{"id":"https://openalex.org/W2294859214","doi":"https://doi.org/10.1145/2889160.2889207","title":"Continuous validation for data analytics systems","display_name":"Continuous validation for data analytics systems","publication_year":2016,"publication_date":"2016-05-14","ids":{"openalex":"https://openalex.org/W2294859214","doi":"https://doi.org/10.1145/2889160.2889207","mag":"2294859214"},"language":"en","primary_location":{"id":"doi:10.1145/2889160.2889207","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2889160.2889207","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 38th International Conference on Software Engineering Companion","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://figshare.com/articles/conference_contribution/Continuous_validation_for_data_analytics_systems/20873713","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5004692644","display_name":"Mark Staples","orcid":"https://orcid.org/0000-0003-3284-5385"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"funder","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Mark Staples","raw_affiliation_strings":["CSIRO and NICTA, Eveleigh NSW, Australia"],"affiliations":[{"raw_affiliation_string":"CSIRO and NICTA, Eveleigh NSW, Australia","institution_ids":["https://openalex.org/I42894916","https://openalex.org/I1292875679"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064683660","display_name":"Liming Zhu","orcid":"https://orcid.org/0000-0001-5839-3765"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"funder","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Liming Zhu","raw_affiliation_strings":["CSIRO and NICTA, Eveleigh NSW, Australia"],"affiliations":[{"raw_affiliation_string":"CSIRO and NICTA, Eveleigh NSW, Australia","institution_ids":["https://openalex.org/I42894916","https://openalex.org/I1292875679"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082913979","display_name":"John Grundy","orcid":"https://orcid.org/0000-0003-4928-7076"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"John Grundy","raw_affiliation_strings":["Deakin University, Geelong, Australia"],"affiliations":[{"raw_affiliation_string":"Deakin University, Geelong, Australia","institution_ids":["https://openalex.org/I149704539"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5004692644"],"corresponding_institution_ids":["https://openalex.org/I1292875679","https://openalex.org/I42894916"],"apc_list":null,"apc_paid":null,"fwci":5.658,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.95778357,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"769","last_page":"772"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.9909999966621399,"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/T11986","display_name":"Scientific Computing and Data Management","score":0.9909999966621399,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9865000247955322,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9821000099182129,"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/computer-science","display_name":"Computer science","score":0.7495438456535339},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.641929566860199},{"id":"https://openalex.org/keywords/devops","display_name":"DevOps","score":0.6307917237281799},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.61654132604599},{"id":"https://openalex.org/keywords/software-analytics","display_name":"Software analytics","score":0.47569024562835693},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4506911039352417},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.3803963363170624},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.3246089220046997},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.24145916104316711},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.23606881499290466},{"id":"https://openalex.org/keywords/software-development-process","display_name":"Software development process","score":0.1860705018043518}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7495438456535339},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.641929566860199},{"id":"https://openalex.org/C9903902","wikidata":"https://www.wikidata.org/wiki/Q3025536","display_name":"DevOps","level":3,"score":0.6307917237281799},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.61654132604599},{"id":"https://openalex.org/C171981572","wikidata":"https://www.wikidata.org/wiki/Q7554239","display_name":"Software analytics","level":5,"score":0.47569024562835693},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4506911039352417},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.3803963363170624},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3246089220046997},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.24145916104316711},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.23606881499290466},{"id":"https://openalex.org/C180152950","wikidata":"https://www.wikidata.org/wiki/Q2904257","display_name":"Software development process","level":4,"score":0.1860705018043518},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/2889160.2889207","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2889160.2889207","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 38th International Conference on Software Engineering Companion","raw_type":"proceedings-article"},{"id":"pmh:oai:dro.deakin.edu.au:DU:30085954","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306402457","display_name":"Deakin Research Online (Deakin University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149704539","host_organization_name":"Deakin University","host_organization_lineage":["https://openalex.org/I149704539"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"},{"id":"pmh:oai:figshare.com:article/20873713","is_oa":true,"landing_page_url":"https://figshare.com/articles/conference_contribution/Continuous_validation_for_data_analytics_systems/20873713","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/20873713","is_oa":true,"landing_page_url":"https://figshare.com/articles/conference_contribution/Continuous_validation_for_data_analytics_systems/20873713","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320315885","display_name":"Australian Government","ror":"https://ror.org/0314h5y94"},{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W35540748","https://openalex.org/W1423289960","https://openalex.org/W1480295934","https://openalex.org/W1485486958","https://openalex.org/W1538620045","https://openalex.org/W1603212622","https://openalex.org/W1605675458","https://openalex.org/W2011059351","https://openalex.org/W2019299755","https://openalex.org/W2026019770","https://openalex.org/W2047585840","https://openalex.org/W2121991225","https://openalex.org/W2306526421","https://openalex.org/W2400759046","https://openalex.org/W2600820317","https://openalex.org/W2993588979","https://openalex.org/W3125675422","https://openalex.org/W3132308259","https://openalex.org/W4237961478","https://openalex.org/W4285719527","https://openalex.org/W6771660255","https://openalex.org/W6789585431"],"related_works":["https://openalex.org/W2038746072","https://openalex.org/W2588979697","https://openalex.org/W2471667150","https://openalex.org/W3108642418","https://openalex.org/W2621143560","https://openalex.org/W4225698753","https://openalex.org/W2543688022","https://openalex.org/W4390273888","https://openalex.org/W3193780199","https://openalex.org/W2911278647"],"abstract_inverted_index":{"From":[0],"a":[1],"future":[2,119],"history":[3],"of":[4,49,64,84],"2025:":[5],"Continuous":[6],"development":[7],"is":[8,61],"common":[9],"for":[10,67,128,142,150],"build/test":[11],"(continuous":[12],"integration)":[13],"and":[14,44,52,110,137,156,165],"operations":[15],"(devOps).":[16],"This":[17,73],"trend":[18,60],"continues":[19],"through":[20],"the":[21,62,82,107],"lifecycle,":[22],"into":[23],"what":[24],"we":[25],"call":[26],"'devUsage':":[27],"continuous":[28],"usage":[29],"validation.":[30],"In":[31],"addition":[32],"to":[33,121,124],"ensuring":[34],"systems":[35],"meet":[36],"user":[37],"needs,":[38],"organisations":[39],"continuously":[40],"validate":[41,81],"their":[42],"legal":[43],"ethical":[45],"use.":[46],"The":[47],"rise":[48],"end-user":[50],"programming":[51],"multi-sided":[53],"platforms":[54],"exacerbate":[55],"validation":[56,77],"challenges.":[57,78],"A":[58],"separate":[59],"specialisation":[63],"software":[65,143],"engineering":[66],"technical":[68],"domains,":[69],"including":[70],"data":[71,129,163],"analytics.":[72],"domain":[74],"has":[75],"specific":[76],"We":[79,117,132],"must":[80],"accuracy":[83],"statistical":[85,111],"models,":[86],"but":[87],"also":[88],"whether":[89],"they":[90],"have":[91],"illegal":[92],"or":[93],"unethical":[94],"biases.":[95],"Usage":[96],"needs":[97],"addressed":[98],"by":[99],"machine":[100],"learning":[101],"are":[102,113],"sometimes":[103],"not":[104],"specifiable":[105],"in":[106],"traditional":[108],"sense,":[109],"models":[112],"often":[114],"'black":[115],"boxes'.":[116],"describe":[118],"research":[120],"investigate":[122],"solutions":[123],"these":[125],"devUsage":[126],"challenges":[127],"analytics":[130],"systems.":[131],"will":[133],"adapt":[134],"risk":[135],"management":[136],"governance":[138],"frameworks":[139],"previously":[140],"used":[141],"product":[144],"qualities,":[145],"use":[146],"social":[147],"network":[148],"communities":[149],"input":[151],"from":[152],"aligned":[153],"stakeholder":[154],"groups,":[155],"perform":[157],"cross-validation":[158],"using":[159],"autonomic":[160],"experimentation,":[161],"cyber-physical":[162],"streams,":[164],"online":[166],"discursive":[167],"feedback.":[168]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":3}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}
