.9631726"},"language":"en","primary_location":{"id":"doi:10.1109/icumt54235.2021.9631726","doi":"https://doi.org/10.1109/icumt54235.2021.9631726","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icumt54235.2021.9631726","pdf_url":null,"source":{"id":"https://openalex.org/S7407087497","display_name":"International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT)","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 13th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT)","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/A5101573735","display_name":"Phuc Hao","orcid":"https://orcid.org/0000-0003-0645-0021","observed_orcids":["https://orcid.org/0000-0003-0645-0021"]},"institutions":[{"id":"https://openalex.org/I4210125720","display_name":"Danang Architecture University","ror":"https://ror.org/03aebk093","country_code":"VN","type":"education","lineage":["https://openalex.org/I4210125720"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Phuc Hao Do","raw_affiliation_strings":["Da Nang Architecture University, Danang, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Da Nang Architecture University, Danang, Vietnam","institution_ids":["https://openalex.org/I4210125720"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041417996","display_name":"Truong Duy Dinh","orcid":"https://orcid.org/0000-0002-9993-9792","observed_orcids":["https://orcid.org/0000-0002-9993-9792"]},"institutions":[{"id":"https://openalex.org/I4400600977","display_name":"Posts and Telecommunications Institute of Technology","ror":"https://ror.org/0363rtq22","country_code":"VN","type":"education","lineage":["https://openalex.org/I4400600977"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Truong Duy Dinh","raw_affiliation_strings":["Posts and Telecommunications Institute of Technology, Hanoi, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Posts and Telecommunications Institute of Technology, Hanoi, Vietnam","institution_ids":["https://openalex.org/I4400600977"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038961438","display_name":"Tran Duc Le","orcid":"https://orcid.org/0000-0003-3735-0314","observed_orcids":["https://orcid.org/0000-0003-3735-0314"]},"institutions":[{"id":"https://openalex.org/I3129492623","display_name":"University of Da Nang","ror":"https://ror.org/03ecpp171","country_code":"VN","type":"education","lineage":["https://openalex.org/I3129492623"]},{"id":"https://openalex.org/I3130697706","display_name":"University of Science and Technology - The University of Da Nang","ror":"https://ror.org/001ydh096","country_code":"VN","type":"education","lineage":["https://openalex.org/I3130697706"]}],"countries":["VN"],"is_corresponding":false,"raw_author_name":"Duc Tran Le","raw_affiliation_strings":["University of Science and Technology - The University of Danang, Danang, Vietnam"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology - The University of Danang, Danang, Vietnam","institution_ids":["https://openalex.org/I3129492623","https://openalex.org/I3130697706"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017967256","display_name":"Van Dai Pham","orcid":"https://orcid.org/0000-0003-1363-0784","observed_orcids":["https://orcid.org/0000-0003-1363-0784"]},"institutions":[{"id":"https://openalex.org/I37355250","display_name":"Saint-Petersburg State University of Telecommunications","ror":"https://ror.org/00pcyc255","country_code":"RU","type":"education","lineage":["https://openalex.org/I37355250"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Van Dai Pham","raw_affiliation_strings":["The Bonch-Bruevich St. Petersburg State University of Telecommunications, Saint-Petersburg, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Bonch-Bruevich St. Petersburg State University of Telecommunications, Saint-Petersburg, Russia","institution_ids":["https://openalex.org/I37355250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031042454","display_name":"\u041b.\u041e. \u041c\u044b\u0440\u043e\u0432\u0430","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210094303","display_name":"Research Institute of Radio","ror":"https://ror.org/00p4t5755","country_code":"RU","type":"facility","lineage":["https://openalex.org/I4210094303"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Lyudmila Myrova","raw_affiliation_strings":["JSC \u201cMoscow Order of the Red Banner of Labor Scientific Research Institute of Radio Engineering\u201d,Moscow,Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"JSC \u201cMoscow Order of the Red Banner of Labor Scientific Research Institute of Radio Engineering\u201d,Moscow,Russia","institution_ids":["https://openalex.org/I4210094303"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007458233","display_name":"Ruslan Kirichek","orcid":"https://orcid.org/0000-0002-8781-6840","observed_orcids":["https://orcid.org/0000-0002-8781-6840"]},"institutions":[{"id":"https://openalex.org/I37355250","display_name":"Saint-Petersburg State University of Telecommunications","ror":"https://ror.org/00pcyc255","country_code":"RU","type":"education","lineage":["https://openalex.org/I37355250"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Ruslan Kirichek","raw_affiliation_strings":["The Bonch-Bruevich St. Petersburg State University of Telecommunications, Saint-Petersburg, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Bonch-Bruevich St. Petersburg State University of Telecommunications, Saint-Petersburg, Russia","institution_ids":["https://openalex.org/I37355250"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9609,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.68396642,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"194","last_page":"199"},"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","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"}},{"id":"https://openalex.org/T12326","display_name":"Network Packet Processing and Optimization","score":0.0003000000142492354,"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/iot-security","display_name":"Internet of Things security","score":0.890999972820282},{"id":"https://openalex.org/keywords/intrusion-detection","display_name":"intrusion detection","score":0.7300000190734863},{"id":"https://openalex.org/keywords/attack-classification","display_name":"attack classification","score":0.8690000176429749},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"feature extraction","score":0.9950000047683716},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"anomaly detection","score":0.6539999842643738},{"id":"https://openalex.org/keywords/malicious-traffic","display_name":"malicious traffic","score":0.7760000228881836},{"id":"https://openalex.org/keywords/data-preprocessing","display_name":"data preprocessing","score":0.7699999809265137},{"id":"https://openalex.org/keywords/network-traffic-classification","display_name":"network traffic classification","score":0.5479999780654907}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8384184241294861},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.6828588247299194},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.6721221804618835},{"id":"https://openalex.org/C34736171","wikidata":"https://www.wikidata.org/wiki/Q918333","display_name":"Preprocessor","level":2,"score":0.5936117768287659},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.557388424873352},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.5429356694221497},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.48529547452926636},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46564921736717224},{"id":"https://openalex.org/C10551718","wikidata":"https://www.wikidata.org/wiki/Q5227332","display_name":"Data pre-processing","level":2,"score":0.4644351899623871},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4360584020614624},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.4263913333415985},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.41048163175582886},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.367948055267334},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.1888280212879181},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icumt54235.2021.9631726","doi":"https://doi.org/10.1109/icumt54235.2021.9631726","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icumt54235.2021.9631726","pdf_url":null,"source":{"id":"https://openalex.org/S7407087497","display_name":"International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT)","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 13th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT)","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":18,"referenced_works":["https://openalex.org/W1980035202","https://openalex.org/W2068849277","https://openalex.org/W2188591201","https://openalex.org/W2290145898","https://openalex.org/W2411130544","https://openalex.org/W2799900537","https://openalex.org/W2889513721","https://openalex.org/W2891481613","https://openalex.org/W2901695171","https://openalex.org/W2904539465","https://openalex.org/W2914010201","https://openalex.org/W2944645079","https://openalex.org/W2954952273","https://openalex.org/W2981857667","https://openalex.org/W3019610589","https://openalex.org/W3095531713","https://openalex.org/W3109979169","https://openalex.org/W6907343286"],"related_works":["https://openalex.org/W7128484004","https://openalex.org/W7014773310","https://openalex.org/W4225795243","https://openalex.org/W4394013869","https://openalex.org/W7204477407","https://openalex.org/W4390046515","https://openalex.org/W4413464773","https://openalex.org/W4310676095","https://openalex.org/W4408224506","https://openalex.org/W4399461254"],"abstract_inverted_index":{"Numerous":[0],"attacks":[1,93],"on":[2,82,110],"the":[3,33,61,102,106,111,114],"Internet":[4],"of":[5,35,41,46,63,113],"Things":[6],"(IoTs)":[7],"necessitate":[8],"detection":[9,20,29,55],"and":[10,24,66,85],"prevention":[11],"technologies,":[12],"such":[13],"as":[14],"Intrusion":[15],"Detection":[16],"Systems":[17],"(IDSs).":[18],"Anomaly":[19],"is":[21],"a":[22,36,73],"time-consuming":[23],"challenging":[25],"task":[26],"in":[27,72,94],"intrusion":[28],"systems.":[30],"It":[31],"requires":[32],"development":[34],"robust":[37],"classifier":[38],"model":[39,116],"capable":[40],"intelligently":[42],"detecting":[43],"multiple":[44],"types":[45],"attacks.":[47],"When":[48],"different":[49],"input":[50],"features":[51,103],"are":[52],"provided,":[53],"IDS'":[54],"performance":[56],"will":[57,70],"fluctuate":[58],"substantially.":[59],"Additionally,":[60,97],"volume":[62],"network":[64],"traffic":[65],"its":[67],"multidimensional":[68],"characteristics":[69],"result":[71],"lengthy":[74],"classification":[75,115],"process.":[76],"In":[77],"this":[78],"paper,":[79],"we":[80,98],"focus":[81],"data":[83],"preprocessing":[84],"propose":[86],"another":[87],"feature":[88],"extraction":[89],"method":[90],"for":[91,117],"classifying":[92],"IoT":[95,119],"networks.":[96],"also":[99],"point":[100],"out":[101],"that":[104],"have":[105],"most":[107],"significant":[108],"impact":[109],"accuracy":[112],"malicious":[118],"traffics.":[120]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2021-12-31T00:00:00"}