{"id":"https://openalex.org/W4205357471","doi":"https://doi.org/10.1109/idsta53674.2021.9660800","title":"Using Machine Learning for malware traffic prediction in IoT networks","display_name":"Using Machine Learning for malware traffic prediction in IoT networks","publication_year":2021,"publication_date":"2021-11-15","ids":{"openalex":"https://openalex.org/W4205357471","doi":"https://doi.org/10.1109/idsta53674.2021.9660800"},"language":"en","primary_location":{"id":"doi:10.1109/idsta53674.2021.9660800","is_oa":false,"landing_page_url":"https://doi.org/10.1109/idsta53674.2021.9660800","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 Second International Conference on Intelligent Data Science Technologies and Applications (IDSTA)","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/A5086463164","display_name":"Jayant Singh Bains","orcid":null},"institutions":[{"id":"https://openalex.org/I131564278","display_name":"Concordia University of Edmonton","ror":"https://ror.org/04013rx15","country_code":"CA","type":"education","lineage":["https://openalex.org/I131564278"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Jayant Singh Bains","raw_affiliation_strings":["IS Security and Assurance Managemen, Concordia University of Edmonton, Edmonton, Canada"],"affiliations":[{"raw_affiliation_string":"IS Security and Assurance Managemen, Concordia University of Edmonton, Edmonton, Canada","institution_ids":["https://openalex.org/I131564278"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075106956","display_name":"Hemanth Varma Kopanati","orcid":null},"institutions":[{"id":"https://openalex.org/I131564278","display_name":"Concordia University of Edmonton","ror":"https://ror.org/04013rx15","country_code":"CA","type":"education","lineage":["https://openalex.org/I131564278"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Hemanth Varma Kopanati","raw_affiliation_strings":["IS Security and Assurance Managemen, Concordia University of Edmonton, Edmonton, Canada"],"affiliations":[{"raw_affiliation_string":"IS Security and Assurance Managemen, Concordia University of Edmonton, Edmonton, Canada","institution_ids":["https://openalex.org/I131564278"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030992432","display_name":"Rahul Goyal","orcid":"https://orcid.org/0000-0002-3221-2847"},"institutions":[{"id":"https://openalex.org/I131564278","display_name":"Concordia University of Edmonton","ror":"https://ror.org/04013rx15","country_code":"CA","type":"education","lineage":["https://openalex.org/I131564278"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Rahul Goyal","raw_affiliation_strings":["IS Security and Assurance Managemen, Concordia University of Edmonton, Edmonton, Canada"],"affiliations":[{"raw_affiliation_string":"IS Security and Assurance Managemen, Concordia University of Edmonton, Edmonton, Canada","institution_ids":["https://openalex.org/I131564278"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081223860","display_name":"Bhargav Krishna Savaram","orcid":null},"institutions":[{"id":"https://openalex.org/I131564278","display_name":"Concordia University of Edmonton","ror":"https://ror.org/04013rx15","country_code":"CA","type":"education","lineage":["https://openalex.org/I131564278"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Bhargav Krishna Savaram","raw_affiliation_strings":["IS Security and Assurance Managemen, Concordia University of Edmonton, Edmonton, Canada"],"affiliations":[{"raw_affiliation_string":"IS Security and Assurance Managemen, Concordia University of Edmonton, Edmonton, Canada","institution_ids":["https://openalex.org/I131564278"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102964644","display_name":"Sergey Butakov","orcid":"https://orcid.org/0000-0001-6235-8858"},"institutions":[{"id":"https://openalex.org/I131564278","display_name":"Concordia University of Edmonton","ror":"https://ror.org/04013rx15","country_code":"CA","type":"education","lineage":["https://openalex.org/I131564278"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Sergey Butakov","raw_affiliation_strings":["IS Security and Assurance Managemen, Concordia University of Edmonton, Edmonton, Canada"],"affiliations":[{"raw_affiliation_string":"IS Security and Assurance Managemen, Concordia University of Edmonton, Edmonton, Canada","institution_ids":["https://openalex.org/I131564278"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5086463164"],"corresponding_institution_ids":["https://openalex.org/I131564278"],"apc_list":null,"apc_paid":null,"fwci":0.1528,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.53993751,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"146","last_page":"149"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9998999834060669,"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":0.9998999834060669,"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":0.996399998664856,"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":0.9952999949455261,"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/malware","display_name":"Malware","score":0.8576488494873047},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8101136088371277},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.628192663192749},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.4503636360168457},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38618502020835876},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.36849603056907654},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3596263527870178}],"concepts":[{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.8576488494873047},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8101136088371277},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.628192663192749},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.4503636360168457},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38618502020835876},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.36849603056907654},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3596263527870178}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/idsta53674.2021.9660800","is_oa":false,"landing_page_url":"https://doi.org/10.1109/idsta53674.2021.9660800","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 Second International Conference on Intelligent Data Science Technologies and Applications (IDSTA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.4399999976158142}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W607505555","https://openalex.org/W2008125527","https://openalex.org/W2012701999","https://openalex.org/W2019821286","https://openalex.org/W2039759229","https://openalex.org/W2133590498","https://openalex.org/W2748868501","https://openalex.org/W3041344359","https://openalex.org/W3121493031","https://openalex.org/W6743493502"],"related_works":["https://openalex.org/W2097492617","https://openalex.org/W2753240997","https://openalex.org/W1764168690","https://openalex.org/W2537959205","https://openalex.org/W2740895074","https://openalex.org/W2772446090","https://openalex.org/W4284893819","https://openalex.org/W2249809453","https://openalex.org/W3152891574","https://openalex.org/W4316881845"],"abstract_inverted_index":{"IoT":[0,34,59,75],"devices":[1,12],"have":[2,13],"become":[3],"the":[4,43,83,91],"mainstream":[5],"technology":[6],"in":[7,74],"many":[8,25],"industries.":[9],"Typically,":[10],"these":[11],"permanent":[14],"network":[15],"connection":[16],"which":[17],"makes":[18],"them":[19],"vulnerable":[20],"to":[21,37,54,70],"outside":[22],"attacks.":[23],"In":[24],"cases":[26],"security":[27],"mechanisms":[28],"cannot":[29],"be":[30,68],"built-in":[31],"into":[32],"each":[33],"device":[35],"due":[36],"limited":[38],"computational":[39],"power":[40],"available.":[41],"Instead,":[42],"existing":[44],"Intrusion":[45],"Detection":[46],"/":[47],"Prevention":[48],"Systems":[49],"can":[50,67],"use":[51],"machine":[52,65],"learning":[53,66],"protect":[55],"networks":[56],"that":[57],"carry":[58],"traffic.":[60],"This":[61],"paper":[62],"shows":[63],"how":[64],"used":[69,79],"detect":[71],"malicious":[72],"traffic":[73],"networks.":[76],"The":[77],"study":[78],"IoT-23":[80],"dataset":[81],"and":[82],"accuracy":[84],"recorded":[85],"ranges":[86],"from":[87],"98.9%–100%":[88],"depending":[89],"on":[90],"sub-dataset.":[92]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}