{"id":"https://openalex.org/W3167826121","doi":"https://doi.org/10.1109/syscon48628.2021.9447099","title":"Network Traffic Flow Based Machine Learning Technique for IoT Device Identification","display_name":"Network Traffic Flow Based Machine Learning Technique for IoT Device Identification","publication_year":2021,"publication_date":"2021-04-15","ids":{"openalex":"https://openalex.org/W3167826121","doi":"https://doi.org/10.1109/syscon48628.2021.9447099","mag":"3167826121"},"language":"en","primary_location":{"id":"doi:10.1109/syscon48628.2021.9447099","is_oa":false,"landing_page_url":"https://doi.org/10.1109/syscon48628.2021.9447099","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Systems Conference (SysCon)","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/A5091751624","display_name":"Imtiaz Ullah","orcid":"https://orcid.org/0000-0002-2952-7215"},"institutions":[{"id":"https://openalex.org/I39470171","display_name":"University of Ontario Institute of Technology","ror":"https://ror.org/016zre027","country_code":"CA","type":"education","lineage":["https://openalex.org/I39470171"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Imtiaz Ullah","raw_affiliation_strings":["Ontario Tech University, Oshawa, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Ontario Tech University, Oshawa, ON, Canada","institution_ids":["https://openalex.org/I39470171"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011840659","display_name":"Qusay H. Mahmoud","orcid":"https://orcid.org/0000-0003-0472-5757"},"institutions":[{"id":"https://openalex.org/I39470171","display_name":"University of Ontario Institute of Technology","ror":"https://ror.org/016zre027","country_code":"CA","type":"education","lineage":["https://openalex.org/I39470171"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Qusay H. Mahmoud","raw_affiliation_strings":["Ontario Tech University, Oshawa, ON, Canada"],"affiliations":[{"raw_affiliation_string":"Ontario Tech University, Oshawa, ON, Canada","institution_ids":["https://openalex.org/I39470171"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5091751624"],"corresponding_institution_ids":["https://openalex.org/I39470171"],"apc_list":null,"apc_paid":null,"fwci":3.504,"has_fulltext":false,"cited_by_count":28,"citation_normalized_percentile":{"value":0.92692673,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"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":1.0,"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9993000030517578,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8119704723358154},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.7129923105239868},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5808671116828918},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.5292852520942688},{"id":"https://openalex.org/keywords/flow-network","display_name":"Flow network","score":0.44980350136756897},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.41592225432395935},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4120580554008484},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.3840886056423187},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3427891731262207},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3384050130844116},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.23887044191360474}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8119704723358154},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.7129923105239868},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5808671116828918},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.5292852520942688},{"id":"https://openalex.org/C114809511","wikidata":"https://www.wikidata.org/wiki/Q1412924","display_name":"Flow network","level":2,"score":0.44980350136756897},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.41592225432395935},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4120580554008484},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.3840886056423187},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3427891731262207},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3384050130844116},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.23887044191360474},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/syscon48628.2021.9447099","is_oa":false,"landing_page_url":"https://doi.org/10.1109/syscon48628.2021.9447099","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Systems Conference (SysCon)","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":26,"referenced_works":["https://openalex.org/W1543537233","https://openalex.org/W1978973474","https://openalex.org/W2155886813","https://openalex.org/W2166782166","https://openalex.org/W2169177434","https://openalex.org/W2574448563","https://openalex.org/W2591712613","https://openalex.org/W2602652370","https://openalex.org/W2620213176","https://openalex.org/W2649060971","https://openalex.org/W2782642120","https://openalex.org/W2783357966","https://openalex.org/W2783810000","https://openalex.org/W2799758613","https://openalex.org/W2918696265","https://openalex.org/W2982426954","https://openalex.org/W3012667734","https://openalex.org/W3022604549","https://openalex.org/W3110819044","https://openalex.org/W3122864121","https://openalex.org/W4245409806","https://openalex.org/W6684770248","https://openalex.org/W6732005117","https://openalex.org/W6747717752","https://openalex.org/W6760029287","https://openalex.org/W6786566991"],"related_works":["https://openalex.org/W4245926026","https://openalex.org/W4311097251","https://openalex.org/W2586548817","https://openalex.org/W2625093826","https://openalex.org/W2950174689","https://openalex.org/W4200598720","https://openalex.org/W2921026492","https://openalex.org/W4361251261","https://openalex.org/W3031181660","https://openalex.org/W2372764048"],"abstract_inverted_index":{"Security":[0],"and":[1,35,98,150,179,190],"privacy":[2],"issues":[3,18],"are":[4,10,52],"being":[5],"raised":[6],"as":[7],"smart":[8,120],"systems":[9],"integrated":[11],"into":[12],"our":[13,140,197],"daily":[14],"lives.":[15],"New":[16,47],"security":[17],"have":[19,106,124],"emerged":[20],"with":[21,118],"several":[22],"new":[23],"vendors":[24],"that":[25,202],"develop":[26],"the":[27,56,72,91,112,130,163,168,203],"Internet":[28],"of":[29,37,49,58,74],"Things":[30],"(IoT)":[31],"products.":[32],"The":[33],"contents":[34],"patterns":[36],"network":[38,50,59,92,95,102,135],"traffic":[39,103,136],"will":[40],"expose":[41],"vulnerable":[42],"IoT":[43,61,63,76,87,131,164,209],"devices":[44,88],"to":[45,54,85,90,116,128,161,167],"intruders.":[46],"methods":[48],"assessment":[51],"needed":[53],"evaluate":[55,139],"type":[57],"connected":[60,166],"devices.":[62,210],"device":[64,132,165],"recognition":[65],"would":[66],"provide":[67],"a":[68,81,108,119,126,183],"comprehensive":[69],"structure":[70],"for":[71],"development":[73],"stable":[75],"networks.":[77],"This":[78,154],"paper":[79,155],"chooses":[80],"machine":[82],"learning":[83],"technique":[84],"identify":[86,129,162],"linked":[89],"by":[93],"analyzing":[94],"flow":[96],"sent":[97],"received.":[99],"To":[100],"generate":[101],"data,":[104],"we":[105,200],"developed":[107],"dataset":[109],"adapted":[110],"from":[111],"IoT23":[113],"Pcap":[114],"files":[115],"experiment":[117],"home":[121],"network.":[122,169],"We":[123,138],"created":[125],"model":[127,142,205],"based":[133],"on":[134,157],"analysis.":[137],"proposed":[141,171,204],"via":[143,182],"full":[144,184],"features":[145,148,152,160,185,188,192],"dataset,":[146,149,186,189,199],"reduces":[147],"flow-based":[151,159,191],"dataset.":[153,193],"focuses":[156],"using":[158,196],"Our":[170],"scheme":[172],"results":[173],"in":[174],"100%":[175],"precision,":[176,177],"recall,":[178],"F":[180],"score":[181],"reduced":[187],"Through":[194],"evaluations":[195],"produced":[198],"demonstrate":[201],"can":[206],"accurately":[207],"classify":[208]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}
