{"id":"https://openalex.org/W2585138032","doi":"https://doi.org/10.1109/bigdata.2016.7840906","title":"The SMART approach to comprehensive quality assessment of site-based spatial-temporal data","display_name":"The SMART approach to comprehensive quality assessment of site-based spatial-temporal data","publication_year":2016,"publication_date":"2016-12-01","ids":{"openalex":"https://openalex.org/W2585138032","doi":"https://doi.org/10.1109/bigdata.2016.7840906","mag":"2585138032"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata.2016.7840906","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2016.7840906","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE International Conference on Big Data (Big Data)","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/A5009847987","display_name":"Rafal A. Angryk","orcid":"https://orcid.org/0000-0001-9598-8207"},"institutions":[{"id":"https://openalex.org/I181565077","display_name":"Georgia State University","ror":"https://ror.org/03qt6ba18","country_code":"US","type":"education","lineage":["https://openalex.org/I181565077"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rafal A. Angryk","raw_affiliation_strings":["Georgia State University, Atlanta, GA, US"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Georgia State University, Atlanta, GA, US","institution_ids":["https://openalex.org/I181565077"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5068557729","display_name":"Douglas Galarus","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126032","display_name":"Montana State University System","ror":"https://ror.org/0343myz07","country_code":"US","type":"education","lineage":["https://openalex.org/I4210126032"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Douglas E. Galarus","raw_affiliation_strings":["Montana State University System, Bozeman, MT, US"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Montana State University System, Bozeman, MT, US","institution_ids":["https://openalex.org/I4210126032"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.693,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.84159807,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"2","issue":null,"first_page":"2636","last_page":"2645"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11819","display_name":"Data-Driven Disease Surveillance","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12157","display_name":"Geochemistry and Geologic Mapping","score":0.9916999936103821,"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/metadata","display_name":"Metadata","score":0.85799241065979},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8131307363510132},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.6294683814048767},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.6163411140441895},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5985514521598816},{"id":"https://openalex.org/keywords/timestamp","display_name":"Timestamp","score":0.5848895311355591},{"id":"https://openalex.org/keywords/data-quality","display_name":"Data quality","score":0.5827352404594421},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5468168258666992},{"id":"https://openalex.org/keywords/interpolation","display_name":"Interpolation (computer graphics)","score":0.5368040204048157},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.49091869592666626},{"id":"https://openalex.org/keywords/data-set","display_name":"Data set","score":0.46167895197868347},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3789529800415039},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19697007536888123},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.15506497025489807},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1173144280910492},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.11726495623588562},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.10469919443130493}],"concepts":[{"id":"https://openalex.org/C93518851","wikidata":"https://www.wikidata.org/wiki/Q180160","display_name":"Metadata","level":2,"score":0.85799241065979},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8131307363510132},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.6294683814048767},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.6163411140441895},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5985514521598816},{"id":"https://openalex.org/C113954288","wikidata":"https://www.wikidata.org/wiki/Q186885","display_name":"Timestamp","level":2,"score":0.5848895311355591},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.5827352404594421},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5468168258666992},{"id":"https://openalex.org/C137800194","wikidata":"https://www.wikidata.org/wiki/Q11713455","display_name":"Interpolation (computer graphics)","level":3,"score":0.5368040204048157},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.49091869592666626},{"id":"https://openalex.org/C58489278","wikidata":"https://www.wikidata.org/wiki/Q1172284","display_name":"Data set","level":2,"score":0.46167895197868347},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3789529800415039},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19697007536888123},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.15506497025489807},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1173144280910492},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.11726495623588562},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.10469919443130493},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata.2016.7840906","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata.2016.7840906","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320308025","display_name":"California Department of Transportation","ror":"https://ror.org/04d46jp54"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W637517758","https://openalex.org/W764084494","https://openalex.org/W766643320","https://openalex.org/W1567491469","https://openalex.org/W1986948589","https://openalex.org/W1988016803","https://openalex.org/W2004291985","https://openalex.org/W2048159935","https://openalex.org/W2049314057","https://openalex.org/W2097930305","https://openalex.org/W2099376460","https://openalex.org/W2122379123","https://openalex.org/W2156263007","https://openalex.org/W2243878661","https://openalex.org/W2264052757","https://openalex.org/W2291872900","https://openalex.org/W2565636184","https://openalex.org/W4295119510","https://openalex.org/W6620684997","https://openalex.org/W6622291175","https://openalex.org/W6674465239","https://openalex.org/W6692567619"],"related_works":["https://openalex.org/W2060561905","https://openalex.org/W1417711376","https://openalex.org/W2032260263","https://openalex.org/W1986883493","https://openalex.org/W2392768766","https://openalex.org/W2058118494","https://openalex.org/W2469862403","https://openalex.org/W2382021449","https://openalex.org/W2166378262","https://openalex.org/W2094985717"],"abstract_inverted_index":{"There":[0],"is":[1,17,49,125,176],"a":[2,56,90,171],"need":[3],"for":[4,62,76,79,122,178,187],"comprehensive":[5,172],"solutions":[6],"to":[7,89,169],"address":[8],"the":[9,21,32,51,72,80,142,160,179],"challenges":[10],"of":[11,24,46,55,64,84,144,162],"spatio-temporal":[12,65],"data":[13,66,93,136],"quality":[14,22,164],"assessment.":[15],"Emphasis":[16],"often":[18],"placed":[19],"on":[20,31,50],"assessment":[23,63],"individual":[25],"observations":[26],"from":[27],"sensors":[28,33],"but":[29,181],"not":[30,112],"themselves":[34],"nor":[35],"upon":[36],"site":[37],"metadata":[38,124],"such":[39],"as":[40,116],"location":[41],"and":[42,53,58,82,103,189],"timestamps.":[43],"The":[44],"focus":[45],"this":[47],"paper":[48],"development":[52],"evaluation":[54],"representative":[57],"comprehensive,":[59],"interpolation-based":[60],"methodology":[61],"quality.":[67],"We":[68,118,127],"call":[69],"our":[70,98,174],"method":[71,99],"SMART":[73],"method,":[74],"short":[75],"Simple":[77],"Mappings":[78],"Approximation":[81],"Regression":[83],"Time":[85],"series.":[86],"When":[87],"applied":[88],"real-world,":[91],"meteorological":[92],"set,":[94],"we":[95,104],"show":[96],"that":[97,109,129,184],"outperforms":[100],"standard":[101],"interpolators":[102],"identify":[105,120],"numerous":[106],"problematic":[107],"sites":[108,121],"otherwise":[110],"would":[111],"have":[113,151],"been":[114],"flagged":[115],"bad.":[117],"further":[119],"which":[123],"incorrect.":[126],"believe":[128],"there":[130],"are":[131],"many":[132],"problems":[133,150],"with":[134],"real":[135],"sets":[137],"like":[138,147],"these":[139,149],"and,":[140],"in":[141],"absence":[143],"an":[145],"approach":[146,175],"ours,":[148],"largely":[152],"gone":[153],"unidentified.":[154],"Our":[155],"results":[156],"bring":[157],"into":[158],"question":[159],"validity":[161],"provider-based":[163],"control":[165],"indicators.":[166],"In":[167],"addition":[168],"providing":[170],"solution,":[173],"novel":[177],"simple":[180],"effective":[182],"way":[183],"it":[185],"accounts":[186],"spatial":[188],"temporal":[190],"variation.":[191]},"counts_by_year":[{"year":2021,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
