{“id”:“https://openalex.org/W3014011525“,”doi“:”https://doi.org/10.1145/3351095.3372831“,”title“:“现实的、不完美的机器学习模型感知公平的实证研究”,”display_name“:“实际的、不完善的机器学习模式感知公平的经验研究”,“publication_year:2020,”publication_date“:”2020-01-27“,”ids“:{”openalex“:”https://openalex.org/W3014011525“,”doi“:”https://doi.org/10.1145/3351095.3372831“,”mag“:”3014011525“},”language“:”en“,”primary_location“:{”is_oa“:true,”landing_page_url“:”https://doi.org/10.1145/3351095.3372831,“pdf_url”:https://dl.acm.org/doi/pdf/10.1145/3351095.3372831“,”source“:null,”license“:null,”license_id“:null,”version“:”publishedVersion“,”is_accepted“:true,”is_published“:true},”type“:”article“,”type_crossref“:”proceedings article“,”indexed_in“:[”crossref“],”open_access“:{”is_oa“:true,”oa_status“:”bronze“,”oa_url“:”https://dl.acm.org/doi/pdf/10.1145/3351095.3372831“,”any_repository_has_fulltext“:true},”authorships“:[{”author_position“:”第一“,”作者“:{”id“:”https://openalex.org/A5029794493“,”display_name“:”Galen Harrison“,”orcid“:null},”institutions“:[{”id“:”https://openalex.org/I40347166“,”display_name“:”芝加哥大学“,”ror“:”https://ror.org/024mw5h28“,”country_code“:”US“,”type“:“教育”,”世系“:[”https://openalex.org/I40347166“]}],”国家“:[”美国“],”is_corresponding“:false,”raw_author_name“:”盖伦·哈里森“,”raw_affiation_strings“:[”芝加哥大学“],”附属机构“:[{”raw_affiation_string“:”芝加哥大学“,”institution_ids“:[”https://openalex.org/I40347166“]}]},{”author_position“:”middle“,”author“:{”id“:”https://openalex.org/A5073782498“,”display_name“:”Julia Hanson“,”orcid“:null},”institutions“:[{”id“:”https://openalex.org/I40347166“,”display_name“:”芝加哥大学“,”ror“:”https://ror.org/024mw5h28“,”country_code“:”US“,”type“:“教育”,”世系“:[”https://openalex.org/I40347166“]}],”国家“:[”美国“],”is_corresponding“:false,”raw_author_name“:”Julia Hanson“,”raw _affiliation_strings“:[“芝加哥大学”],”affiliations“:[{”raw_affiliation_string“:”芝加哥大学“,”institution_ids“:[https://openalex.org/I40347166“]}]},{”author_position“:”middle“,”author“:{”id“:”https://openalex.org/A5073590022“,”display_name“:”Christine Jacinto“,”orcid“:null},”institutions“:[{”id“:”https://openalex.org/I40347166“,”display_name“:”芝加哥大学“,”ror“:”https://ror.org/024mw5h28“,”country_code“:”US“,”type“:“教育”,”世系“:[”https://openalex.org/I40347166“]}],”国家“:[”美国“],”is_corresponding“:false,”raw_author_name“:”Christine Jacinto“,”raw _ afiliation_strings“:[“芝加哥大学”],”affiliations“:[{”raw_ afiliation _string“:”芝加哥大学“,”institution_ids“:[https://openalex.org/I40347166“]}]},{”author_position“:”middle“,”author“:{”id“:”https://openalex.org/A5025220334“,”display_name“:”Julio A.Ramirez“,”orcid“:”https://orcid.org/0000-0001-7520-9296},“机构”:[{“id”:https://openalex.org/I40347166“,”display_name“:”芝加哥大学“,”ror“:”https://ror.org/024mw5h28“,”country_code“:”US“,”type“:“教育”,”世系“:[”https://openalex.org/I40347166“]}],”国家“:[”美国“],”is_corresponding“:false,”raw_author_name“:”Julio Ramirez“,”raw _ afiliation_strings“:[“芝加哥大学”],”affiliations“:[{”raw_ afiliation _string“:”芝加哥大学“,”institution_ids“:[https://openalex.org/I40347166“]}]},{”author_position“:”last“,”author“:{”id“:”https://openalex.org/A5071246801“,”display_name“:”Blase Ur“,”orcid“:”https://orcid.org/0000-0001-9365-3155},“机构”:[{“id”:https://openalex.org/I40347166“,”display_name“:”芝加哥大学“,”ror“:”https://ror.org/024mw5h28“,”country_code“:”US“,”type“:“教育”,”世系“:[”https://openalex.org/I40347166“]}],”国家“:[”美国“],”is_corresponding“:false,”raw_author_name“:”Blase Ur“,”raw_affiliation_strings“:[“芝加哥大学”],”affiliations“:[{”raw_affiliation_string“:”芝加哥大学“,”institution_ids“:[https://openalex.org/I40347166“]}]}],”countries_distinct_count“:1,”institutions_disting_count”:1,“corresponding_author_ids”:[],”correspounding_institution_ids“:[]、”apc_list“:null,”apc_payed“:null,”fwci“:15.748,”has_fulltext“:true,”fulltext_origin“:”pdf“,”cited_by_count“:{”volume“:null,”issue“:nul,”first_page“:null,”last_page“:null},”is_retracted“:false,”is_paratext“:fase,”primary_topic“:{”id“:”https://openalex.org/T10883“,”display_name“:”人工智能的伦理含义“,”score“:0.9984,”subfield“:{”id“:”https://openalex.org/subfields/3311“,”display_name“:”安全研究“},”字段“:{”id“:”https://openalex.org/fields/33“,”display_name“:”社会科学“},”域“:{”id“:”https://openalex.org/domains/2“,”display_name“:”社会科学“}},”主题“:[{”id“:”https://openalex.org/T10883“,”display_name“:”人工智能的伦理含义“,”score“:0.9984,”subfield“:{”id“:”https://openalex.org/subfields/3311“,”display_name“:”安全研究“},”字段“:{”id“:”https://openalex.org/fields/33“,”display_name“:”社会科学“},”域“:{”id“:”https://openalex.org/domains/2“,”“display_name”:“社会科学”}},{”id“:”https://openalex.org/T12026“,”display_name“:”可解释人工智能“,”score“:0.9907,”subfield“:{”id“:”https://openalex.org/subfields/1702“,”display_name“:”人工智能“},”字段“:{”id“:”https://openalex.org/fields/17“,”display_name“:”Computer Science“},”domain“:{”id“:”https://openalex.org/domains/3“,”display_name“:”物理科学“}},{”id“:”https://openalex.org/T11689“,”“display_name”:“深度学习模型中的对抗稳健性”,“score”:0.9766,“subfield”:{“id”:“https://openalex.org/subfields/1702“,”display_name“:”人工智能“},”字段“:{”id“:”https://openalex.org/fields/17“,”display_name“:”Computer Science“},”domain“:{”id“:”https://openalex.org/domains/3“,”display_name“:”物理科学“}}],”关键词“:[{”id“:”https://openalex.org/keywords/model-in-enterprisetability网站“,”display_name“:”模型可解释性“,”score“:0.564217},{”id“:”https://openalex.org/keywords/cinterpretable-models“,”display_name“:”可解释模型“,”score“:0.543994},{”id“:”https://openalex.org/keywords/machine-learning可解释性“,”display_name“:”机器学习可解释性“,”score“:0.525894}],”concepts“:[{”id“:”https://openalex.org/C2780310539,“wikidata”:https://www.wikidata.org/wiki/Q12547192“,”display_name“:”不完美“,”级别“:2,”分数“:0.73962593},{”id“:”https://openalex.org/C184898388,“wikidata”:https://www.wikidata.org/wiki/Q1435712“,”display_name“:”成对比较“,”level“:2,”score“:0.69094944},{”id“:”https://openalex.org/C119857082,“wikidata”:https://www.wikidata.org/wiki/Q2539“,”display_name“:”机器学习“,”level“:1,”score“:0.6436662},{”id“:”https://openalex.org/C2780623907,“wikidata”:https://www.wikidata.org/wiki/Q106394435“,”display_name“:”Disadvantaged“,”level“:2,”score“:0.62872136},{”id“:”https://openalex.org/C154945302,“wikidata”:https://www.wikidata.org/wiki/Q11660“,”display_name“:”人工智能“,”level“:1,”score“:0.60832435},{”id“:”https://openalex.org/C41008148,“wikidata”:https://www.wikidata.org/wiki/Q21198“,”display_name“:”计算机科学“,”level“:0,”score“:0.5581685},{”id“:”https://openalex.org/C120936955,“wikidata”:https://www.wikidata.org/wiki/Q2155640“,”display_name“:”实证研究“,”level“:2,”score“:0.5128067},{”id“:”https://openalex.org/C2781437166,“wikidata”:https://www.wikidata.org/wiki/Q7604391“,”display_name“:”统计歧视“,”level“:2,”score“:0.4548699},{”id“:”https://openalex.org/C189950617,“wikidata”:https://www.wikidata.org/wiki/Q937228“,”“display_name”“:”属性(哲学)“,”级别“:2,”分数“:0.41398144},{”id“:”https://openalex.org/C2781249084,“wikidata”:https://www.wikidata.org/wiki/Q908656“,”display_name“:”首选项“,”级别“:2,”分数“:0.41098827},{”id“:”https://openalex.org/C77805123,“wikidata”:https://www.wikidata.org/wiki/Q161272“,”display_name“:”社会心理学“,”level“:1,”score“:0.37124527},{”id“:”https://openalex.org/C15744967,“wikidata”:https://www.wikidata.org/wiki/Q9418“,”display_name“:”心理学“,”等级“:0,”分数“:0.3590294},{”id“:”https://openalex.org/C149782125,“wikidata”:https://www.wikidata.org/wiki/Q160039“,”display_name“:”计量经济学“,”level“:1,”score“:0.34144592},{”id“:”https://openalex.org/C162324750,“wikidata”:https://www.wikidata.org/wiki/Q8134“,”display_name“:”经济学“,”level“:0,”score“:0.21885404},{”id“:”https://openalex.org/C33923547,“wikidata”:https://www.wikidata.org/wiki/Q395“,”display_name“:”数学“,”等级“:0,”分数“:0.20911664},{”id“:”https://openalex.org/C175444787,“wikidata”:https://www.wikidata.org/wiki/Q39072“,”display_name“:”微观经济学“,”level“:1,”score“:0.16493505},{”id“:”https://openalex.org/C105795698,“wikidata”:https://www.wikidata.org/wiki/Q12483“,”display_name“:”Statistics“,”level“:1,”score“:0.16282037},{”id“:”https://openalex.org/C111472728,“wikidata”:https://www.wikidata.org/wiki/Q9471“,”display_name“:”认识论“,”level“:1,”score“:0.0},{”id“:”https://openalex.org/C50522688,“wikidata”:https://www.wikidata.org/wiki/Q189833“,”display_name“:”经济增长“,”level“:1,”score“:0.0},{”id“:”https://openalex.org/C138885662,“wikidata”:https://www.wikidata.org/wiki/Q5891“,”display_name“:”哲学“,”等级“:0,”分数“:0.0},{”id“:”https://openalex.org/C41895202,“wikidata”:https://www.wikidata.org/wiki/Q8162“,”display_name“:”语言学“,”level“:1,”score“:0.0}],”mesh“:[],”locations_count“:1.”locations“:[{”is_oa“:true,”landing_page_url“:”https://doi.org/10.1145/3351095.3372831,“pdf_url”:https://dl.acm.org/doi/pdf/10.1145/3351095.3372831“,”source“:null,”license“:null,”licence_id“:nul,”version“:”publishedVersion“,”is_accepted“:true,”is_published“:true}],”best_oa_location“:{”is_oa“:true,”landing_page_url“:”https://doi.org/10.1145/3351095.3372831,“pdf_url”:https://dl.acm.org/doi/pdf/10.1145/3351095.3372831“,”source“:null,”license“:null,”license_id“:null,”version“:”publishedVersion“,”is_accepted“:true,”is_published“:true},”sustainable_development_goals“:[{”id“:”https://metadata.un.org/sdg/16“,”display_name“:”和平、正义和强大的机构“,”score“:0.7}],”grants“:[{”funder“:”https://openalex.org/F4320306076“,”“funder_display_name”“:”国家科学基金会“,”award_id“:null}],”数据集“:[],”版本“:[],”referenced_works_count“:15,”referrenced_works“:[”https://openalex.org/W2282821441","https://openalex.org/W2510508396","https://openalex.org/W2610850748","https://openalex.org/W2795743913","https://openalex.org/W2891340972","https://openalex.org/W2896252141","https://openalex.org/W2897154134","https://openalex.org/W2909392392","https://openalex.org/W2914202940","https://openalex.org/W2963588812","https://openalex.org/W2964316623","https://openalex.org/W3023001449","https://openalex.org/W3124059580","https://openalex.org/W4232019373","https://openalex.org/W4288359825“],”related_works“:[”https://openalex.org/W4306674287","https://openalex.org/W4224009465","https://openalex.org/W4205262062","https://openalex.org/W3105737538","https://openalex.org/W2961085424","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2591980537","https://openalex.org/W2575218687","https://openalex.org/W2060303324“],”ngrams_url“:”https://api.openalex.org/works/W3014011525/ngrams“,”abstract_inverted_index“:{”There“:[0],”are“:[1,23,28226],”many“:[2],”competitive“:[3],”definitions“:[4],”of“:[5,35,44,47116152164198],”what“:[6],”statistical“:[7],”properties“:[8,22],”make“:[9],”a“:[10,36,5412161173186196206213],”machine“:[111207222],”learning“:[122208223],”model“:[13,78,83,95125174184209],“公平。”:[14],“不幸的是,“:[15],“research”:[16],“has”:[17],“show”:[18],“that”:[19205225],“some”:[20],“key”:[21],“intermutual”:[24],“exclusive”。“:[25],“现实主义”:[26],“模型”:[27,66224],“因此”:[29],“必然”:[30],“不完美”:[31],“选择”:[32],“一个”:[33,80],“边”:[34],“权衡”:[37154187],“或”:[38],“the”:[39,45,86,97104114124135],“other”。“:[40],“To”:[41],“gauge”:[42],“conceptions”:[43],“fairence”:[P6],“such”:[48],“realical”,“:[49],“directive”:[50],“models”,“:[51],“we”:[22155200],“performed”:[53],“between-subjects”:[55],“experimentation”:[56],“with”:57,85],“502”:[58],“Mechanical”:[59],“Turk”:[00],“workers”。“:[61],”每个“:[62],”参与者“:[63],”比较“:[64],”两个“:[65],”对于“:[67133220],”决定“:[68],”是否“:[69],”到“:[70,73212],”准予“:[71],”保释“:[72],”犯罪“:[74],”被告。“:[75],”The“:[76,93],”first“:[77],”equalized“:[79],”potential“:[81],”可取“:[82],”property“:[84],”other“:[87],”property“:[88],”variable“:[89],”across“:[90],”racial“:[91122],”groups。“:[92],”第二“:[94],”做了“:[96201],”相反。“:[98],”We“:[99118127166],”tested“:[100156],”pairwise“:[101],”权衡“:[102],”between“:[103139170],”following“:[105],”四“:[106],”properties:“:[107],”accuracy;“:[108],”假“:[109136],”正“:[110137],”率;“:[111],”成果;“:[112],”和“:[113149176193230],”对价“:[115],”种族。“:[117],”也“:[119],”变化“:[120],”其中“:[121],”组“:[123],”弱势。“:[126],”观察“:[128167],”偏好“:[130],”中间“:[131],”参与者“:[132171],”均衡“:[134142],”比率“:[138],”组“:[140],”超过“:[141],”准确性。“:[143],”“尽管如此,”:[144],“否”:[145],“偏好”:[146],“曾经”:[147157],“压倒性”,:[148],“双方”:[150],“各方”:[151],“各自”:[153],“强烈”:[158],“首选”:[159],“通过”:[160195],“非平凡”:[162],“分数”:[163],“参与者”。“:[165],“细微差别”:[168],“区别”:[169],“考虑”:[172177],“无偏见”:[175],“它”:[178],“公平”:[179],“此外,”:[180],“偶数”:[181],“当”:[182],“在内”:[185],“配对”:[188],“是”:[189210],“看到”:[190],“作为”:[191228],“公正”:[192229],“没有偏见”ased“:[194],“多数”:[197],“参与者”:[199],“非”:[202],“观察”:[203],“共识“:[204],”优选“:[211],”人类“:[214],”法官。“:[215],“我们的”:[216],“结果”:[217],“突出显示”:[218],“挑战”:[219],“建筑”:[221],“感知”:[227],“广泛”:[231],“可接受”:[232],“in”:[233],“现实”:[234],“情境”。“:[235]},”cited_by_api_url“:”https://api.openalex.org/works?filter=cites:W3014011525“,”counts_by_year“:[{年:2024,”cited_by_count“:11},{年“:2023,”cited_by_count”:13},“年”:2022,06“,”创建日期“:”2020-04-03“}