{"id":"https://openalex.org/W2968482790","doi":"https://doi.org/10.1109/wowmom.2019.8793010","title":"Use of Machine Learning to Detect Causes of Unnecessary Active Scanning in WiFi Networks","display_name":"Use of Machine Learning to Detect Causes of Unnecessary Active Scanning in WiFi Networks","publication_year":2019,"publication_date":"2019-06-01","ids":{"openalex":"https://openalex.org/W2968482790","doi":"https://doi.org/10.1109/wowmom.2019.8793010","mag":"2968482790"},"language":"en","primary_location":{"id":"doi:10.1109/wowmom.2019.8793010","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wowmom.2019.8793010","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 20th International Symposium on \"A World of Wireless, Mobile and Multimedia Networks\" (WoWMoM)","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/A5046614499","display_name":"Harish Fulara","orcid":null},"institutions":[{"id":"https://openalex.org/I119939252","display_name":"Indraprastha Institute of Information Technology Delhi","ror":"https://ror.org/03vfp4g33","country_code":"IN","type":"education","lineage":["https://openalex.org/I119939252"]},{"id":"https://openalex.org/I68891433","display_name":"Indian Institute of Technology Delhi","ror":"https://ror.org/049tgcd06","country_code":"IN","type":"education","lineage":["https://openalex.org/I68891433"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Harish Fulara","raw_affiliation_strings":["IIIT-Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IIIT-Delhi, India","institution_ids":["https://openalex.org/I119939252","https://openalex.org/I68891433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035429414","display_name":"Gursimran Singh","orcid":"https://orcid.org/0000-0002-4043-1310"},"institutions":[{"id":"https://openalex.org/I119939252","display_name":"Indraprastha Institute of Information Technology Delhi","ror":"https://ror.org/03vfp4g33","country_code":"IN","type":"education","lineage":["https://openalex.org/I119939252"]},{"id":"https://openalex.org/I68891433","display_name":"Indian Institute of Technology Delhi","ror":"https://ror.org/049tgcd06","country_code":"IN","type":"education","lineage":["https://openalex.org/I68891433"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Gursimran Singh","raw_affiliation_strings":["IIIT-Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IIIT-Delhi, India","institution_ids":["https://openalex.org/I119939252","https://openalex.org/I68891433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056358203","display_name":"Dheryta Jaisinghani","orcid":"https://orcid.org/0000-0003-1596-5481"},"institutions":[{"id":"https://openalex.org/I119939252","display_name":"Indraprastha Institute of Information Technology Delhi","ror":"https://ror.org/03vfp4g33","country_code":"IN","type":"education","lineage":["https://openalex.org/I119939252"]},{"id":"https://openalex.org/I68891433","display_name":"Indian Institute of Technology Delhi","ror":"https://ror.org/049tgcd06","country_code":"IN","type":"education","lineage":["https://openalex.org/I68891433"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Dheryta Jaisinghani","raw_affiliation_strings":["IIIT-Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IIIT-Delhi, India","institution_ids":["https://openalex.org/I119939252","https://openalex.org/I68891433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033246923","display_name":"Mukulika Maity","orcid":"https://orcid.org/0000-0002-4240-4746"},"institutions":[{"id":"https://openalex.org/I119939252","display_name":"Indraprastha Institute of Information Technology Delhi","ror":"https://ror.org/03vfp4g33","country_code":"IN","type":"education","lineage":["https://openalex.org/I119939252"]},{"id":"https://openalex.org/I68891433","display_name":"Indian Institute of Technology Delhi","ror":"https://ror.org/049tgcd06","country_code":"IN","type":"education","lineage":["https://openalex.org/I68891433"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Mukulika Maity","raw_affiliation_strings":["IIIT-Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IIIT-Delhi, India","institution_ids":["https://openalex.org/I119939252","https://openalex.org/I68891433"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046521217","display_name":"Tanmoy Chakraborty","orcid":"https://orcid.org/0000-0002-0210-0369"},"institutions":[{"id":"https://openalex.org/I119939252","display_name":"Indraprastha Institute of Information Technology Delhi","ror":"https://ror.org/03vfp4g33","country_code":"IN","type":"education","lineage":["https://openalex.org/I119939252"]},{"id":"https://openalex.org/I68891433","display_name":"Indian Institute of Technology Delhi","ror":"https://ror.org/049tgcd06","country_code":"IN","type":"education","lineage":["https://openalex.org/I68891433"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Tanmoy Chakraborty","raw_affiliation_strings":["IIIT-Delhi, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IIIT-Delhi, India","institution_ids":["https://openalex.org/I119939252","https://openalex.org/I68891433"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077018783","display_name":"Vinayak Naik","orcid":"https://orcid.org/0000-0003-3637-2167"},"institutions":[{"id":"https://openalex.org/I74796645","display_name":"Birla Institute of Technology and Science, Pilani","ror":"https://ror.org/001p3jz28","country_code":"IN","type":"education","lineage":["https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vinayak Naik","raw_affiliation_strings":["BITS-Pilani, Goa, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"BITS-Pilani, Goa, India","institution_ids":["https://openalex.org/I74796645"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9298,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.77918636,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"9","issue":null,"first_page":"1","last_page":"9"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11158","display_name":"Wireless Networks and Protocols","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/T11158","display_name":"Wireless Networks and Protocols","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/T12146","display_name":"Power Line Communications and Noise","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10148","display_name":"Advanced MIMO Systems Optimization","score":0.9933000206947327,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/troubleshooting","display_name":"Troubleshooting","score":0.8968633413314819},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7537558078765869},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6254544258117676},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6161834597587585},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5213976502418518},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.47663959860801697},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3273841142654419}],"concepts":[{"id":"https://openalex.org/C147494362","wikidata":"https://www.wikidata.org/wiki/Q2078905","display_name":"Troubleshooting","level":2,"score":0.8968633413314819},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7537558078765869},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6254544258117676},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6161834597587585},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5213976502418518},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.47663959860801697},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3273841142654419},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wowmom.2019.8793010","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wowmom.2019.8793010","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE 20th International Symposium on \"A World of Wireless, Mobile and Multimedia Networks\" (WoWMoM)","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":24,"referenced_works":["https://openalex.org/W1500117362","https://openalex.org/W1673310716","https://openalex.org/W1947927401","https://openalex.org/W1956559956","https://openalex.org/W1994718979","https://openalex.org/W2007920345","https://openalex.org/W2037510108","https://openalex.org/W2077077908","https://openalex.org/W2120239653","https://openalex.org/W2165540207","https://openalex.org/W2187089797","https://openalex.org/W2287471222","https://openalex.org/W2344330156","https://openalex.org/W2465324213","https://openalex.org/W2734697076","https://openalex.org/W2765543469","https://openalex.org/W2883078706","https://openalex.org/W2885268922","https://openalex.org/W3099749652","https://openalex.org/W4210493863","https://openalex.org/W4289753393","https://openalex.org/W6637131181","https://openalex.org/W6704826682","https://openalex.org/W6753057997"],"related_works":["https://openalex.org/W3013479934","https://openalex.org/W4210597238","https://openalex.org/W4318325534","https://openalex.org/W4206476896","https://openalex.org/W4240398146","https://openalex.org/W2950310564","https://openalex.org/W4238338086","https://openalex.org/W2467308209","https://openalex.org/W2913357653","https://openalex.org/W4206195464"],"abstract_inverted_index":{"We":[0,37,74,112],"address":[1],"the":[2,6,20,34,89,94,125,140,146],"problem":[3],"of":[4,8,22,42,47,49,96,129,142,153],"automating":[5],"process":[7],"network":[9,68],"troubleshooting":[10],"for":[11],"a":[12,71,85,118],"large-scale":[13],"WiFi":[14,27,35,110,148],"network.":[15,111],"Specifically,":[16],"we":[17,100],"target":[18],"identifying":[19],"causes":[21,95],"unnecessary":[23],"active":[24,50,97],"scans":[25,51],"in":[26,66,106,145],"networks,":[28],"that":[29,84,152],"are":[30],"known":[31],"to":[32,52,82,92,134],"degrade":[33],"performance.":[36],"collect":[38],"340":[39],"hours":[40],"worth":[41],"data":[43],"with":[44,61,117],"several":[45],"thousands":[46],"episodes":[48],"train":[53],"various":[54],"machine":[55,79],"learning":[56,80],"models.":[57],"Data":[58],"is":[59,88],"collected":[60],"27":[62],"devices":[63],"across":[64],"vendors":[65],"varied":[67],"setups":[69],"under":[70],"controlled":[72],"setting.":[73],"study":[75],"unsupervised":[76],"and":[77,155],"supervised":[78],"techniques":[81],"conclude":[83],"multilayer":[86],"perceptron":[87],"best":[90],"model":[91,104,123],"detect":[93],"scanning.":[98],"Further,":[99],"perform":[101],"an":[102,107],"in-vivo":[103],"validation":[105],"uncontrolled":[108],"real-world":[109],"also":[113],"compare":[114],"our":[115],"models":[116],"static":[119],"rule-based":[120],"approach.":[121],"Our":[122,136],"improves":[124],"mean":[126],"F1-score":[127],"accuracy":[128],"cause":[130],"detection":[131],"from":[132],"0.78":[133],"0.99.":[135],"proposed":[137],"mechanism":[138],"has":[139],"potential":[141],"being":[143],"incorporated":[144],"existing":[147],"controllers,":[149],"such":[150],"as":[151],"Cisco":[154],"Aruba.":[156]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":3}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
