{"id":"https://openalex.org/W3120036043","doi":"https://doi.org/10.1007/s13042-020-01241-0","title":"Ensemble machine learning approach for classification of IoT devices in smart home","display_name":"Ensemble machine learning approach for classification of IoT devices in smart home","publication_year":2021,"publication_date":"2021-01-02","ids":{"openalex":"https://openalex.org/W3120036043","doi":"https://doi.org/10.1007/s13042-020-01241-0","mag":"3120036043"},"language":"en","primary_location":{"id":"doi:10.1007/s13042-020-01241-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13042-020-01241-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13042-020-01241-0.pdf","source":{"id":"https://openalex.org/S2764999920","display_name":"International Journal of Machine Learning and Cybernetics","issn_l":"1868-8071","issn":["1868-8071","1868-808X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Machine Learning and Cybernetics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s13042-020-01241-0.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063958136","display_name":"Ivan Cviti\u0107","orcid":"https://orcid.org/0000-0003-3728-6711"},"institutions":[{"id":"https://openalex.org/I181343428","display_name":"University of Zagreb","ror":"https://ror.org/00mv6sv71","country_code":"HR","type":"education","lineage":["https://openalex.org/I181343428"]}],"countries":["HR"],"is_corresponding":true,"raw_author_name":"Ivan Cviti\u0107","raw_affiliation_strings":["Department of Information and Communication Traffic, University of Zagreb, Faculty of Transport and Traffic Sciences, Zagreb, Republic of Croatia"],"raw_orcid":"https://orcid.org/0000-0003-3728-6711","affiliations":[{"raw_affiliation_string":"Department of Information and Communication Traffic, University of Zagreb, Faculty of Transport and Traffic Sciences, Zagreb, Republic of Croatia","institution_ids":["https://openalex.org/I181343428"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022899605","display_name":"Dragan Perakovi\u0107","orcid":"https://orcid.org/0000-0002-0476-9373"},"institutions":[{"id":"https://openalex.org/I181343428","display_name":"University of Zagreb","ror":"https://ror.org/00mv6sv71","country_code":"HR","type":"education","lineage":["https://openalex.org/I181343428"]}],"countries":["HR"],"is_corresponding":false,"raw_author_name":"Dragan Perakovi\u0107","raw_affiliation_strings":["Department of Information and Communication Traffic, University of Zagreb, Faculty of Transport and Traffic Sciences, Zagreb, Republic of Croatia"],"raw_orcid":"https://orcid.org/0000-0002-0476-9373","affiliations":[{"raw_affiliation_string":"Department of Information and Communication Traffic, University of Zagreb, Faculty of Transport and Traffic Sciences, Zagreb, Republic of Croatia","institution_ids":["https://openalex.org/I181343428"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060518453","display_name":"Marko Peri\u0161a","orcid":"https://orcid.org/0000-0002-1775-0735"},"institutions":[{"id":"https://openalex.org/I181343428","display_name":"University of Zagreb","ror":"https://ror.org/00mv6sv71","country_code":"HR","type":"education","lineage":["https://openalex.org/I181343428"]}],"countries":["HR"],"is_corresponding":false,"raw_author_name":"Marko Peri\u0161a","raw_affiliation_strings":["Department of Information and Communication Traffic, University of Zagreb, Faculty of Transport and Traffic Sciences, Zagreb, Republic of Croatia"],"raw_orcid":"https://orcid.org/0000-0002-1775-0735","affiliations":[{"raw_affiliation_string":"Department of Information and Communication Traffic, University of Zagreb, Faculty of Transport and Traffic Sciences, Zagreb, Republic of Croatia","institution_ids":["https://openalex.org/I181343428"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5071261948","display_name":"Brij B. Gupta","orcid":"https://orcid.org/0000-0003-4929-4698"},"institutions":[{"id":"https://openalex.org/I105094715","display_name":"National Institute of Technology Kurukshetra","ror":"https://ror.org/04909p852","country_code":"IN","type":"education","lineage":["https://openalex.org/I105094715"]},{"id":"https://openalex.org/I143578492","display_name":"Asia University","ror":"https://ror.org/038a1tp19","country_code":"TW","type":"education","lineage":["https://openalex.org/I143578492"]},{"id":"https://openalex.org/I99043593","display_name":"Macquarie University","ror":"https://ror.org/01sf06y89","country_code":"AU","type":"education","lineage":["https://openalex.org/I99043593"]}],"countries":["AU","IN","TW"],"is_corresponding":true,"raw_author_name":"Brij Gupta","raw_affiliation_strings":["Department of Computer Engineering, National Institute of Technology Kurukshetra, Kurukshetra, Haryana, India","Department of Computer Science and Information Engineering, Asia University, Taichung, Taiwan","Macquarie University, Balaclava Rd, Macquarie Park, NSW, 2109, Australia"],"raw_orcid":"https://orcid.org/0000-0003-4929-4698","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, National Institute of Technology Kurukshetra, Kurukshetra, Haryana, India","institution_ids":["https://openalex.org/I105094715"]},{"raw_affiliation_string":"Department of Computer Science and Information Engineering, Asia University, Taichung, Taiwan","institution_ids":["https://openalex.org/I143578492"]},{"raw_affiliation_string":"Macquarie University, Balaclava Rd, Macquarie Park, NSW, 2109, Australia","institution_ids":["https://openalex.org/I99043593"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5063958136","https://openalex.org/A5071261948"],"corresponding_institution_ids":["https://openalex.org/I105094715","https://openalex.org/I143578492","https://openalex.org/I181343428","https://openalex.org/I99043593"],"apc_list":{"value":2790,"currency":"EUR","value_usd":3590},"apc_paid":{"value":2790,"currency":"EUR","value_usd":3590},"fwci":31.7238,"has_fulltext":true,"cited_by_count":249,"citation_normalized_percentile":{"value":0.9988812,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"12","issue":"11","first_page":"3179","last_page":"3202"},"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9966999888420105,"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":0.9957000017166138,"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":0.7847438454627991},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.6657612323760986},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5943974256515503},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5504676699638367},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5422753095626831},{"id":"https://openalex.org/keywords/cohens-kappa","display_name":"Cohen's kappa","score":0.48152264952659607},{"id":"https://openalex.org/keywords/home-automation","display_name":"Home automation","score":0.4411343038082123},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.4240497648715973},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.32527101039886475},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.21241417527198792},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.0908326506614685}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7847438454627991},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.6657612323760986},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5943974256515503},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5504676699638367},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5422753095626831},{"id":"https://openalex.org/C163864269","wikidata":"https://www.wikidata.org/wiki/Q1107106","display_name":"Cohen's kappa","level":2,"score":0.48152264952659607},{"id":"https://openalex.org/C507571656","wikidata":"https://www.wikidata.org/wiki/Q848436","display_name":"Home automation","level":2,"score":0.4411343038082123},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.4240497648715973},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32527101039886475},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.21241417527198792},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0908326506614685},{"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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s13042-020-01241-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13042-020-01241-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13042-020-01241-0.pdf","source":{"id":"https://openalex.org/S2764999920","display_name":"International Journal of Machine Learning and Cybernetics","issn_l":"1868-8071","issn":["1868-8071","1868-808X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Machine Learning and Cybernetics","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s13042-020-01241-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13042-020-01241-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13042-020-01241-0.pdf","source":{"id":"https://openalex.org/S2764999920","display_name":"International Journal of Machine Learning and Cybernetics","issn_l":"1868-8071","issn":["1868-8071","1868-808X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Machine Learning and Cybernetics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.6399999856948853,"id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G6863355718","display_name":null,"funder_award_id":"555-1","funder_id":"https://openalex.org/F4320310928","funder_display_name":"Sveu\u010dili\u0161te u Zagrebu"},{"id":"https://openalex.org/G7085576871","display_name":null,"funder_award_id":"2019/2020","funder_id":"https://openalex.org/F4320310928","funder_display_name":"Sveu\u010dili\u0161te u Zagrebu"}],"funders":[{"id":"https://openalex.org/F4320310928","display_name":"Sveu\u010dili\u0161te u Zagrebu","ror":"https://ror.org/00mv6sv71"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3120036043.pdf","grobid_xml":"https://content.openalex.org/works/W3120036043.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W898814762","https://openalex.org/W1487321909","https://openalex.org/W1544601482","https://openalex.org/W1623006543","https://openalex.org/W1661871015","https://openalex.org/W1909207154","https://openalex.org/W1972355341","https://openalex.org/W1973655726","https://openalex.org/W1981039744","https://openalex.org/W2024046085","https://openalex.org/W2047872178","https://openalex.org/W2083977104","https://openalex.org/W2089379587","https://openalex.org/W2103333826","https://openalex.org/W2127824649","https://openalex.org/W2135086073","https://openalex.org/W2182464523","https://openalex.org/W2303308758","https://openalex.org/W2307954058","https://openalex.org/W2330219538","https://openalex.org/W2505525226","https://openalex.org/W2507651908","https://openalex.org/W2560202451","https://openalex.org/W2591712613","https://openalex.org/W2604484278","https://openalex.org/W2627093154","https://openalex.org/W2754804809","https://openalex.org/W2755776405","https://openalex.org/W2768718335","https://openalex.org/W2768866304","https://openalex.org/W2780737595","https://openalex.org/W2790360011","https://openalex.org/W2790909851","https://openalex.org/W2794372970","https://openalex.org/W2797742547","https://openalex.org/W2801332928","https://openalex.org/W2886897065","https://openalex.org/W2888505697","https://openalex.org/W2902240649","https://openalex.org/W2905724129","https://openalex.org/W2908415087","https://openalex.org/W2955014922","https://openalex.org/W2971782395","https://openalex.org/W2996276701","https://openalex.org/W3007016253","https://openalex.org/W3008916115","https://openalex.org/W3009266654","https://openalex.org/W3046098070","https://openalex.org/W3100090890","https://openalex.org/W3105750153","https://openalex.org/W3122864121","https://openalex.org/W4249741785"],"related_works":["https://openalex.org/W4245926026","https://openalex.org/W4311097251","https://openalex.org/W2586548817","https://openalex.org/W2625093826","https://openalex.org/W4200598720","https://openalex.org/W2921026492","https://openalex.org/W4247463117","https://openalex.org/W4361251261","https://openalex.org/W3031181660","https://openalex.org/W3161928361"],"abstract_inverted_index":{"Abstract":[0],"The":[1,43,116],"emergence":[2],"of":[3,6,14,26,40,45,68,76,83,103,112,124,177,223],"the":[4,66,99,122,173],"Internet":[5],"Things":[7],"(IoT)":[8],"concept":[9,123],"as":[10,21,94,184,215,230],"a":[11,88,95,110,133,208,216],"new":[12,18],"direction":[13],"technological":[15],"development":[16],"raises":[17],"problems":[19],"such":[20,27,41,70,93,178,183,229],"valid":[22],"and":[23,38,54,90,101,168,193,204,220,225,235],"timely":[24],"identification":[25],"devices,":[28,74],"security":[29],"vulnerabilities":[30],"that":[31,50,153],"can":[32,211],"be":[33],"exploited":[34],"for":[35,72,87,131,218],"malicious":[36],"activities,":[37],"management":[39],"devices.":[42,60,115,149,179],"communication":[44],"IoT":[46,114,148,227],"devices":[47,104,159],"generates":[48],"traffic":[49,144,174],"has":[51,151],"specific":[52],"features":[53,71,145,176],"differences":[55],"with":[56,165],"respect":[57],"to":[58,64,157],"conventional":[59],"This":[61,81,107],"research":[62,108],"seeks":[63],"analyze":[65],"possibilities":[67],"applying":[69],"classifying":[73],"regardless":[75],"their":[77],"functionality":[78],"or":[79],"purpose.":[80],"kind":[82],"classification":[84,134,137],"is":[85,155],"necessary":[86],"dynamic":[89],"heterogeneous":[91,226],"environment,":[92],"smart":[96,233],"home":[97],"where":[98],"number":[100],"types":[102],"grow":[105],"daily.":[106],"uses":[109],"total":[111],"41":[113],"logistic":[117],"regression":[118],"method":[119],"enhanced":[120],"by":[121,147],"supervised":[125],"machine":[126],"learning":[127],"(logitboost)":[128],"was":[129,139],"used":[130],"developing":[132],"model.":[135],"Multiclass":[136],"model":[138,210],"developed":[140,209],"using":[141],"13":[142],"network":[143],"generated":[146],"Research":[150],"shown":[152],"it":[154],"possible":[156],"classify":[158],"into":[160],"four":[161],"previously":[162],"defined":[163],"classes":[164],"high":[166,198],"performances":[167],"accuracy":[169],"(99.79%)":[170],"based":[171],"on":[172],"flow":[175],"Model":[180],"performance":[181],"measures":[182],"precision,":[185],"F-measure,":[186],"True":[187],"Positive":[188,191],"Ratio,":[189],"False":[190],"Ratio":[192],"Kappa":[194],"coefficient":[195],"all":[196],"show":[197],"results":[199],"(0.997\u20130.999,":[200],"0.997\u20130.999,":[201,202],"0\u20130.001":[203],"0.9973,":[205],"respectively).":[206],"Such":[207],"have":[212],"its":[213],"application":[214],"foundation":[217],"monitoring":[219],"managing":[221],"solutions":[222],"large":[224],"environments":[228],"Industrial":[231],"IoT,":[232],"home,":[234],"similar.":[236]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":44},{"year":2024,"cited_by_count":48},{"year":2023,"cited_by_count":69},{"year":2022,"cited_by_count":58},{"year":2021,"cited_by_count":23}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
