发布求助
文献互助 智能选刊 最新文献

IEEE Intelligent Systems最新文献

筛选
英文 中文
Exploring the inequitable impact of data missingness on fairness in machine learning. 探索数据缺失对机器学习公平性的不公平影响。
IF 5.6 3区 计算机科学
IEEE Intelligent Systems Pub Date : 2025-05-01 Epub Date: 2025-03-11 DOI: 10.1109/mis.2025.3549484
Sitao Min, Hafiz Asif, Jaideep Vaidya
{"title":"Exploring the inequitable impact of data missingness on fairness in machine learning.","authors":"Sitao Min, Hafiz Asif, Jaideep Vaidya","doi":"10.1109/mis.2025.3549484","DOIUrl":"10.1109/mis.2025.3549484","url":null,"abstract":"<p><p>Today, data-driven models and artificial intelligence / machine learning underlie decision making in almost all aspects of society. However, significant concerns have been raised over the fairness of such models. While various aspects of algorithmic fairness have been studied, the effect of missing data on fairness remains understudied. This is a significant problem since data in real-world settings is almost never complete, and may often suffer from systemic missingness. This article systematically evaluates how missing data, particularly when correlated with protected classes and outcome variables, affects the fairness of classifiers. Utilizing a comprehensive framework covering various missing data patterns, rates, and mitigation methods, we analyze 150 experimental dataset variants derived from real-world scenarios, and find that missing data correlated with sensitive attributes and outcomes can exacerbate disparities, even for little missingness, making it crucial to address missingness in fairness evaluations.</p>","PeriodicalId":13160,"journal":{"name":"IEEE Intelligent Systems","volume":"40 3","pages":"28-38"},"PeriodicalIF":5.6,"publicationDate":"2025-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12204593/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144527668","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
FL4SDN: A Fast-Convergent Federated Learning for Distributed and Heterogeneous SDN FL4SDN：面向分布式和异构 SDN 的快速收敛联合学习
IF 6.4 3区 计算机科学
IEEE Intelligent Systems Pub Date : 2024-09-04 DOI: 10.1109/mis.2024.3453308
Hai-Anh Tran, Duc Tran
{"title":"FL4SDN: A Fast-Convergent Federated Learning for Distributed and Heterogeneous SDN","authors":"Hai-Anh Tran, Duc Tran","doi":"10.1109/mis.2024.3453308","DOIUrl":"https://doi.org/10.1109/mis.2024.3453308","url":null,"abstract":"","PeriodicalId":13160,"journal":{"name":"IEEE Intelligent Systems","volume":"9 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142222358","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Large-scale Package Deliveries with Unmanned Aerial Vehicles using Collective Learning 利用集体学习使用无人驾驶飞行器进行大规模包裹运送
IF 6.4 3区 计算机科学
IEEE Intelligent Systems Pub Date : 2024-08-13 DOI: 10.1109/mis.2024.3439535
Arun Narayanan, Evangelos Pournaras, Pedro H. J. Nardelli
{"title":"Large-scale Package Deliveries with Unmanned Aerial Vehicles using Collective Learning","authors":"Arun Narayanan, Evangelos Pournaras, Pedro H. J. Nardelli","doi":"10.1109/mis.2024.3439535","DOIUrl":"https://doi.org/10.1109/mis.2024.3439535","url":null,"abstract":"","PeriodicalId":13160,"journal":{"name":"IEEE Intelligent Systems","volume":"40 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2024-08-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142222363","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
IEEE Transactions on Privacy 电气和电子工程师学会隐私问题论文集
IF 6.4 3区 计算机科学
IEEE Intelligent Systems Pub Date : 2024-07-30 DOI: 10.1109/mis.2024.3417651
{"title":"IEEE Transactions on Privacy","authors":"","doi":"10.1109/mis.2024.3417651","DOIUrl":"https://doi.org/10.1109/mis.2024.3417651","url":null,"abstract":"","PeriodicalId":13160,"journal":{"name":"IEEE Intelligent Systems","volume":"74 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141872539","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Do Large Language Models Bias Human Evaluations? 大型语言模型是否会对人类评估造成偏差？
IF 6.4 3区 计算机科学
IEEE Intelligent Systems Pub Date : 2024-07-30 DOI: 10.1109/mis.2024.3415208
Daniel E. O’Leary
{"title":"Do Large Language Models Bias Human Evaluations?","authors":"Daniel E. O’Leary","doi":"10.1109/mis.2024.3415208","DOIUrl":"https://doi.org/10.1109/mis.2024.3415208","url":null,"abstract":"","PeriodicalId":13160,"journal":{"name":"IEEE Intelligent Systems","volume":"10 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141872567","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
IEEE CiSE IEEE CiSE
IF 6.4 3区 计算机科学
IEEE Intelligent Systems Pub Date : 2024-07-30 DOI: 10.1109/mis.2024.3425193
{"title":"IEEE CiSE","authors":"","doi":"10.1109/mis.2024.3425193","DOIUrl":"https://doi.org/10.1109/mis.2024.3425193","url":null,"abstract":"","PeriodicalId":13160,"journal":{"name":"IEEE Intelligent Systems","volume":"78 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141872533","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
IEEE Security & Privacy IEEE 安全与隐私
IF 6.4 3区 计算机科学
IEEE Intelligent Systems Pub Date : 2024-07-30 DOI: 10.1109/mis.2024.3425191
{"title":"IEEE Security & Privacy","authors":"","doi":"10.1109/mis.2024.3425191","DOIUrl":"https://doi.org/10.1109/mis.2024.3425191","url":null,"abstract":"","PeriodicalId":13160,"journal":{"name":"IEEE Intelligent Systems","volume":"4 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141872543","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
AI 10 to Watch 十大值得关注的人工智能
IF 6.4 3区 计算机科学
IEEE Intelligent Systems Pub Date : 2024-07-30 DOI: 10.1109/mis.2024.3426009
{"title":"AI 10 to Watch","authors":"","doi":"10.1109/mis.2024.3426009","DOIUrl":"https://doi.org/10.1109/mis.2024.3426009","url":null,"abstract":"","PeriodicalId":13160,"journal":{"name":"IEEE Intelligent Systems","volume":"30 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141872538","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Computing Edge 计算边缘
IF 6.4 3区 计算机科学
IEEE Intelligent Systems Pub Date : 2024-07-30 DOI: 10.1109/mis.2024.3417661
{"title":"Computing Edge","authors":"","doi":"10.1109/mis.2024.3417661","DOIUrl":"https://doi.org/10.1109/mis.2024.3417661","url":null,"abstract":"","PeriodicalId":13160,"journal":{"name":"IEEE Intelligent Systems","volume":"6 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141872536","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
AdaCLF: An Adaptive Curriculum Learning Framework for Emotional Support Conversation AdaCLF：情绪支持对话的适应性课程学习框架
IF 6.4 3区 计算机科学
IEEE Intelligent Systems Pub Date : 2024-07-30 DOI: 10.1109/mis.2024.3411369
Geng Tu, Taiyu Niu, Ruifeng Xu, Bin Liang, Erik Cambria
{"title":"AdaCLF: An Adaptive Curriculum Learning Framework for Emotional Support Conversation","authors":"Geng Tu, Taiyu Niu, Ruifeng Xu, Bin Liang, Erik Cambria","doi":"10.1109/mis.2024.3411369","DOIUrl":"https://doi.org/10.1109/mis.2024.3411369","url":null,"abstract":"","PeriodicalId":13160,"journal":{"name":"IEEE Intelligent Systems","volume":"36 1","pages":""},"PeriodicalIF":6.4,"publicationDate":"2024-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141872447","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
下一页 尾页
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整，为了账户安全，请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们：info@booksci.cn Book学术提供免费学术资源搜索服务，方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号：604180095
Book学术官方微信