{"id":"https://openalex.org/W4406416878","doi":"https://doi.org/10.1109/ic3i61595.2024.10829177","title":"Ensuring Dataset Accountability in Machine Learning: Insights from Software Engineering","display_name":"Ensuring Dataset Accountability in Machine Learning: Insights from Software Engineering","publication_year":2024,"publication_date":"2024-09-18","ids":{"openalex":"https://openalex.org/W4406416878","doi":"https://doi.org/10.1109/ic3i61595.2024.10829177"},"language":"en","primary_location":{"id":"doi:10.1109/ic3i61595.2024.10829177","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic3i61595.2024.10829177","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 7th International Conference on Contemporary Computing and Informatics (IC3I)","raw_type":"proceedings-article"},"type":"article","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/A5005990017","display_name":"Veeranna Kotagi","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Veeranna Kotagi","raw_affiliation_strings":["NITTE Meenakshi Institute Of Technology,Information Science and Engineering,Bangalore"],"affiliations":[{"raw_affiliation_string":"NITTE Meenakshi Institute Of Technology,Information Science and Engineering,Bangalore","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005946026","display_name":"Vinay Kumar Nassa","orcid":"https://orcid.org/0000-0002-9606-7570"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Vinay Kumar Nassa","raw_affiliation_strings":["Bharat institute of Engg. & Technology,Computer Science Engineering,Hyderabad,Telangana"],"affiliations":[{"raw_affiliation_string":"Bharat institute of Engg. & Technology,Computer Science Engineering,Hyderabad,Telangana","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103328936","display_name":"Dipti R. Patil","orcid":null},"institutions":[{"id":"https://openalex.org/I66951643","display_name":"Pillar College","ror":"https://ror.org/02q3cpg22","country_code":"US","type":"education","lineage":["https://openalex.org/I66951643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dipti Patil","raw_affiliation_strings":["Pillai HOC College of Engineering and Technology,Computer Engineering,Rasayani,Maharashtra"],"affiliations":[{"raw_affiliation_string":"Pillai HOC College of Engineering and Technology,Computer Engineering,Rasayani,Maharashtra","institution_ids":["https://openalex.org/I66951643"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023368772","display_name":"Rajashree Gadhave","orcid":"https://orcid.org/0000-0002-6312-7100"},"institutions":[{"id":"https://openalex.org/I169877490","display_name":"University of Mumbai","ror":"https://ror.org/032hdk172","country_code":"IN","type":"education","lineage":["https://openalex.org/I169877490"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Rajashree Gadhave","raw_affiliation_strings":["University of Mumbai,Computer Engineering, Pillai HOC college of Engineering and Technology,Mumbai,Maharashtra"],"affiliations":[{"raw_affiliation_string":"University of Mumbai,Computer Engineering, Pillai HOC college of Engineering and Technology,Mumbai,Maharashtra","institution_ids":["https://openalex.org/I169877490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105049080","display_name":"Sri Bhargav Krishna Adusumilli","orcid":null},"institutions":[{"id":"https://openalex.org/I2799285752","display_name":"Bay Institute","ror":"https://ror.org/02bgarq81","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I2799285752"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sri Bhargav Krishna Adusumilli","raw_affiliation_strings":["San Francisco Bay University,Computer Science Engineering,Fremont,CA,USA"],"affiliations":[{"raw_affiliation_string":"San Francisco Bay University,Computer Science Engineering,Fremont,CA,USA","institution_ids":["https://openalex.org/I2799285752"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5109303004","display_name":"P Praveen Kumar","orcid":null},"institutions":[{"id":"https://openalex.org/I4210115222","display_name":"Advanced Numerical Research and Analysis Group","ror":"https://ror.org/02a61vy29","country_code":"IN","type":"facility","lineage":["https://openalex.org/I1340206300","https://openalex.org/I4210115222","https://openalex.org/I4210150591"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Pitcheri Praveen Kumar","raw_affiliation_strings":["Anurag University,Electronic and Communication Engineering,Hyderabad,Telangana"],"affiliations":[{"raw_affiliation_string":"Anurag University,Electronic and Communication Engineering,Hyderabad,Telangana","institution_ids":["https://openalex.org/I4210115222"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5005990017"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.30935057,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"385","last_page":"389"},"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":0.9891999959945679,"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":0.9891999959945679,"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":0.9865999817848206,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9860000014305115,"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/accountability","display_name":"Accountability","score":0.6886747479438782},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6847101449966431},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.565650224685669},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.45326492190361023},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3502494692802429},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.18423616886138916}],"concepts":[{"id":"https://openalex.org/C2776007630","wikidata":"https://www.wikidata.org/wiki/Q2798912","display_name":"Accountability","level":2,"score":0.6886747479438782},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6847101449966431},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.565650224685669},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.45326492190361023},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3502494692802429},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.18423616886138916},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ic3i61595.2024.10829177","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ic3i61595.2024.10829177","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 7th International Conference on Contemporary Computing and Informatics (IC3I)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.44999998807907104,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2953189907","https://openalex.org/W3001363766","https://openalex.org/W3004923758","https://openalex.org/W3013098030","https://openalex.org/W3013681994","https://openalex.org/W3041871477","https://openalex.org/W3091852855","https://openalex.org/W3097884524","https://openalex.org/W3103496047","https://openalex.org/W3104989070","https://openalex.org/W3119746452","https://openalex.org/W3126095862","https://openalex.org/W3135371071","https://openalex.org/W3164556435","https://openalex.org/W3166319166","https://openalex.org/W3176115515","https://openalex.org/W3185256938","https://openalex.org/W4248301280","https://openalex.org/W4395672414","https://openalex.org/W4396530891","https://openalex.org/W6785911247"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2494121465","https://openalex.org/W4377233172","https://openalex.org/W1854749775","https://openalex.org/W4312971597","https://openalex.org/W2129556718","https://openalex.org/W1970818898","https://openalex.org/W2350665531"],"abstract_inverted_index":{"Machine":[0],"learning":[1,12,77],"is":[2,20],"facing":[3],"a":[4,91],"crisis":[5],"of":[6,93,153],"accountability.":[7],"On":[8],"some":[9],"tasks,":[10,110],"deep":[11],"can":[13],"match":[14],"or":[15,29,34,40,52],"surpass":[16],"human":[17],"performance.":[18],"It":[19],"extensive":[21],"This":[22],"work":[23],"may":[24],"be":[25],"reproduced":[26],"in":[27,30,37,98],"whole":[28,63],"part,":[31],"for":[32,54],"educational":[33],"personal":[35],"purposes,":[36],"hard":[38],"copy":[39],"digital":[41],"format":[42],"without":[43],"monetary":[44],"compensation":[45],"as":[46,48],"long":[47],"copies":[49],"are":[50,73,79,145],"made":[51],"distributed":[53],"non-commercial":[55],"purposes":[56],"and":[57,61,90,119,132,143,155],"carry":[58],"this":[59],"notice":[60],"the":[62,66,70,150],"citation":[64],"on":[65,103],"first":[67],"page.":[68],"Conversely,":[69],"datasets":[71],"that":[72],"crucial":[74],"to":[75,107,128,148,160],"machine":[76],"(ML)":[78],"typically":[80],"produced":[81],"using":[82],"opaque":[83],"creation":[84],"processes,":[85],"poor":[86,88],"maintenance,":[87],"documentation,":[89],"lack":[92],"answerability,":[94],"which":[95],"frequently":[96],"results":[97],"errors.":[99],"The":[100,124],"study":[101],"focused":[102],"several":[104],"problems":[105,120,131],"related":[106],"software":[108,115,137,161],"engineering":[109],"including":[111],"performance":[112],"evaluation":[113],"metrics,":[114,116],"failure":[117],"prediction,":[118],"with":[121,135],"data":[122,154,156],"quality.":[123],"paper":[125],"draws":[126],"attention":[127],"many":[129],"methodological":[130],"difficulties":[133],"associated":[134],"these":[136],"fault":[138],"prediction":[139],"tasks.":[140],"Feature":[141],"extraction":[142],"classification":[144],"commonly":[146],"used":[147],"explore":[149],"excessive":[151],"dimensionality":[152],"class":[157],"imbalance":[158],"linked":[159],"quality":[162],"issues.":[163]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}