{"id":"https://openalex.org/W4394745419","doi":"https://doi.org/10.1145/3597503.3639185","title":"ReFAIR: Toward a Context-Aware Recommender for Fairness Requirements Engineering","display_name":"ReFAIR: Toward a Context-Aware Recommender for Fairness Requirements Engineering","publication_year":2024,"publication_date":"2024-04-12","ids":{"openalex":"https://openalex.org/W4394745419","doi":"https://doi.org/10.1145/3597503.3639185"},"language":"en","primary_location":{"id":"doi:10.1145/3597503.3639185","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3597503.3639185","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3597503.3639185","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the IEEE/ACM 46th International Conference on Software Engineering","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3597503.3639185","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5108460232","display_name":"Carmine Ferrara","orcid":null},"institutions":[{"id":"https://openalex.org/I131729948","display_name":"University of Salerno","ror":"https://ror.org/0192m2k53","country_code":"IT","type":"education","lineage":["https://openalex.org/I131729948"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Carmine Ferrara","raw_affiliation_strings":["University of Salerno, Fisciano, Italy"],"raw_orcid":"https://orcid.org/0000-0002-2590-436X","affiliations":[{"raw_affiliation_string":"University of Salerno, Fisciano, Italy","institution_ids":["https://openalex.org/I131729948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003593139","display_name":"Francesco Casillo","orcid":"https://orcid.org/0000-0003-4869-8068"},"institutions":[{"id":"https://openalex.org/I131729948","display_name":"University of Salerno","ror":"https://ror.org/0192m2k53","country_code":"IT","type":"education","lineage":["https://openalex.org/I131729948"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Casillo","raw_affiliation_strings":["University of Salerno, Fisciano, Italy"],"raw_orcid":"https://orcid.org/0000-0003-4869-8068","affiliations":[{"raw_affiliation_string":"University of Salerno, Fisciano, Italy","institution_ids":["https://openalex.org/I131729948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012888719","display_name":"Carmine Gravino","orcid":"https://orcid.org/0000-0002-4394-9035"},"institutions":[{"id":"https://openalex.org/I131729948","display_name":"University of Salerno","ror":"https://ror.org/0192m2k53","country_code":"IT","type":"education","lineage":["https://openalex.org/I131729948"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Carmine Gravino","raw_affiliation_strings":["University of Salerno, Fisciano, Italy"],"raw_orcid":"https://orcid.org/0000-0002-4394-9035","affiliations":[{"raw_affiliation_string":"University of Salerno, Fisciano, Italy","institution_ids":["https://openalex.org/I131729948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079088548","display_name":"Andrea De Lucia","orcid":"https://orcid.org/0000-0002-4238-1425"},"institutions":[{"id":"https://openalex.org/I131729948","display_name":"University of Salerno","ror":"https://ror.org/0192m2k53","country_code":"IT","type":"education","lineage":["https://openalex.org/I131729948"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Andrea De Lucia","raw_affiliation_strings":["University of Salerno, Fisciano, Italy"],"raw_orcid":"https://orcid.org/0000-0002-4238-1425","affiliations":[{"raw_affiliation_string":"University of Salerno, Fisciano, Italy","institution_ids":["https://openalex.org/I131729948"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033738898","display_name":"Fabio Palomba","orcid":"https://orcid.org/0000-0001-9337-5116"},"institutions":[{"id":"https://openalex.org/I131729948","display_name":"University of Salerno","ror":"https://ror.org/0192m2k53","country_code":"IT","type":"education","lineage":["https://openalex.org/I131729948"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Fabio Palomba","raw_affiliation_strings":["University of Salerno, Fisciano, Italy"],"raw_orcid":"https://orcid.org/0000-0001-9337-5116","affiliations":[{"raw_affiliation_string":"University of Salerno, Fisciano, Italy","institution_ids":["https://openalex.org/I131729948"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I131729948"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"12"},"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":0.9975000023841858,"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":0.9975000023841858,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9850000143051147,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T10260","display_name":"Software Engineering Research","score":0.9807999730110168,"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":0.834449827671051},{"id":"https://openalex.org/keywords/word-embedding","display_name":"Word embedding","score":0.8020473122596741},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6509144306182861},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.6004453301429749},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5921509861946106},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5609038472175598},{"id":"https://openalex.org/keywords/feature-engineering","display_name":"Feature engineering","score":0.5334202647209167},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.5280868411064148},{"id":"https://openalex.org/keywords/requirements-engineering","display_name":"Requirements engineering","score":0.47475603222846985},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.47124984860420227},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4189188480377197},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.38128840923309326},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3712557256221771},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36553454399108887},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.3426003158092499},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.3349744975566864},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.19547677040100098},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.13892075419425964},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.1337885558605194},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08701634407043457}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.834449827671051},{"id":"https://openalex.org/C2777462759","wikidata":"https://www.wikidata.org/wiki/Q18395344","display_name":"Word embedding","level":3,"score":0.8020473122596741},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6509144306182861},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.6004453301429749},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5921509861946106},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5609038472175598},{"id":"https://openalex.org/C2778827112","wikidata":"https://www.wikidata.org/wiki/Q22245680","display_name":"Feature engineering","level":3,"score":0.5334202647209167},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.5280868411064148},{"id":"https://openalex.org/C6604083","wikidata":"https://www.wikidata.org/wiki/Q376937","display_name":"Requirements engineering","level":3,"score":0.47475603222846985},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.47124984860420227},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4189188480377197},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.38128840923309326},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3712557256221771},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36553454399108887},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.3426003158092499},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.3349744975566864},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.19547677040100098},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.13892075419425964},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.1337885558605194},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08701634407043457},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"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/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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3597503.3639185","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3597503.3639185","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3597503.3639185","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the IEEE/ACM 46th International Conference on Software Engineering","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3597503.3639185","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3597503.3639185","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3597503.3639185","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the IEEE/ACM 46th International Conference on Software Engineering","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4394745419.pdf","grobid_xml":"https://content.openalex.org/works/W4394745419.grobid-xml"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W114400863","https://openalex.org/W187974210","https://openalex.org/W1529377943","https://openalex.org/W1537001026","https://openalex.org/W1615991656","https://openalex.org/W1934704424","https://openalex.org/W1986159170","https://openalex.org/W2146241755","https://openalex.org/W2154602077","https://openalex.org/W2157305458","https://openalex.org/W2250539671","https://openalex.org/W2295598076","https://openalex.org/W2342249984","https://openalex.org/W2343556275","https://openalex.org/W2618735189","https://openalex.org/W2730550703","https://openalex.org/W2789070602","https://openalex.org/W2809878087","https://openalex.org/W2888487581","https://openalex.org/W2909182718","https://openalex.org/W2913771223","https://openalex.org/W2963100392","https://openalex.org/W2964021307","https://openalex.org/W2996355630","https://openalex.org/W3033733989","https://openalex.org/W3035447285","https://openalex.org/W3042401844","https://openalex.org/W3052814785","https://openalex.org/W3091973425","https://openalex.org/W3130451294","https://openalex.org/W3165292502","https://openalex.org/W3166873126","https://openalex.org/W3181414820","https://openalex.org/W3193448347","https://openalex.org/W3194157648","https://openalex.org/W3194588521","https://openalex.org/W4210736086","https://openalex.org/W4210769673","https://openalex.org/W4212811369","https://openalex.org/W4229772528","https://openalex.org/W4281811562","https://openalex.org/W4296186062","https://openalex.org/W4308641598","https://openalex.org/W4393834071","https://openalex.org/W6607694287","https://openalex.org/W6929695671"],"related_works":["https://openalex.org/W4286432911","https://openalex.org/W2726375170","https://openalex.org/W2785740378","https://openalex.org/W4390421161","https://openalex.org/W3134737443","https://openalex.org/W2912503608","https://openalex.org/W3119513105","https://openalex.org/W2590462354","https://openalex.org/W2473593971","https://openalex.org/W3002034200"],"abstract_inverted_index":{"Machine":[0],"learning":[1,40,122],"(ML)":[2],"is":[3,60],"increasingly":[4],"being":[5,130],"used":[6,49],"as":[7,162],"a":[8,61,86,157],"key":[9],"component":[10],"of":[11,24,37,44,63,76,151,164,167,182],"most":[12,43],"software":[13],"systems,":[14],"yet":[15],"serious":[16],"concerns":[17],"have":[18,28],"been":[19,29],"raised":[20],"about":[21],"the":[22,35,74,79,115,120,128,137,145,149,179],"fairness":[23,71,77],"ML":[25],"predictions.":[26],"Researchers":[27],"proposing":[30],"novel":[31,87],"methods":[32,64],"to":[33,94,124,141,172],"support":[34],"development":[36,52,80],"fair":[38],"machine":[39,121],"solutions.":[41],"Nonetheless,":[42],"them":[45],"can":[46],"only":[47],"be":[48,125,142],"in":[50,127],"late":[51],"stages,":[53],"e.g.,":[54],"during":[55,144],"model":[56],"training,":[57],"while":[58],"there":[59],"lack":[62],"that":[65,92],"may":[66],"provide":[67],"practitioners":[68],"with":[69],"early":[70],"analytics":[72],"enabling":[73],"treatment":[75],"throughout":[78],"lifecycle.":[81],"This":[82],"paper":[83],"proposes":[84],"ReFair,":[85,183],"context-aware":[88],"requirements":[89],"engineering":[90],"framework":[91,111],"allows":[93],"classify":[95],"sensitive":[96,139],"features":[97,140],"from":[98],"User":[99,169],"Stories.":[100],"By":[101],"exploiting":[102],"natural":[103],"language":[104],"processing":[105],"and":[106,119],"word":[107],"embedding":[108],"techniques,":[109],"our":[110,165],"first":[112],"identifies":[113],"both":[114],"use":[116],"case":[117],"domain":[118],"task":[123],"performed":[126],"system":[129],"developed;":[131],"afterward,":[132],"it":[133,155],"recommends":[134],"which":[135],"are":[136],"context-specific":[138],"considered":[143],"implementation.":[146],"We":[147],"assess":[148],"capabilities":[150],"ReFair":[152],"by":[153],"experimenting":[154],"against":[156],"synthetic":[158],"dataset---which":[159],"we":[160],"built":[161],"part":[163],"research---composed":[166],"12,401":[168],"Stories":[170],"related":[171],"34":[173],"application":[174],"domains.":[175],"Our":[176],"findings":[177],"showcase":[178],"high":[180],"accuracy":[181],"other":[184],"than":[185],"highlighting":[186],"its":[187],"current":[188],"limitations.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}
