{"id":"https://openalex.org/W4406355054","doi":"https://doi.org/10.1109/ictc62082.2024.10827554","title":"Considerations of Using the Network Traffic Dataset for Machine Learning Algorithms","display_name":"Considerations of Using the Network Traffic Dataset for Machine Learning Algorithms","publication_year":2024,"publication_date":"2024-10-16","ids":{"openalex":"https://openalex.org/W4406355054","doi":"https://doi.org/10.1109/ictc62082.2024.10827554"},"language":"en","primary_location":{"id":"doi:10.1109/ictc62082.2024.10827554","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictc62082.2024.10827554","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Information and Communication Technology Convergence (ICTC)","raw_type":"proceedings-article"},"type":"article","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/A5103554553","display_name":"Yangseo Choi","orcid":"https://orcid.org/0000-0002-6243-2111"},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"facility","lineage":["https://openalex.org/I142401562","https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Yangseo Choi","raw_affiliation_strings":["Electronics and Telecommunications Research Institue,Intelligent Network Security Research Section,Daejeon,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electronics and Telecommunications Research Institue,Intelligent Network Security Research Section,Daejeon,Republic of Korea","institution_ids":["https://openalex.org/I142401562"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045066571","display_name":"Jaehak Yu","orcid":"https://orcid.org/0000-0003-0281-7666"},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"facility","lineage":["https://openalex.org/I142401562","https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jaehak Yu","raw_affiliation_strings":["Electronics and Telecommunications Research Institue,Intelligent Network Security Research Section,Daejeon,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electronics and Telecommunications Research Institue,Intelligent Network Security Research Section,Daejeon,Republic of Korea","institution_ids":["https://openalex.org/I142401562"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053688503","display_name":"Kijong Koo","orcid":"https://orcid.org/0009-0005-4333-5294"},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"facility","lineage":["https://openalex.org/I142401562","https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Ki-Jong Koo","raw_affiliation_strings":["Electronics and Telecommunications Research Institue,Intelligent Network Security Research Section,Daejeon,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electronics and Telecommunications Research Institue,Intelligent Network Security Research Section,Daejeon,Republic of Korea","institution_ids":["https://openalex.org/I142401562"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045383638","display_name":"Daesung Moon","orcid":"https://orcid.org/0000-0002-9961-0401"},"institutions":[{"id":"https://openalex.org/I142401562","display_name":"Electronics and Telecommunications Research Institute","ror":"https://ror.org/03ysstz10","country_code":"KR","type":"facility","lineage":["https://openalex.org/I142401562","https://openalex.org/I2801339556","https://openalex.org/I4210144908","https://openalex.org/I4387152098"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Daesung Moon","raw_affiliation_strings":["Electronics and Telecommunications Research Institue,Intelligent Network Security Research Section,Daejeon,Republic of Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electronics and Telecommunications Research Institue,Intelligent Network Security Research Section,Daejeon,Republic of Korea","institution_ids":["https://openalex.org/I142401562"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5103554553"],"corresponding_institution_ids":["https://openalex.org/I142401562"],"apc_list":null,"apc_paid":null,"fwci":0.2952,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.60930185,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"427","last_page":"428"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14470","display_name":"Advanced Data Processing Techniques","score":0.9613000154495239,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14470","display_name":"Advanced Data Processing Techniques","score":0.9613000154495239,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9344000220298767,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7662280201911926},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5321233868598938},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4923447370529175},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.43632179498672485},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.32319962978363037}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7662280201911926},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5321233868598938},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4923447370529175},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.43632179498672485},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32319962978363037}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ictc62082.2024.10827554","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ictc62082.2024.10827554","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Information and Communication Technology Convergence (ICTC)","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":5,"referenced_works":["https://openalex.org/W2343828539","https://openalex.org/W2789828921","https://openalex.org/W3022070558","https://openalex.org/W4401752687","https://openalex.org/W4402157630"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474"],"abstract_inverted_index":{"Recent":[0],"advancements":[1],"in":[2,47],"network":[3,19,30,64,77,99,116],"security":[4,117],"have":[5],"increasingly":[6],"relied":[7],"on":[8,74],"machine":[9],"learning":[10],"(ML)":[11],"algorithms":[12],"to":[13,51,110],"extract":[14],"and":[15,32,60,102],"analyze":[16],"features":[17,22],"from":[18,83],"traffic.":[20,65],"These":[21],"are":[23,44],"crucial":[24],"for":[25,39,106],"detecting":[26],"malicious":[27],"activities,":[28],"identifying":[29],"services":[31],"classifying":[33],"applications.":[34],"However,":[35],"the":[36,55,95,104,112],"datasets":[37,59,101],"used":[38],"training":[40],"these":[41,58],"ML":[42],"models":[43,69],"often":[45],"generated":[46],"controlled":[48],"environments,":[49],"leading":[50],"significant":[52,72],"discrepancies":[53],"between":[54],"characteristics":[56],"of":[57,62,97,114],"those":[61],"actual":[63],"Researchers":[66],"sometimes":[67],"develop":[68],"that":[70,85],"show":[71],"performance":[73],"a":[75],"given":[76],"traffic":[78,100],"dataset":[79],"by":[80],"utilizing":[81],"data":[82,108],"areas":[84],"should":[86],"not":[87],"be":[88],"used.":[89],"In":[90],"this":[91],"paper,":[92],"we":[93],"discuss":[94],"limitations":[96],"current":[98],"emphasizes":[103],"need":[105],"realistic":[107],"representation":[109],"enhance":[111],"efficacy":[113],"ML-based":[115],"solutions.":[118]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-03T09:05:47.796612","created_date":"2025-10-10T00:00:00"}