{"id":"https://openalex.org/W2947551308","doi":"https://doi.org/10.1109/jiot.2019.2920908","title":"Probabilistic Top-${k}$ Dominating Query Monitoring Over Multiple Uncertain IoT Data Streams in Edge Computing Environments","display_name":"Probabilistic Top-${k}$ Dominating Query Monitoring Over Multiple Uncertain IoT Data Streams in Edge Computing Environments","publication_year":2019,"publication_date":"2019-06-05","ids":{"openalex":"https://openalex.org/W2947551308","doi":"https://doi.org/10.1109/jiot.2019.2920908","mag":"2947551308"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2019.2920908","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2019.2920908","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1906.00219","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Chuan-Chi Lai","orcid":"https://orcid.org/0000-0003-4919-4152"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Chuan-Chi Lai","raw_affiliation_strings":["Department of Electrical and Computer Engineering, National Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":"https://orcid.org/0000-0003-4919-4152","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, National Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Tien-Chun Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210150865","display_name":"Compal Electronics (Taiwan)","ror":"https://ror.org/04p59xr47","country_code":"TW","type":"archive","lineage":["https://openalex.org/I4210150865"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Tien-Chun Wang","raw_affiliation_strings":["Department of Mobile Device Development, Compal Electronics, Inc., Taipei, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Mobile Device Development, Compal Electronics, Inc., Taipei, Taiwan","institution_ids":["https://openalex.org/I4210150865"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Chuan-Ming Liu","orcid":"https://orcid.org/0000-0001-9005-5715"},"institutions":[{"id":"https://openalex.org/I118292597","display_name":"National Taipei University of Technology","ror":"https://ror.org/00cn92c09","country_code":"TW","type":"education","lineage":["https://openalex.org/I118292597"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Chuan-Ming Liu","raw_affiliation_strings":["Department of Computer Science and Information Engineering, National Taipei University of Technology, Taipei, Taiwan"],"raw_orcid":"https://orcid.org/0000-0001-9005-5715","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Information Engineering, National Taipei University of Technology, Taipei, Taiwan","institution_ids":["https://openalex.org/I118292597"]}]},{"author_position":"last","author":{"id":null,"display_name":"Li-Chun Wang","orcid":"https://orcid.org/0000-0002-7883-6217"},"institutions":[{"id":"https://openalex.org/I148366613","display_name":"National Yang Ming Chiao Tung University","ror":"https://ror.org/00se2k293","country_code":"TW","type":"education","lineage":["https://openalex.org/I148366613"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Li-Chun Wang","raw_affiliation_strings":["Department of Electrical and Computer Engineering, National Chiao Tung University, Hsinchu, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-7883-6217","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, National Chiao Tung University, Hsinchu, Taiwan","institution_ids":["https://openalex.org/I148366613"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I148366613"],"apc_list":null,"apc_paid":null,"fwci":2.0442,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.87948843,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":"6","issue":"5","first_page":"8563","last_page":"8576"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.2793000042438507,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.2793000042438507,"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/T11106","display_name":"Data Management and Algorithms","score":0.07639999687671661,"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/T10317","display_name":"Advanced Database Systems and Queries","score":0.06310000270605087,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/uncertain-data","display_name":"Uncertain data","score":0.8309999704360962},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.7569000124931335},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.5483999848365784},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5455999970436096},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.5440999865531921},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5292999744415283},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5238000154495239},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4839000105857849},{"id":"https://openalex.org/keywords/data-stream","display_name":"Data stream","score":0.4562000036239624},{"id":"https://openalex.org/keywords/volume","display_name":"Volume (thermodynamics)","score":0.44940000772476196}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.883400022983551},{"id":"https://openalex.org/C2778865114","wikidata":"https://www.wikidata.org/wiki/Q7882489","display_name":"Uncertain data","level":2,"score":0.8309999704360962},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.7569000124931335},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5663999915122986},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.5483999848365784},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5455999970436096},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.5440999865531921},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5292999744415283},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5238000154495239},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4839000105857849},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.48330000042915344},{"id":"https://openalex.org/C2778484313","wikidata":"https://www.wikidata.org/wiki/Q1172540","display_name":"Data stream","level":2,"score":0.4562000036239624},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.44940000772476196},{"id":"https://openalex.org/C174539288","wikidata":"https://www.wikidata.org/wiki/Q7246853","display_name":"Probabilistic database","level":4,"score":0.4406999945640564},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.3472999930381775},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.33480000495910645},{"id":"https://openalex.org/C557945733","wikidata":"https://www.wikidata.org/wiki/Q389772","display_name":"Data transmission","level":2,"score":0.3321000039577484},{"id":"https://openalex.org/C138827492","wikidata":"https://www.wikidata.org/wiki/Q6661985","display_name":"Data processing","level":2,"score":0.32749998569488525},{"id":"https://openalex.org/C157692150","wikidata":"https://www.wikidata.org/wiki/Q2919848","display_name":"Query optimization","level":2,"score":0.3273000121116638},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.31700000166893005},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.3149000108242035},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.30660000443458557},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.304500013589859},{"id":"https://openalex.org/C70061542","wikidata":"https://www.wikidata.org/wiki/Q989016","display_name":"Distributed database","level":2,"score":0.29249998927116394},{"id":"https://openalex.org/C162319229","wikidata":"https://www.wikidata.org/wiki/Q175263","display_name":"Data structure","level":2,"score":0.27309998869895935},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.2727999985218048},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.27219998836517334},{"id":"https://openalex.org/C114289077","wikidata":"https://www.wikidata.org/wiki/Q3284399","display_name":"Statistical model","level":2,"score":0.27070000767707825},{"id":"https://openalex.org/C136736807","wikidata":"https://www.wikidata.org/wiki/Q818943","display_name":"Range query (database)","level":5,"score":0.2680000066757202},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.26019999384880066}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jiot.2019.2920908","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2019.2920908","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1906.00219","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1906.00219","pdf_url":"https://arxiv.org/pdf/1906.00219","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1906.00219","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1906.00219","pdf_url":"https://arxiv.org/pdf/1906.00219","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4460772869","display_name":null,"funder_award_id":"MOST 108-2634-F-009-006","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"},{"id":"https://openalex.org/G4879473189","display_name":null,"funder_award_id":"MOST 107-2221-E-027-099-MY2","funder_id":"https://openalex.org/F4320322795","funder_display_name":"Ministry of Science and Technology, Taiwan"}],"funders":[{"id":"https://openalex.org/F4320322795","display_name":"Ministry of Science and Technology, Taiwan","ror":"https://ror.org/02kv4zf79"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W17999254","https://openalex.org/W163398234","https://openalex.org/W565292247","https://openalex.org/W2024199467","https://openalex.org/W2027675779","https://openalex.org/W2032596397","https://openalex.org/W2046449939","https://openalex.org/W2050682716","https://openalex.org/W2058401212","https://openalex.org/W2077110411","https://openalex.org/W2086702081","https://openalex.org/W2106742801","https://openalex.org/W2109821166","https://openalex.org/W2116396741","https://openalex.org/W2118269922","https://openalex.org/W2151351343","https://openalex.org/W2156892372","https://openalex.org/W2183875436","https://openalex.org/W2282253514","https://openalex.org/W2582814973","https://openalex.org/W2587209476","https://openalex.org/W2615583596","https://openalex.org/W2748912953","https://openalex.org/W2766401293","https://openalex.org/W2766731311","https://openalex.org/W2767397323","https://openalex.org/W2772726293","https://openalex.org/W2783433042","https://openalex.org/W2886204470","https://openalex.org/W6602648519","https://openalex.org/W6684865621"],"related_works":[],"abstract_inverted_index":{"Extracting":[0],"the":[1,13,27,44,72,80,101,108,121,148,151,159,169,172],"valuable":[2],"features":[3],"and":[4,32,65,106,162,192],"information":[5],"in":[6,17,74,197],"big":[7],"data":[8,18,29,46,56,89,139],"has":[9,62],"become":[10],"one":[11],"of":[12,23,93,150],"important":[14],"research":[15],"issues":[16],"science.":[19],"In":[20,42,166],"most":[21,198],"Internet":[22],"Things":[24],"(IoT)":[25],"applications,":[26],"collected":[28],"are":[30],"uncertain":[31,55,87,138],"imprecise":[33],"due":[34],"to":[35,78,98,120],"sensor":[36],"device":[37],"variations":[38],"or":[39],"transmission":[40],"errors.":[41],"addition,":[43],"sensing":[45],"may":[47],"change":[48],"as":[49,58,111,113],"time":[50],"evolves.":[51],"We":[52],"refer":[53],"an":[54,130],"stream":[57],"a":[59],"dataset":[60],"that":[61,176],"velocity,":[63],"veracity,":[64],"volume":[66],"properties":[67,149],"simultaneously.":[68],"This":[69],"paper":[70],"employs":[71],"parallelism":[73],"edge":[75],"computing":[76],"environments":[77],"facilitate":[79],"top-k":[81,133],"dominating":[82,134],"query":[83,135],"process":[84,136],"over":[85],"multiple":[86],"IoT":[88],"streams.":[90],"The":[91],"challenges":[92],"this":[94],"problem":[95],"include":[96],"how":[97],"quickly":[99],"update":[100],"result":[102],"for":[103,125],"processing":[104],"uncertainty":[105],"reduce":[107,185],"computation":[109,183],"cost":[110,189],"well":[112],"provide":[114,129,193],"highly":[115,194],"accurate":[116,195],"results.":[117],"By":[118],"referring":[119],"related":[122],"existing":[123,170],"papers":[124],"certain":[126],"data,":[127],"we":[128,154],"effective":[131],"probabilistic":[132],"on":[137],"streams,":[140],"which":[141],"can":[142,179],"be":[143],"parallelized":[144],"easily.":[145],"After":[146],"discussing":[147],"proposed":[152],"approach,":[153],"validate":[155],"our":[156,177],"methods":[157],"through":[158],"complexity":[160],"analysis":[161],"extensive":[163],"simulated":[164],"experiments.":[165],"comparison":[167],"with":[168],"works,":[171],"experimental":[173],"results":[174,196],"indicate":[175],"method":[178],"improve":[180],"almost":[181],"60%":[182],"time,":[184],"nearly":[186],"20%":[187],"communication":[188],"between":[190],"servers,":[191],"scenarios.":[199]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":4}],"updated_date":"2026-05-08T15:41:06.802602","created_date":"2019-06-07T00:00:00"}
