{"id":"https://openalex.org/W4390045778","doi":"https://doi.org/10.1109/idaacs58523.2023.10348814","title":"Feature Engineering for Deep Learning-Based Anomaly Detection in 5G and Beyond","display_name":"Feature Engineering for Deep Learning-Based Anomaly Detection in 5G and Beyond","publication_year":2023,"publication_date":"2023-09-07","ids":{"openalex":"https://openalex.org/W4390045778","doi":"https://doi.org/10.1109/idaacs58523.2023.10348814"},"language":"en","primary_location":{"id":"doi:10.1109/idaacs58523.2023.10348814","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/idaacs58523.2023.10348814","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 12th International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS)","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/A5058275772","display_name":"Taras Maksymyuk","orcid":"https://orcid.org/0000-0002-2739-9862"},"institutions":[{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Taras Maksymyuk","raw_affiliation_strings":["Lviv Polytechnic National University,Lviv,Ukraine,79013"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lviv Polytechnic National University,Lviv,Ukraine,79013","institution_ids":["https://openalex.org/I98435010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062852859","display_name":"Nazarii Lutsiv","orcid":null},"institutions":[{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Nazarii Lutsiv","raw_affiliation_strings":["Lviv Polytechnic National University,Lviv,Ukraine,79013"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lviv Polytechnic National University,Lviv,Ukraine,79013","institution_ids":["https://openalex.org/I98435010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088763621","display_name":"Bohdan Shubyn","orcid":"https://orcid.org/0000-0002-3051-1544"},"institutions":[{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Bohdan Shubyn","raw_affiliation_strings":["Lviv Polytechnic National University,Lviv,Ukraine,79013"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lviv Polytechnic National University,Lviv,Ukraine,79013","institution_ids":["https://openalex.org/I98435010"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017059038","display_name":"Juraj Gazda","orcid":"https://orcid.org/0000-0002-7334-9540"},"institutions":[{"id":"https://openalex.org/I183764125","display_name":"Technical University of Ko\u0161ice","ror":"https://ror.org/05xm08015","country_code":"SK","type":"education","lineage":["https://openalex.org/I183764125"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Juraj Gazda","raw_affiliation_strings":["Technical University of Kosice,Ko&#x0161;ice,Slovakia,04001"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Kosice,Ko&#x0161;ice,Slovakia,04001","institution_ids":["https://openalex.org/I183764125"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089105068","display_name":"\u041e\u0440\u0435\u0441\u0442 \u0406\u0432\u0430\u0445\u0456\u0432","orcid":"https://orcid.org/0000-0003-3299-9798"},"institutions":[{"id":"https://openalex.org/I98435010","display_name":"Lviv Polytechnic National University","ror":"https://ror.org/0542q3127","country_code":"UA","type":"education","lineage":["https://openalex.org/I98435010"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Orest Ivakhiv","raw_affiliation_strings":["Lviv Polytechnic National University,Lviv,Ukraine,79013"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lviv Polytechnic National University,Lviv,Ukraine,79013","institution_ids":["https://openalex.org/I98435010"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.7256,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.67082173,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1110","last_page":"1113"},"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.9991999864578247,"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/computer-science","display_name":"Computer science","score":0.7793897390365601},{"id":"https://openalex.org/keywords/botnet","display_name":"Botnet","score":0.7221295237541199},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.6765660643577576},{"id":"https://openalex.org/keywords/denial-of-service-attack","display_name":"Denial-of-service attack","score":0.666832685470581},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.6532995104789734},{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.5401010513305664},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5082475543022156},{"id":"https://openalex.org/keywords/hacker","display_name":"Hacker","score":0.505893886089325},{"id":"https://openalex.org/keywords/rendering","display_name":"Rendering (computer graphics)","score":0.49796414375305176},{"id":"https://openalex.org/keywords/network-security","display_name":"Network security","score":0.4967520833015442},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.470905065536499},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.46510204672813416},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.443753182888031},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36784714460372925},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.20997768640518188}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7793897390365601},{"id":"https://openalex.org/C22735295","wikidata":"https://www.wikidata.org/wiki/Q317671","display_name":"Botnet","level":3,"score":0.7221295237541199},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6765660643577576},{"id":"https://openalex.org/C38822068","wikidata":"https://www.wikidata.org/wiki/Q131406","display_name":"Denial-of-service attack","level":3,"score":0.666832685470581},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.6532995104789734},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.5401010513305664},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5082475543022156},{"id":"https://openalex.org/C86844869","wikidata":"https://www.wikidata.org/wiki/Q2798820","display_name":"Hacker","level":2,"score":0.505893886089325},{"id":"https://openalex.org/C205711294","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Rendering (computer graphics)","level":2,"score":0.49796414375305176},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.4967520833015442},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.470905065536499},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.46510204672813416},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.443753182888031},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36784714460372925},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.20997768640518188},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/idaacs58523.2023.10348814","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/idaacs58523.2023.10348814","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 12th International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W2021637567","https://openalex.org/W2024400346","https://openalex.org/W2032778106","https://openalex.org/W2080697824","https://openalex.org/W2126342452","https://openalex.org/W2160291822","https://openalex.org/W2381074797","https://openalex.org/W2393727648","https://openalex.org/W2520318353","https://openalex.org/W2551104701","https://openalex.org/W2734532290","https://openalex.org/W2789828921","https://openalex.org/W2793130454","https://openalex.org/W2816944552","https://openalex.org/W2912290085","https://openalex.org/W2913294167","https://openalex.org/W2921019731","https://openalex.org/W2937711216","https://openalex.org/W2991507433","https://openalex.org/W3008535060","https://openalex.org/W3198660576","https://openalex.org/W4313390628","https://openalex.org/W6628798925"],"related_works":["https://openalex.org/W2294483539","https://openalex.org/W2378449000","https://openalex.org/W3187581118","https://openalex.org/W2929621094","https://openalex.org/W1996006176","https://openalex.org/W4285325964","https://openalex.org/W4230824443","https://openalex.org/W2292210693","https://openalex.org/W2038807247","https://openalex.org/W2097156747"],"abstract_inverted_index":{"In":[0,59],"the":[1,13,28,89,140],"current":[2],"digital":[3],"landscape":[4],"characterized":[5],"by":[6,27,93,143],"an":[7,68,144],"immense":[8],"number":[9,90],"of":[10,91,130,146],"interconnected":[11],"devices,":[12],"possibilities":[14],"for":[15],"potential":[16],"network":[17,84,114],"attacks":[18],"are":[19],"virtually":[20],"limitless.":[21],"This":[22],"issue":[23],"is":[24],"further":[25],"exacerbated":[26],"fact":[29],"that":[30,74,109],"numerous":[31],"low-cost":[32],"devices":[33,46],"lack":[34],"robust":[35],"security":[36],"measures,":[37],"rendering":[38],"them":[39],"susceptible":[40],"to":[41,53,61,105,138],"hacking.":[42],"Once":[43],"compromised,":[44],"these":[45],"can":[47],"be":[48],"enlisted":[49],"in":[50,121],"a":[51,94,113,126],"botnet":[52],"execute":[54],"distributed":[55],"denial-of-service":[56],"(DDoS)":[57],"attacks.":[58],"response":[60],"this":[62],"escalating":[63],"cybersecurity":[64],"threat,":[65],"we":[66],"propose":[67],"innovative":[69],"Intrusion":[70],"Detection":[71],"System":[72],"(IDS)":[73],"capitalizes":[75],"on":[76,132],"deep":[77],"learning,":[78],"utilizing":[79],"optimal":[80],"feature":[81],"extraction":[82],"from":[83],"traffic.":[85],"By":[86],"trimming":[87],"down":[88],"features":[92],"substantial":[95],"94%":[96],"without":[97],"sacrificing":[98],"classification":[99],"accuracy,":[100],"our":[101],"method":[102],"demonstrates":[103],"resilience":[104],"minor":[106],"system":[107],"perturbations":[108],"do":[110],"not":[111],"signify":[112],"anomaly.":[115],"Our":[116],"approach":[117],"underwent":[118],"rigorous":[119],"evaluation":[120],"diverse":[122],"simulation":[123],"scenarios,":[124],"delivering":[125],"high":[127],"detection":[128],"accuracy":[129],"99%":[131],"well-established":[133],"datasets.":[134],"Moreover,":[135],"it":[136],"manages":[137],"reduce":[139],"training":[141],"time":[142],"order":[145],"magnitude.":[147]},"counts_by_year":[{"year":2023,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
