{"id":"https://openalex.org/W3037632544","doi":"https://doi.org/10.1109/eais48028.2020.9122775","title":"ML-Assisted Monitoring and Characterization of IoT Sensor Networks","display_name":"ML-Assisted Monitoring and Characterization of IoT Sensor Networks","publication_year":2020,"publication_date":"2020-05-01","ids":{"openalex":"https://openalex.org/W3037632544","doi":"https://doi.org/10.1109/eais48028.2020.9122775","mag":"3037632544"},"language":"en","primary_location":{"id":"doi:10.1109/eais48028.2020.9122775","is_oa":false,"landing_page_url":"https://doi.org/10.1109/eais48028.2020.9122775","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE Conference on Evolving and Adaptive Intelligent Systems (EAIS)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5060531953","display_name":"Karine Ip","orcid":null},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]},{"id":"https://openalex.org/I4210164937","display_name":"Microsoft Research (United Kingdom)","ror":"https://ror.org/05k87vq12","country_code":"GB","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210164937"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Karine Ip","raw_affiliation_strings":["Microsoft,Soundararajan Srinivasan Microsoft AI Development Acceleration Program,Cambridge,MA,USA","Soundararajan Srinivasan Microsoft AI Development Acceleration Program, Microsoft, Cambridge, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Microsoft,Soundararajan Srinivasan Microsoft AI Development Acceleration Program,Cambridge,MA,USA","institution_ids":["https://openalex.org/I1290206253","https://openalex.org/I4210164937"]},{"raw_affiliation_string":"Soundararajan Srinivasan Microsoft AI Development Acceleration Program, Microsoft, Cambridge, MA, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061959697","display_name":"Abhijith Asok","orcid":null},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]},{"id":"https://openalex.org/I4210164937","display_name":"Microsoft Research (United Kingdom)","ror":"https://ror.org/05k87vq12","country_code":"GB","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210164937"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Abhijith Asok","raw_affiliation_strings":["Microsoft,Soundararajan Srinivasan Microsoft AI Development Acceleration Program,Cambridge,MA,USA","Soundararajan Srinivasan Microsoft AI Development Acceleration Program, Microsoft, Cambridge, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Microsoft,Soundararajan Srinivasan Microsoft AI Development Acceleration Program,Cambridge,MA,USA","institution_ids":["https://openalex.org/I1290206253","https://openalex.org/I4210164937"]},{"raw_affiliation_string":"Soundararajan Srinivasan Microsoft AI Development Acceleration Program, Microsoft, Cambridge, MA, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043407441","display_name":"Yijia Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]},{"id":"https://openalex.org/I4210164937","display_name":"Microsoft Research (United Kingdom)","ror":"https://ror.org/05k87vq12","country_code":"GB","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210164937"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Yijia Xu","raw_affiliation_strings":["Microsoft,Soundararajan Srinivasan Microsoft AI Development Acceleration Program,Cambridge,MA,USA","Soundararajan Srinivasan Microsoft AI Development Acceleration Program, Microsoft, Cambridge, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Microsoft,Soundararajan Srinivasan Microsoft AI Development Acceleration Program,Cambridge,MA,USA","institution_ids":["https://openalex.org/I1290206253","https://openalex.org/I4210164937"]},{"raw_affiliation_string":"Soundararajan Srinivasan Microsoft AI Development Acceleration Program, Microsoft, Cambridge, MA, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007401070","display_name":"Duc Nha Le","orcid":"https://orcid.org/0000-0002-7601-2046"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]},{"id":"https://openalex.org/I4210164937","display_name":"Microsoft Research (United Kingdom)","ror":"https://ror.org/05k87vq12","country_code":"GB","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210164937"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Duc Le","raw_affiliation_strings":["Microsoft,Soundararajan Srinivasan Microsoft AI Development Acceleration Program,Cambridge,MA,USA","Soundararajan Srinivasan Microsoft AI Development Acceleration Program, Microsoft, Cambridge, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Microsoft,Soundararajan Srinivasan Microsoft AI Development Acceleration Program,Cambridge,MA,USA","institution_ids":["https://openalex.org/I1290206253","https://openalex.org/I4210164937"]},{"raw_affiliation_string":"Soundararajan Srinivasan Microsoft AI Development Acceleration Program, Microsoft, Cambridge, MA, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075775860","display_name":"Natalie Mionis","orcid":null},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]},{"id":"https://openalex.org/I4210164937","display_name":"Microsoft Research (United Kingdom)","ror":"https://ror.org/05k87vq12","country_code":"GB","type":"company","lineage":["https://openalex.org/I1290206253","https://openalex.org/I4210164937"]}],"countries":["GB","US"],"is_corresponding":false,"raw_author_name":"Natalie Mionis","raw_affiliation_strings":["Microsoft,Soundararajan Srinivasan Microsoft AI Development Acceleration Program,Cambridge,MA,USA","Soundararajan Srinivasan Microsoft AI Development Acceleration Program, Microsoft, Cambridge, MA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Microsoft,Soundararajan Srinivasan Microsoft AI Development Acceleration Program,Cambridge,MA,USA","institution_ids":["https://openalex.org/I1290206253","https://openalex.org/I4210164937"]},{"raw_affiliation_string":"Soundararajan Srinivasan Microsoft AI Development Acceleration Program, Microsoft, Cambridge, MA, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023037793","display_name":"Roman Batoukov","orcid":null},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Roman Batoukov","raw_affiliation_strings":["Microsoft,Azure IoT TSI RnD,Redmond,WA,USA","Azure IoT TSI RnD, Microsoft, Redmond, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Microsoft,Azure IoT TSI RnD,Redmond,WA,USA","institution_ids":["https://openalex.org/I1290206253"]},{"raw_affiliation_string":"Azure IoT TSI RnD, Microsoft, Redmond, WA, USA","institution_ids":["https://openalex.org/I1290206253"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9987000226974487,"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"}},"topics":[{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9987000226974487,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9986000061035156,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9945999979972839,"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/troubleshooting","display_name":"Troubleshooting","score":0.7613306045532227},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.7102193832397461},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.6754604578018188},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6748359203338623},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.5868900418281555},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5179978013038635},{"id":"https://openalex.org/keywords/wireless-sensor-network","display_name":"Wireless sensor network","score":0.516156792640686},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.47020986676216125},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4506736099720001},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4178694486618042},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.41539090871810913},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.28293898701667786},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.27465468645095825},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.23396605253219604}],"concepts":[{"id":"https://openalex.org/C147494362","wikidata":"https://www.wikidata.org/wiki/Q2078905","display_name":"Troubleshooting","level":2,"score":0.7613306045532227},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.7102193832397461},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6754604578018188},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6748359203338623},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.5868900418281555},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5179978013038635},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.516156792640686},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.47020986676216125},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4506736099720001},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4178694486618042},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.41539090871810913},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.28293898701667786},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.27465468645095825},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.23396605253219604},{"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/eais48028.2020.9122775","is_oa":false,"landing_page_url":"https://doi.org/10.1109/eais48028.2020.9122775","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE Conference on Evolving and Adaptive Intelligent Systems (EAIS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.5600000023841858}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W94191208","https://openalex.org/W619893528","https://openalex.org/W1507872135","https://openalex.org/W1973036367","https://openalex.org/W1989280111","https://openalex.org/W2008348094","https://openalex.org/W2038194220","https://openalex.org/W2111619626","https://openalex.org/W2165318227","https://openalex.org/W2617697157","https://openalex.org/W2766881562","https://openalex.org/W2884009065","https://openalex.org/W2912619327","https://openalex.org/W2948517885","https://openalex.org/W3105931142","https://openalex.org/W6630575012"],"related_works":["https://openalex.org/W4250175685","https://openalex.org/W2035091324","https://openalex.org/W3095859418","https://openalex.org/W3183283580","https://openalex.org/W3015348658","https://openalex.org/W2508381203","https://openalex.org/W2949320318","https://openalex.org/W2337929971","https://openalex.org/W3206922092","https://openalex.org/W2267314396"],"abstract_inverted_index":{"IoT":[0,24,95],"(Internet":[1],"of":[2,19,23,28,150,164,172],"Things)":[3],"is":[4,31,90],"a":[5,11,17,69,82,87,99,116],"dynamic":[6],"and":[7,26,61,114],"evolving":[8],"paradigm":[9],"with":[10],"huge":[12],"potential":[13,170],"for":[14],"applications":[15,46],"across":[16],"variety":[18],"domains.":[20],"The":[21,107],"number":[22],"sensors":[25,67],"volume":[27],"telemetry":[29,59],"data":[30,40],"growing":[32],"exponentially,":[33],"while":[34],"human":[35,54],"capacity":[36],"to":[37,71,85,135,145,167],"analyze":[38],"the":[39,123,147,151,162,169],"remains":[41],"constant.":[42],"Hence,":[43],"current":[44],"domain":[45,163],"will":[47],"benefit":[48],"from":[49],"ML-powered":[50],"solutions":[51],"that":[52,89],"focus":[53],"attention":[55],"on":[56,122,141],"contextually":[57],"relevant":[58],"signals,":[60],"automatically":[62],"infer":[63],"non-trivial":[64],"relationships":[65,139],"between":[66],"within":[68],"network":[70,97],"assist":[72],"engineers":[73],"in":[74,161,175],"troubleshooting":[75],"complex":[76],"systems":[77],"faster.":[78],"This":[79],"paper":[80],"proposes":[81],"machine-learning":[83],"pipeline":[84,108,174],"characterize":[86],"system":[88],"being":[91],"monitored":[92],"by":[93],"an":[94,110,130,157],"sensor":[96,125,138,152],"via":[98],"three-pronged":[100],"approach:":[101],"monitoring,":[102],"support":[103],"diagnostics,":[104],"ontology":[105],"augmentation.":[106],"uses":[109],"adaptive":[111],"anomaly":[112],"detector":[113],"applies":[115],"novel":[117],"multi-step,":[118],"topologically-formulated":[119],"clustering":[120,143],"method":[121],"detected":[124],"anomalies.":[126],"It":[127],"also":[128,155],"utilizes":[129],"automated":[131],"pattern":[132],"mining":[133],"engine":[134],"surface":[136],"nontrivial":[137],"based":[140],"historic":[142],"results":[144],"augment":[146],"static":[148],"topology":[149],"network.":[153],"We":[154],"provide":[156],"illustrative":[158],"case":[159],"study":[160],"smart":[165],"building":[166],"showcase":[168],"application":[171],"our":[173],"aiding":[176],"HVAC":[177],"maintenance.":[178]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
