{"id":"https://openalex.org/W3100546764","doi":"https://doi.org/10.1109/nof50125.2020.9249151","title":"Adaptive Window Based Sampling on The Edge for Internet of Things Data Streams","display_name":"Adaptive Window Based Sampling on The Edge for Internet of Things Data Streams","publication_year":2020,"publication_date":"2020-10-12","ids":{"openalex":"https://openalex.org/W3100546764","doi":"https://doi.org/10.1109/nof50125.2020.9249151","mag":"3100546764"},"language":"en","primary_location":{"id":"doi:10.1109/nof50125.2020.9249151","is_oa":false,"landing_page_url":"https://doi.org/10.1109/nof50125.2020.9249151","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 11th International Conference on Network of the Future (NoF)","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/A5036768077","display_name":"Taimur Hafeez","orcid":"https://orcid.org/0000-0002-5397-4410"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Taimur Hafeez","raw_affiliation_strings":["School of Computer Science, University College Dublin, Dublin, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, University College Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059704549","display_name":"Gavin McArdle","orcid":"https://orcid.org/0000-0003-0613-546X"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Gavin McArdle","raw_affiliation_strings":["School of Computer Science, University College Dublin, Dublin, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, University College Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034248951","display_name":"Lina Xu","orcid":"https://orcid.org/0000-0003-3255-5396"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Lina Xu","raw_affiliation_strings":["School of Computer Science, University College Dublin, Dublin, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, University College Dublin, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6771,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.77421385,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"105","last_page":"109"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","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"}},"topics":[{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","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/T12761","display_name":"Data Stream Mining Techniques","score":0.9975000023841858,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9940000176429749,"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":0.8411639928817749},{"id":"https://openalex.org/keywords/sampling","display_name":"Sampling (signal processing)","score":0.6558859348297119},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6558689475059509},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6366869211196899},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.6243000030517578},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5926491022109985},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.5741112232208252},{"id":"https://openalex.org/keywords/window","display_name":"Window (computing)","score":0.5497947335243225},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.5399603247642517},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5112264156341553},{"id":"https://openalex.org/keywords/outlier","display_name":"Outlier","score":0.48487624526023865},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4472101330757141},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.4437018930912018},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.439322829246521},{"id":"https://openalex.org/keywords/local-outlier-factor","display_name":"Local outlier factor","score":0.4131756126880646},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3794010877609253},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.16281116008758545}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8411639928817749},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.6558859348297119},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6558689475059509},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6366869211196899},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.6243000030517578},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5926491022109985},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.5741112232208252},{"id":"https://openalex.org/C2778751112","wikidata":"https://www.wikidata.org/wiki/Q835016","display_name":"Window (computing)","level":2,"score":0.5497947335243225},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.5399603247642517},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5112264156341553},{"id":"https://openalex.org/C79337645","wikidata":"https://www.wikidata.org/wiki/Q779824","display_name":"Outlier","level":2,"score":0.48487624526023865},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4472101330757141},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.4437018930912018},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.439322829246521},{"id":"https://openalex.org/C169029474","wikidata":"https://www.wikidata.org/wiki/Q387942","display_name":"Local outlier factor","level":3,"score":0.4131756126880646},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3794010877609253},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.16281116008758545},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.0},{"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/nof50125.2020.9249151","is_oa":false,"landing_page_url":"https://doi.org/10.1109/nof50125.2020.9249151","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 11th International Conference on Network of the Future (NoF)","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":14,"referenced_works":["https://openalex.org/W2144182447","https://openalex.org/W2805774685","https://openalex.org/W2808365057","https://openalex.org/W2885657717","https://openalex.org/W2895574964","https://openalex.org/W2898723834","https://openalex.org/W2900608451","https://openalex.org/W2962814013","https://openalex.org/W2963975569","https://openalex.org/W2995579802","https://openalex.org/W3098486933","https://openalex.org/W3102441862","https://openalex.org/W4254182148","https://openalex.org/W4297787743"],"related_works":["https://openalex.org/W2770832849","https://openalex.org/W205872183","https://openalex.org/W114119537","https://openalex.org/W2904893831","https://openalex.org/W2912112202","https://openalex.org/W3190734578","https://openalex.org/W3117098906","https://openalex.org/W1595351371","https://openalex.org/W4304761972","https://openalex.org/W2889390244"],"abstract_inverted_index":{"The":[0,117,126],"Internet":[1],"of":[2,9,152],"Things":[3],"(IoT)":[4],"generates":[5],"a":[6,78,111],"massive":[7],"amount":[8],"data.":[10,30],"To":[11],"relieve":[12],"the":[13,28,33,42,47,65,93,133,141,149,153],"pressure":[14],"placed":[15],"on":[16,41,46,92,99],"cloud":[17],"and":[18,145],"network":[19],"services,":[20],"sampling":[21,40,57,124],"techniques":[22],"have":[23,96],"been":[24],"applied":[25],"to":[26,32,60,86,143],"remove":[27],"redundant":[29],"Thanks":[31],"recently":[34],"emerged":[35],"Edge":[36],"Computing":[37],"(EC)":[38],"paradigm,":[39],"edge":[43],"rather":[44],"than":[45],"IoT":[48,89,101],"end":[49],"devices":[50],"can":[51],"be":[52],"more":[53],"intelligent.":[54],"Most":[55],"existing":[56],"algorithms,":[58],"applicable":[59],"edge,":[61],"do":[62],"not":[63],"consider":[64],"complex":[66],"use":[67],"cases":[68],"such":[69],"as":[70],"predictive":[71],"analytics.":[72],"In":[73],"this":[74],"paper,":[75],"we":[76],"propose":[77],"real-time":[79],"Adaptive":[80],"Window":[81],"Based":[82],"Sampling":[83],"(AWBS)":[84],"algorithm":[85],"dynamically":[87],"sample":[88],"time-series":[90],"data":[91,142],"edge.":[94],"We":[95],"verified":[97],"AWBS":[98,131],"an":[100],"machine":[102],"health":[103],"dataset":[104],"from":[105],"NASA":[106],"using":[107],"Local":[108],"Outlier":[109],"Factor,":[110],"well-known":[112],"unsupervised":[113],"abnormality":[114],"detection":[115],"method.":[116],"results":[118,128],"were":[119],"compared":[120],"with":[121],"two":[122,135],"state-of-the-art":[123],"algorithms.":[125],"experimental":[127],"show":[129],"that":[130],"outperforms":[132],"other":[134],"algorithms":[136],"by":[137],"1)":[138],"effectively":[139],"reducing":[140],"6.91%":[144],"2)":[146],"accurately":[147],"identifying":[148],"abnormal":[150],"behaviour":[151],"machine.":[154]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2021,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}