{"id":"https://openalex.org/W4401396229","doi":"https://doi.org/10.52167/1609-1817-2024-132-3-406-418","title":"SEARCH FOR INFORMATIVE FEATURES BASED ON THE PRINCIPAL COMPONENT METHOD IN MALICIOUS TRAFFIC IDENTIFICATION AND ASSESSMENT TASKS","display_name":"SEARCH FOR INFORMATIVE FEATURES BASED ON THE PRINCIPAL COMPONENT METHOD IN MALICIOUS TRAFFIC IDENTIFICATION AND ASSESSMENT TASKS","publication_year":2024,"publication_date":"2024-04-22","ids":{"openalex":"https://openalex.org/W4401396229","doi":"https://doi.org/10.52167/1609-1817-2024-132-3-406-418"},"language":"en","primary_location":{"id":"doi:10.52167/1609-1817-2024-132-3-406-418","doi":"https://doi.org/10.52167/1609-1817-2024-132-3-406-418","is_oa":true,"landing_page_url":"http://dx.doi.org/10.52167/1609-1817-2024-132-3-406-418","pdf_url":"https://vestnik.alt.edu.kz/index.php/journal/article/download/1767/1310","source":{"id":"https://openalex.org/S4210207685","display_name":"\u0412\u0435\u0441\u0442\u043d\u0438\u043a \u041a\u0430\u0437\u0410\u0422\u041a","issn_l":"1609-1817","issn":["1609-1817","2790-5802"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4387930291","host_organization_name":"Mukhametzhan Tynyshbayev ALT University","host_organization_lineage":["https://openalex.org/I4387930291"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"\u0412\u0435\u0441\u0442\u043d\u0438\u043a \u041a\u0430\u0437\u0410\u0422\u041a","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://vestnik.alt.edu.kz/index.php/journal/article/download/1767/1310","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045524366","display_name":"Babyr Rzayev","orcid":"https://orcid.org/0000-0002-9671-650X","observed_orcids":["https://orcid.org/0000-0002-9671-650X"]},"institutions":[{"id":"https://openalex.org/I4210124329","display_name":"S.Seifullin Kazakh Agro Technical University","ror":"https://ror.org/024etxn40","country_code":"KZ","type":"education","lineage":["https://openalex.org/I4210124329"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Babyr Rzaev","raw_affiliation_strings":["S. Seifullin Kazakh Agro-Technical Research University , Astana , Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"S. Seifullin Kazakh Agro-Technical Research University , Astana , Kazakhstan","institution_ids":["https://openalex.org/I4210124329"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091145795","display_name":"Zhanar Beldeubayeva","orcid":"https://orcid.org/0000-0003-4056-6220","observed_orcids":["https://orcid.org/0000-0003-4056-6220"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhanar Beldeubaeva","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011552022","display_name":"Indira Uvaliyeva","orcid":"https://orcid.org/0000-0002-2117-5390","observed_orcids":["https://orcid.org/0000-0002-2117-5390"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Indira Uvalieva","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090262067","display_name":"Aigul Kayrulaevna Shaikhanova","orcid":"https://orcid.org/0000-0001-6006-4813","observed_orcids":["https://orcid.org/0000-0001-6006-4813"]},"institutions":[{"id":"https://openalex.org/I10232997","display_name":"L. N. Gumilyov Eurasian National University","ror":"https://ror.org/0242cby63","country_code":"KZ","type":"education","lineage":["https://openalex.org/I10232997"]}],"countries":["KZ"],"is_corresponding":false,"raw_author_name":"Aigul Shaikhanova","raw_affiliation_strings":["L.N. Gumilyov Eurasian National University , Astana , Kazakhstan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"L.N. Gumilyov Eurasian National University , Astana , Kazakhstan","institution_ids":["https://openalex.org/I10232997"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5006951101","display_name":"Aisulu Ismailova","orcid":"https://orcid.org/0000-0002-8958-1846","observed_orcids":["https://orcid.org/0000-0002-8958-1846"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Aisulu Ismailova","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"132","issue":"3","first_page":"406","last_page":"418"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9643999934196472,"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":0.9643999934196472,"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":0.020800000056624413,"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":0.0026000000070780516,"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/malicious-traffic-detection","display_name":"malicious traffic detection","score":0.9459999799728394},{"id":"https://openalex.org/keywords/network-traffic-analysis","display_name":"network traffic analysis","score":0.6669999957084656},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"principal component analysis","score":0.8169999718666077},{"id":"https://openalex.org/keywords/feature-selection","display_name":"feature selection","score":0.9110000133514404},{"id":"https://openalex.org/keywords/feature-space-reduction","display_name":"feature space reduction","score":0.8650000095367432},{"id":"https://openalex.org/keywords/telecommunications-networks","display_name":"telecommunications networks","score":0.8100000023841858},{"id":"https://openalex.org/keywords/intrusion-detection","display_name":"intrusion detection","score":0.5149999856948853}],"concepts":[{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.8229949474334717},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.7840464115142822},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6066468358039856},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.6040502190589905},{"id":"https://openalex.org/C144559511","wikidata":"https://www.wikidata.org/wiki/Q2986279","display_name":"Principal (computer security)","level":2,"score":0.5688782930374146},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46297404170036316},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3473580777645111},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3141937851905823},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.06331059336662292},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.52167/1609-1817-2024-132-3-406-418","doi":"https://doi.org/10.52167/1609-1817-2024-132-3-406-418","is_oa":true,"landing_page_url":"http://dx.doi.org/10.52167/1609-1817-2024-132-3-406-418","pdf_url":"https://vestnik.alt.edu.kz/index.php/journal/article/download/1767/1310","source":{"id":"https://openalex.org/S4210207685","display_name":"\u0412\u0435\u0441\u0442\u043d\u0438\u043a \u041a\u0430\u0437\u0410\u0422\u041a","issn_l":"1609-1817","issn":["1609-1817","2790-5802"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4387930291","host_organization_name":"Mukhametzhan Tynyshbayev ALT University","host_organization_lineage":["https://openalex.org/I4387930291"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"\u0412\u0435\u0441\u0442\u043d\u0438\u043a \u041a\u0430\u0437\u0410\u0422\u041a","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.52167/1609-1817-2024-132-3-406-418","doi":"https://doi.org/10.52167/1609-1817-2024-132-3-406-418","is_oa":true,"landing_page_url":"http://dx.doi.org/10.52167/1609-1817-2024-132-3-406-418","pdf_url":"https://vestnik.alt.edu.kz/index.php/journal/article/download/1767/1310","source":{"id":"https://openalex.org/S4210207685","display_name":"\u0412\u0435\u0441\u0442\u043d\u0438\u043a \u041a\u0430\u0437\u0410\u0422\u041a","issn_l":"1609-1817","issn":["1609-1817","2790-5802"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4387930291","host_organization_name":"Mukhametzhan Tynyshbayev ALT University","host_organization_lineage":["https://openalex.org/I4387930291"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"\u0412\u0435\u0441\u0442\u043d\u0438\u043a \u041a\u0430\u0437\u0410\u0422\u041a","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4401396229.pdf","grobid_xml":"https://content.openalex.org/works/W4401396229.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W2006740091","https://openalex.org/W2026621111","https://openalex.org/W2076758681","https://openalex.org/W2093168265","https://openalex.org/W2107528096","https://openalex.org/W2136420282","https://openalex.org/W2486666177","https://openalex.org/W2548252014","https://openalex.org/W2886020981","https://openalex.org/W2920946673","https://openalex.org/W2946879263","https://openalex.org/W3039222472","https://openalex.org/W3090041645","https://openalex.org/W3164952570","https://openalex.org/W3187431941","https://openalex.org/W4221040829","https://openalex.org/W4283725750","https://openalex.org/W4285175807","https://openalex.org/W4290694910","https://openalex.org/W4309197882","https://openalex.org/W4311735610","https://openalex.org/W4312208405","https://openalex.org/W4313151162","https://openalex.org/W4313281833","https://openalex.org/W4378906691","https://openalex.org/W4379472313","https://openalex.org/W6907710144"],"related_works":["https://openalex.org/W2065582580","https://openalex.org/W3041721321","https://openalex.org/W4241571380","https://openalex.org/W2947607008","https://openalex.org/W3141328603","https://openalex.org/W2040677838","https://openalex.org/W4391352083","https://openalex.org/W4226316316","https://openalex.org/W2972621020","https://openalex.org/W2462597051"],"abstract_inverted_index":{"The":[0,128],"proposed":[1,129],"study":[2,26],"will":[3],"be":[4],"aimed":[5],"at":[6],"improving":[7],"the":[8,21,25,33,41,50,53,57,68,71,79,89,92,97,108,111,117,121,132,135],"accuracy":[9],"of":[10,17,20,24,32,45,55,70,78,91,110,119,134,137,139,142,146],"detecting":[11],"malicious":[12,140],"traffic":[13,36,62,141],"in":[14,60],"telecommunications":[15],"networks":[16],"companies.":[18],"One":[19],"important":[22],"tasks":[23],"was":[27],"to":[28,49,76,87,115],"develop":[29],"a":[30],"model":[31],"required":[34],"network":[35,46,61,126],"feature":[37,93],"space":[38,94],"by":[39,95],"highlighting":[40,96],"most":[42,98,122],"informative":[43,99,103,123],"features":[44,58,124],"packets.":[47],"Due":[48],"fact":[51],"that":[52],"analysis":[54],"all":[56],"present":[59],"requires":[63],"large":[64],"computing":[65],"resources":[66],"and":[67,100],"redundancy":[69],"analyzed":[72],"data":[73],"can":[74],"lead":[75],"retraining":[77],"developed":[80],"model,":[81],"there":[82],"is":[83],"an":[84],"urgent":[85],"need":[86],"reduce":[88],"size":[90],"excluding":[101],"less":[102],"features.":[104],"This":[105],"article":[106],"proposes":[107],"application":[109],"principal":[112],"component":[113],"method":[114],"achieve":[116],"goal":[118],"identifying":[120],"from":[125],"traffic.":[127],"approach":[130],"increases":[131],"reliability":[133],"results":[136],"identification":[138],"companies,":[143],"without":[144],"loss":[145],"quality.":[147]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2024-08-08T00:00:00"}