{"id":"https://openalex.org/W4289822262","doi":"https://doi.org/10.1109/access.2022.3195338","title":"On the Evaluation, Management and Improvement of Data Quality in Streaming Time Series","display_name":"On the Evaluation, Management and Improvement of Data Quality in Streaming Time Series","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4289822262","doi":"https://doi.org/10.1109/access.2022.3195338"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3195338","doi":"https://doi.org/10.1109/access.2022.3195338","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3195338","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09845398.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","jufo-1","ki-jl-1","norway-1","oarl","poland-100","russia-white-list-1","vabb-shw"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09845398.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066851635","display_name":"Meritxell G\u00f3mez-Omella","orcid":"https://orcid.org/0000-0001-7089-2823","observed_orcids":["https://orcid.org/0000-0001-7089-2823"]},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]},{"id":"https://openalex.org/I4210136402","display_name":"Tekniker","ror":"https://ror.org/033vryh36","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210136402"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Gomez-Omella Meritxell","raw_affiliation_strings":["Tekniker, Basque Research and Technology Alliance (BRTA), Eibar, Spain","Faculty of Informatics, University of the Basque Country (UPV/EHU), Paseo Manuel Lardizabal, 1, Donostia-San Sebastian, Spain","aki Goenaga, 5, Eibar, Spain"],"raw_orcid":"https://orcid.org/0000-0001-7089-2823","affiliations":[{"raw_affiliation_string":"Tekniker, Basque Research and Technology Alliance (BRTA), Eibar, Spain","institution_ids":["https://openalex.org/I4210136402"]},{"raw_affiliation_string":"Faculty of Informatics, University of the Basque Country (UPV/EHU), Paseo Manuel Lardizabal, 1, Donostia-San Sebastian, Spain","institution_ids":["https://openalex.org/I169108374"]},{"raw_affiliation_string":"aki Goenaga, 5, Eibar, Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079353966","display_name":"Basilio Sierra","orcid":"https://orcid.org/0000-0001-8062-9332","observed_orcids":["https://orcid.org/0000-0001-8062-9332"]},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Basilio Sierra","raw_affiliation_strings":["Faculty of Informatics, University of the Basque Country (UPV/EHU), Donostia-San Sebastian, Spain","Faculty of Informatics, University of the Basque Country (UPV/EHU), Paseo Manuel Lardizabal, 1, Donostia-San Sebastian, Spain"],"raw_orcid":"https://orcid.org/0000-0001-8062-9332","affiliations":[{"raw_affiliation_string":"Faculty of Informatics, University of the Basque Country (UPV/EHU), Donostia-San Sebastian, Spain","institution_ids":["https://openalex.org/I169108374"]},{"raw_affiliation_string":"Faculty of Informatics, University of the Basque Country (UPV/EHU), Paseo Manuel Lardizabal, 1, Donostia-San Sebastian, Spain","institution_ids":["https://openalex.org/I169108374"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011812211","display_name":"Susana Ferreiro","orcid":"https://orcid.org/0000-0002-1500-2805","observed_orcids":["https://orcid.org/0000-0002-1500-2805"]},"institutions":[{"id":"https://openalex.org/I4210136402","display_name":"Tekniker","ror":"https://ror.org/033vryh36","country_code":"ES","type":"nonprofit","lineage":["https://openalex.org/I4210136402"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Susana Ferreiro","raw_affiliation_strings":["Tekniker, Basque Research and Technology Alliance (BRTA), Eibar, Spain","aki Goenaga, 5, Eibar, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tekniker, Basque Research and Technology Alliance (BRTA), Eibar, Spain","institution_ids":["https://openalex.org/I4210136402"]},{"raw_affiliation_string":"aki Goenaga, 5, Eibar, Spain","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.7573,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":{"value":0.90402686,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"10","issue":null,"first_page":"81458","last_page":"81475"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9833999872207642,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11719","display_name":"Data Quality and Management","score":0.9833999872207642,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.0032999999821186066,"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/T10317","display_name":"Advanced Database Systems and Queries","score":0.0019000000320374966,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/data-quality","display_name":"data quality","score":0.9620000123977661},{"id":"https://openalex.org/keywords/streaming-time-series","display_name":"streaming time series","score":0.9819999933242798},{"id":"https://openalex.org/keywords/data-quality-metrics","display_name":"data quality metrics","score":0.8690000176429749},{"id":"https://openalex.org/keywords/data-quality-monitoring","display_name":"data quality monitoring","score":0.8999999761581421},{"id":"https://openalex.org/keywords/data-quality-improvement","display_name":"data quality improvement","score":0.9210000038146973},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.8309999704360962},{"id":"https://openalex.org/keywords/industry-4-0","display_name":"Industry 4.0","score":0.8840000033378601},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"decision support system","score":0.8410000205039978},{"id":"https://openalex.org/keywords/data-management-platform","display_name":"data management platform","score":0.7059999704360962},{"id":"https://openalex.org/keywords/industrial-data-analytics","display_name":"industrial data analysis","score":0.47200000286102295}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8543404340744019},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6951093077659607},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.664941132068634},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.602212131023407},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5793660283088684},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5433323383331299},{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.5366010665893555},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5331247448921204},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4887411594390869},{"id":"https://openalex.org/C1668388","wikidata":"https://www.wikidata.org/wiki/Q1149776","display_name":"Data management","level":2,"score":0.45374733209609985},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4517268240451813},{"id":"https://openalex.org/C2777986313","wikidata":"https://www.wikidata.org/wiki/Q1661989","display_name":"Industry 4.0","level":2,"score":0.4462795555591583},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4432445466518402},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.42702752351760864},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.42065420746803284},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.16918712854385376},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.12702861428260803},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.09625542163848877},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C136264566","wikidata":"https://www.wikidata.org/wiki/Q159810","display_name":"Economy","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2022.3195338","doi":"https://doi.org/10.1109/access.2022.3195338","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3195338","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09845398.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","jufo-1","ki-jl-1","norway-1","oarl","poland-100","russia-white-list-1","vabb-shw"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b268a51eb1a24fd089251c6697c63fee","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/b268a51eb1a24fd089251c6697c63fee","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 10, Pp 81458-81475 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3195338","doi":"https://doi.org/10.1109/access.2022.3195338","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3195338","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/09845398.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","jufo-1","ki-jl-1","norway-1","oarl","poland-100","russia-white-list-1","vabb-shw"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6773999929428101,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1616456967","display_name":null,"funder_award_id":"KK\u20102020/00049","funder_id":"https://openalex.org/F4320321705","funder_display_name":"Eusko Jaurlaritza"}],"funders":[{"id":"https://openalex.org/F4320311175","display_name":"Steadman Philippon Research Institute","ror":"https://ror.org/03msykc12"},{"id":"https://openalex.org/F4320321705","display_name":"Eusko Jaurlaritza","ror":"https://ror.org/00pz2fp31"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4289822262.pdf","grobid_xml":"https://content.openalex.org/works/W4289822262.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W935072310","https://openalex.org/W1503518278","https://openalex.org/W1567491469","https://openalex.org/W1969230089","https://openalex.org/W2000389843","https://openalex.org/W2004291985","https://openalex.org/W2009973671","https://openalex.org/W2034334856","https://openalex.org/W2068376489","https://openalex.org/W2105103777","https://openalex.org/W2117366235","https://openalex.org/W2123878752","https://openalex.org/W2162210260","https://openalex.org/W2164174374","https://openalex.org/W2168745915","https://openalex.org/W2169671984","https://openalex.org/W2240592568","https://openalex.org/W2313953460","https://openalex.org/W2481159763","https://openalex.org/W2499581503","https://openalex.org/W2504450019","https://openalex.org/W2527892489","https://openalex.org/W2576683119","https://openalex.org/W2579784915","https://openalex.org/W2785061420","https://openalex.org/W2791112693","https://openalex.org/W2911299907","https://openalex.org/W2960727496","https://openalex.org/W2968635089","https://openalex.org/W3112327937","https://openalex.org/W3160028463","https://openalex.org/W4206948500","https://openalex.org/W4238875757","https://openalex.org/W4250757784","https://openalex.org/W4399521698","https://openalex.org/W4399582541","https://openalex.org/W4399591328","https://openalex.org/W4399612856","https://openalex.org/W6922593435"],"related_works":["https://openalex.org/W4409078547","https://openalex.org/W4403387787","https://openalex.org/W4386768658","https://openalex.org/W2481159763","https://openalex.org/W2032790727","https://openalex.org/W3094606983","https://openalex.org/W4379877604","https://openalex.org/W2587138586","https://openalex.org/W7000982410","https://openalex.org/W4415491316"],"abstract_inverted_index":{"The":[0],"Internet":[1],"of":[2,21,81,98,109,118,127,146,199],"things":[3],"(IoT)":[4],"technologies":[5],"plays":[6],"a":[7,79,96,149,183],"key":[8],"role":[9],"in":[10,88,122,132],"the":[11,19,22,29,33,37,47,107,110,115,125,128,147,167,181,197],"Fourth":[12],"Industrial":[13],"Revolution":[14],"(Industry":[15],"4.0).":[16],"It":[17],"means":[18],"digitisation":[20],"industry":[23],"and":[24,50,92,94,100,105,161,171,192],"its":[25],"services":[26],"to":[27,45,83,124,138,153,180,194],"improve":[28],"productiveness.":[30],"To":[31],"achieve":[32],"necessary":[34],"information":[35],"throughout":[36],"different":[38],"processes,":[39],"useful":[40],"data":[41,52,129,168,172,200],"streams":[42],"are":[43],"obtained":[44,201],"provide":[46,135],"Artificial":[48],"Intelligence":[49],"Big":[51],"algorithms.":[53],"However,":[54],"strategic":[55],"decision-making":[56,195],"based":[57,70],"on":[58,71],"these":[59,140,159],"algorithms":[60],"may":[61],"not":[62],"be":[63],"successful":[64],"if":[65],"they":[66,134],"have":[67,163],"been":[68,164],"developed":[69],"inadequate":[72],"low-quality":[73],"data.":[74],"This":[75,175],"research":[76],"work":[77],"proposes":[78],"set":[80,97],"metrics":[82],"measure":[84],"Data":[85],"Quality":[86,189],"(DQ)":[87],"streaming":[89,203],"time":[90,204],"series":[91],"implements":[93],"validates":[95],"techniques":[99,113,160],"tools":[101,162],"that":[102,120],"allow":[103,114],"monitoring":[104,170],"improving":[106],"quality":[108,126,198],"information.":[111],"These":[112],"early":[116],"detection":[117],"problems":[119],"arise":[121],"relation":[123],"collected;":[130],"and,":[131],"addition,":[133],"some":[136],"mechanisms":[137],"solve":[139],"problems.":[141],"Later,":[142],"also":[143],"as":[144],"part":[145],"work,":[148],"use":[150],"case":[151],"related":[152],"industrial":[154],"field":[155],"is":[156],"presented,":[157],"where":[158],"deployed":[165],"into":[166],"management,":[169],"analysis":[173],"platform.":[174],"integration":[176],"provides":[177],"additional":[178],"functionality":[179],"platform,":[182],"Decision":[184],"Support":[185],"System":[186],"(DSS)":[187],"namedDQ-REMAIN(Data":[188],"REport":[190],"MAnagement":[191],"ImprovemeNt),":[193],"regarding":[196],"from":[202],"series.":[205]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":5}],"updated_date":"2026-11-10T11:39:43.021295","created_date":"2022-08-05T00:00:00"}
