{"id":"https://openalex.org/W4313020758","doi":"https://doi.org/10.1145/3510454.3517067","title":"Quality-driven machine learning-based data science pipeline realization","display_name":"Quality-driven machine learning-based data science pipeline realization","publication_year":2022,"publication_date":"2022-05-21","ids":{"openalex":"https://openalex.org/W4313020758","doi":"https://doi.org/10.1145/3510454.3517067"},"language":"en","primary_location":{"id":"doi:10.1145/3510454.3517067","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3510454.3517067","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3510454.3517067","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM/IEEE 44th International Conference on Software Engineering: Companion Proceedings","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3510454.3517067","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061530799","display_name":"Giordano d\u2019Aloisio","orcid":"https://orcid.org/0000-0001-7388-890X"},"institutions":[{"id":"https://openalex.org/I26415053","display_name":"University of L'Aquila","ror":"https://ror.org/01j9p1r26","country_code":"IT","type":"education","lineage":["https://openalex.org/I26415053"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Giordano d'Aloisio","raw_affiliation_strings":["University of L'Aquila, Italy"],"affiliations":[{"raw_affiliation_string":"University of L'Aquila, Italy","institution_ids":["https://openalex.org/I26415053"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5061530799"],"corresponding_institution_ids":["https://openalex.org/I26415053"],"apc_list":null,"apc_paid":null,"fwci":0.6848,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.76395487,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"291","last_page":"293"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9900000095367432,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.989799976348877,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6917454600334167},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5613275170326233},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.5444662570953369},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5389611721038818},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5367869734764099},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5121988654136658},{"id":"https://openalex.org/keywords/data-quality","display_name":"Data quality","score":0.4656233489513397},{"id":"https://openalex.org/keywords/feature-engineering","display_name":"Feature engineering","score":0.43545016646385193},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.43135398626327515},{"id":"https://openalex.org/keywords/engineering-management","display_name":"Engineering management","score":0.40451595187187195},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3462200164794922},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.23807016015052795},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.18961414694786072},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1828235685825348},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.09299176931381226}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6917454600334167},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5613275170326233},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5444662570953369},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5389611721038818},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5367869734764099},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5121988654136658},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.4656233489513397},{"id":"https://openalex.org/C2778827112","wikidata":"https://www.wikidata.org/wiki/Q22245680","display_name":"Feature engineering","level":3,"score":0.43545016646385193},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.43135398626327515},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.40451595187187195},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3462200164794922},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.23807016015052795},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.18961414694786072},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1828235685825348},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.09299176931381226},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","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:10.1145/3510454.3517067","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3510454.3517067","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3510454.3517067","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM/IEEE 44th International Conference on Software Engineering: Companion Proceedings","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3510454.3517067","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3510454.3517067","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3510454.3517067","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM/IEEE 44th International Conference on Software Engineering: Companion Proceedings","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8274803949","display_name":null,"funder_award_id":"871042","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G899169222","display_name":null,"funder_award_id":"871042","funder_id":"https://openalex.org/F4320332999","funder_display_name":"Horizon 2020 Framework Programme"}],"funders":[{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320332999","display_name":"Horizon 2020 Framework Programme","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4313020758.pdf","grobid_xml":"https://content.openalex.org/works/W4313020758.grobid-xml"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W2014352947","https://openalex.org/W2100960835","https://openalex.org/W2116984840","https://openalex.org/W2127483730","https://openalex.org/W2135525750","https://openalex.org/W2599025709","https://openalex.org/W2612690371","https://openalex.org/W2893282316","https://openalex.org/W2922234936","https://openalex.org/W2980482960","https://openalex.org/W3027880393","https://openalex.org/W3116286104","https://openalex.org/W3158459113","https://openalex.org/W3181414820","https://openalex.org/W3209383583","https://openalex.org/W4200141132"],"related_works":["https://openalex.org/W2792109275","https://openalex.org/W2137479650","https://openalex.org/W4210350690","https://openalex.org/W2777139086","https://openalex.org/W3199845601","https://openalex.org/W2791222374","https://openalex.org/W3180094802","https://openalex.org/W2207685884","https://openalex.org/W3082463427","https://openalex.org/W2797388296"],"abstract_inverted_index":{"The":[0],"recently":[1],"wide":[2],"adoption":[3],"of":[4,29,36,103,140,158],"data":[5,37,104,142],"science":[6,105,143],"approaches":[7],"to":[8,48,62,68,172],"decision":[9],"making":[10],"in":[11,25,100,137,150],"several":[12],"application":[13],"domains":[14],"(such":[15,74],"as":[16],"health,":[17],"business":[18],"and":[19,27,46,58,77,81,107,135,166],"even":[20],"education)":[21],"open":[22],"new":[23,114],"challenges":[24],"engineering":[26,56,116,168],"implementation":[28],"this":[30,151],"systems.":[31],"Considering":[32],"the":[33,42,70,89,101,138,146,159,163],"big":[34],"picture":[35],"science,":[38],"Machine":[39],"learning":[40],"is":[41],"wider":[43],"used":[44],"technique":[45],"due":[47],"its":[49],"characteristics,":[50],"we":[51,153],"believe":[52],"that":[53,122,131],"a":[54,113],"better":[55],"methodology":[57],"tools":[59,130],"are":[60],"needed":[61],"realize":[63,173],"innovative":[64],"data-driven":[65],"systems":[66,120],"able":[67],"satisfy":[69],"emerging":[71],"quality":[72,96,126],"attributes":[73],"as,":[75],"debias":[76],"fariness,":[78],"explainability,":[79],"privacy":[80],"ethics,":[82],"sustainability).":[83],"This":[84],"research":[85],"project":[86,160],"will":[87],"explore":[88],"following":[90],"three":[91],"pillars:":[92],"i)":[93],"identify":[94],"key":[95],"attributes,":[97],"formalize":[98],"them":[99],"context":[102],"pipelines":[106,144],"study":[108],"their":[109],"relationships;":[110],"ii)":[111],"define":[112],"software":[115],"approach":[117],"for":[118],"data-science":[119],"development":[121],"assures":[123],"compliance":[124],"with":[125],"requirements;":[127],"iii)":[128],"implement":[129],"guide":[132],"IT":[133],"professionals":[134],"researchers":[136],"realization":[139],"ML-based":[141],"since":[145],"requirement":[147],"engineering.":[148],"Moreover,":[149],"paper":[152],"also":[154],"presents":[155],"some":[156],"details":[157],"showing":[161],"how":[162],"feature":[164],"models":[165],"model-driven":[167],"can":[169],"be":[170],"leveraged":[171],"our":[174],"project.":[175]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}