{"id":"https://openalex.org/W2625788923","doi":"https://doi.org/10.1109/bigdataservice.2017.42","title":"A Survey on Quality Assurance Techniques for Big Data Applications","display_name":"A Survey on Quality Assurance Techniques for Big Data Applications","publication_year":2017,"publication_date":"2017-04-01","ids":{"openalex":"https://openalex.org/W2625788923","doi":"https://doi.org/10.1109/bigdataservice.2017.42","mag":"2625788923"},"language":"en","primary_location":{"id":"doi:10.1109/bigdataservice.2017.42","doi":"https://doi.org/10.1109/bigdataservice.2017.42","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdataservice.2017.42","pdf_url":null,"source":{"id":"https://openalex.org/S7407088894","display_name":"IEEE International Conference on Big Data Computing Service and Applications (BigDataService)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE Third International Conference on Big Data Computing Service and Applications (BigDataService)","raw_type":"proceedings-article"},"volume":null,"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/A5035407903","display_name":"Pengcheng Zhang","orcid":"https://orcid.org/0000-0003-3594-408X","observed_orcids":["https://orcid.org/0000-0003-3594-408X","https://orcid.org/0009-0006-8347-5002"]},"institutions":[{"id":"https://openalex.org/I163340411","display_name":"Hohai University","ror":"https://ror.org/01wd4xt90","country_code":"CN","type":"education","lineage":["https://openalex.org/I163340411"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pengcheng Zhang","raw_affiliation_strings":["College of Computer and Information, Hohai University, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer and Information, Hohai University, Nanjing, China","institution_ids":["https://openalex.org/I163340411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066270186","display_name":"Xuewu Zhou","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I163340411","display_name":"Hohai University","ror":"https://ror.org/01wd4xt90","country_code":"CN","type":"education","lineage":["https://openalex.org/I163340411"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuewu Zhou","raw_affiliation_strings":["College of Computer and Information, Hohai University, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer and Information, Hohai University, Nanjing, China","institution_ids":["https://openalex.org/I163340411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100739626","display_name":"Wenrui Li","orcid":"https://orcid.org/0000-0003-0635-7919","observed_orcids":["https://orcid.org/0000-0003-0635-7919"]},"institutions":[{"id":"https://openalex.org/I4210128418","display_name":"Nanjing Xiaozhuang University","ror":"https://ror.org/03fnv7n42","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210128418"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenrui Li","raw_affiliation_strings":["School of Mathematics & Information Technology, Nanjing Xiaozhuang University, Nanjing, P.R. China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics & Information Technology, Nanjing Xiaozhuang University, Nanjing, P.R. China","institution_ids":["https://openalex.org/I4210128418"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074631753","display_name":"Jerry Zeyu Gao","orcid":"https://orcid.org/0000-0002-1051-5839","observed_orcids":["https://orcid.org/0000-0002-1051-5839"]},"institutions":[{"id":"https://openalex.org/I51504820","display_name":"San Jose State University","ror":"https://ror.org/04qyvz380","country_code":"US","type":"education","lineage":["https://openalex.org/I51504820"]},{"id":"https://openalex.org/I9086337","display_name":"Taiyuan University of Technology","ror":"https://ror.org/03kv08d37","country_code":"CN","type":"education","lineage":["https://openalex.org/I9086337"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Jerry Gao","raw_affiliation_strings":["San Jose State University, San Jose","Taiyuan University of Technology, CA, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"San Jose State University, San Jose","institution_ids":["https://openalex.org/I51504820"]},{"raw_affiliation_string":"Taiyuan University of Technology, CA, China","institution_ids":["https://openalex.org/I9086337"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.0806,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.93230016,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"313","last_page":"319"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14280","display_name":"Big Data Technologies and Applications","score":0.5268999934196472,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"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/T14280","display_name":"Big Data Technologies and Applications","score":0.5268999934196472,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.14920000731945038,"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/T11719","display_name":"Data Quality and Management","score":0.11670000106096268,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/big-data-applications","display_name":"big data applications","score":0.9120000004768372},{"id":"https://openalex.org/keywords/quality-assurance","display_name":"quality assurance","score":0.972000002861023},{"id":"https://openalex.org/keywords/quality-attributes","display_name":"quality attributes","score":0.9900000095367432},{"id":"https://openalex.org/keywords/software-testing","display_name":"software testing","score":0.6779999732971191},{"id":"https://openalex.org/keywords/model-driven-architecture","display_name":"model-driven architecture","score":1.0},{"id":"https://openalex.org/keywords/monitoring","display_name":"monitoring","score":0.6930000185966492},{"id":"https://openalex.org/keywords/fault-tolerance","display_name":"fault tolerance","score":1.0},{"id":"https://openalex.org/keywords/verification","display_name":"verification","score":0.8930000066757202},{"id":"https://openalex.org/keywords/forecasting-methods","display_name":"forecasting methods","score":0.652999997138977},{"id":"https://openalex.org/keywords/big-data-characteristics","display_name":"big data characteristics","score":0.6679999828338623}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.9064590930938721},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.721480131149292},{"id":"https://openalex.org/C106436119","wikidata":"https://www.wikidata.org/wiki/Q836575","display_name":"Quality assurance","level":3,"score":0.6794952750205994},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.6630935072898865},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6522035598754883},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.6263129711151123},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5653596520423889},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.45085376501083374},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.3373730182647705},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2691972851753235},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1680423617362976},{"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/C2778618615","wikidata":"https://www.wikidata.org/wiki/Q4008393","display_name":"External quality assessment","level":2,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdataservice.2017.42","doi":"https://doi.org/10.1109/bigdataservice.2017.42","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdataservice.2017.42","pdf_url":null,"source":{"id":"https://openalex.org/S7407088894","display_name":"IEEE International Conference on Big Data Computing Service and Applications (BigDataService)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE Third International Conference on Big Data Computing Service and Applications (BigDataService)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"sustainable_development_goals_aurora":[{"display_name":"Industry, innovation and infrastructure","score":0.5899999737739563,"id":"https://metadata.un.org/sdg/9"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1563601400","https://openalex.org/W1571655470","https://openalex.org/W1592474299","https://openalex.org/W1663218967","https://openalex.org/W1781593898","https://openalex.org/W1993980594","https://openalex.org/W2037535119","https://openalex.org/W2042339779","https://openalex.org/W2045913661","https://openalex.org/W2050966111","https://openalex.org/W2063603334","https://openalex.org/W2074846243","https://openalex.org/W2131164945","https://openalex.org/W2154025470","https://openalex.org/W2293379877","https://openalex.org/W2396720400","https://openalex.org/W2398064628","https://openalex.org/W2400954062","https://openalex.org/W2404019434","https://openalex.org/W2407832172","https://openalex.org/W2407969335","https://openalex.org/W2501376531","https://openalex.org/W2508859698","https://openalex.org/W2514352369","https://openalex.org/W2546724522","https://openalex.org/W2751808730","https://openalex.org/W4241337738"],"related_works":["https://openalex.org/W3005303848","https://openalex.org/W2514352369","https://openalex.org/W4401097198","https://openalex.org/W3214687022","https://openalex.org/W2407969335","https://openalex.org/W2397063921","https://openalex.org/W3198847050","https://openalex.org/W4390246551","https://openalex.org/W6999762872","https://openalex.org/W7163513579"],"abstract_inverted_index":{"With":[0],"the":[1,45,54,72,97,119,124,151],"rapid":[2],"advance":[3],"of":[4,56,74,99,103,126,153],"big":[5,13,57,83,104,110,127,154,158],"data":[6,14,58,76,84,105,111,128,155,159],"and":[7,29,91,107,113,130,141],"cloud":[8],"computing,":[9],"building":[10],"high":[11],"quality":[12,38,55,73,86,100,114,125],"systems":[15],"in":[16,27],"different":[17],"application":[18,42,85],"fields":[19],"has":[20,49],"gradually":[21],"became":[22],"a":[23,79],"popular":[24],"research":[25,47],"topic":[26],"academia":[28],"industry":[30],"as":[31,33],"well":[32],"government":[34],"agencies.":[35],"However,":[36],"more":[37],"problems":[39],"lead":[40],"to":[41,52,70,122],"errors.":[43],"Although":[44],"current":[46],"work":[48],"discussed":[50],"how":[51,69],"ensure":[53,71,123],"applications":[59,129],"from":[60],"several":[61],"aspects,":[62],"there":[63],"is":[64,88],"no":[65],"systematic":[66,80],"discussion":[67],"on":[68,82,96,157],"large":[75],"applications.":[77,160],"Therefore,":[78],"study":[81],"assurance":[87,101],"very":[89],"necessary":[90],"critical.":[92],"This":[93],"paper":[94,148],"focuses":[95],"survey":[98],"techniques":[102],"applications,":[106],"it":[108],"introduces":[109],"properties":[112],"attributes.":[115],"It":[116],"mainly":[117],"discusses":[118,150],"key":[120],"approaches":[121],"they":[131],"are":[132],"testing,":[133],"model-driven":[134],"architecture":[135],"(MDA),":[136],"monitoring,":[137],"fault":[138],"tolerance,":[139],"verification":[140],"also":[142,149],"prediction":[143],"techniques.":[144],"In":[145],"addition,":[146],"this":[147],"impact":[152],"characteristics":[156]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":2}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2017-06-23T00:00:00"}