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Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin...最新文献

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Communication-Efficient Model Fusion 通信高效模型融合
Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin... Pub Date : 2022-01-01 DOI: 10.1007/978-3-030-96896-0_7
Mikhail Yurochkin, Yuekai Sun
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引用次数: 0
Privacy-Preserving Vertical Federated Learning 保护隐私的垂直联合学习
Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin... Pub Date : 2022-01-01 DOI: 10.1007/978-3-030-96896-0_18
Runhua Xu, N. Baracaldo, Yi Zhou, Annie Abay, Ali Anwar
{"title":"Privacy-Preserving Vertical Federated Learning","authors":"Runhua Xu, N. Baracaldo, Yi Zhou, Annie Abay, Ali Anwar","doi":"10.1007/978-3-030-96896-0_18","DOIUrl":"https://doi.org/10.1007/978-3-030-96896-0_18","url":null,"abstract":"","PeriodicalId":72833,"journal":{"name":"Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin...","volume":"42 1","pages":"417-438"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82515886","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
A Privacy-preserving Product Recommender System 一个保护隐私的产品推荐系统
Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin... Pub Date : 2022-01-01 DOI: 10.1007/978-3-030-96896-0_24
Tuan M. Hoang Trong, M. Srivatsa, D. Verma
{"title":"A Privacy-preserving Product Recommender System","authors":"Tuan M. Hoang Trong, M. Srivatsa, D. Verma","doi":"10.1007/978-3-030-96896-0_24","DOIUrl":"https://doi.org/10.1007/978-3-030-96896-0_24","url":null,"abstract":"","PeriodicalId":72833,"journal":{"name":"Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin...","volume":"60 1","pages":"509-522"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89059601","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dealing with Byzantine Threats to Neural Networks 处理神经网络的拜占庭式威胁
Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin... Pub Date : 2022-01-01 DOI: 10.1007/978-3-030-96896-0_17
Yi Zhou, N. Baracaldo, Ali Anwar, Kamala Varma
{"title":"Dealing with Byzantine Threats to Neural Networks","authors":"Yi Zhou, N. Baracaldo, Ali Anwar, Kamala Varma","doi":"10.1007/978-3-030-96896-0_17","DOIUrl":"https://doi.org/10.1007/978-3-030-96896-0_17","url":null,"abstract":"","PeriodicalId":72833,"journal":{"name":"Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin...","volume":"29 1","pages":"391-414"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77543271","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Application of Federated Learning in Telecommunications and Edge Computing 联邦学习在电信和边缘计算中的应用
Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin... Pub Date : 2022-01-01 DOI: 10.1007/978-3-030-96896-0_25
Utpal Mangla
{"title":"Application of Federated Learning in Telecommunications and Edge Computing","authors":"Utpal Mangla","doi":"10.1007/978-3-030-96896-0_25","DOIUrl":"https://doi.org/10.1007/978-3-030-96896-0_25","url":null,"abstract":"","PeriodicalId":72833,"journal":{"name":"Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin...","volume":"9 1","pages":"523-534"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73012473","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advancing Healthcare Solutions with Federated Learning 利用联邦学习推进医疗保健解决方案
Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin... Pub Date : 2022-01-01 DOI: 10.1007/978-3-030-96896-0_23
A. Tarcar
{"title":"Advancing Healthcare Solutions with Federated Learning","authors":"A. Tarcar","doi":"10.1007/978-3-030-96896-0_23","DOIUrl":"https://doi.org/10.1007/978-3-030-96896-0_23","url":null,"abstract":"","PeriodicalId":72833,"journal":{"name":"Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin...","volume":"105 1","pages":"499-508"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79542782","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Straggler Management 离群的动物管理
Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin... Pub Date : 2022-01-01 DOI: 10.1007/978-3-030-96896-0_11
Syed Zawad, Feng Yan, A. Anwar
{"title":"Straggler Management","authors":"Syed Zawad, Feng Yan, A. Anwar","doi":"10.1007/978-3-030-96896-0_11","DOIUrl":"https://doi.org/10.1007/978-3-030-96896-0_11","url":null,"abstract":"","PeriodicalId":72833,"journal":{"name":"Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin...","volume":"29 1","pages":"235-258"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75088677","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Communication-Efficient Distributed Optimization Algorithms 高效通信分布式优化算法
Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin... Pub Date : 2022-01-01 DOI: 10.1007/978-3-030-96896-0_6
Gauri Joshi, Shiqiang Wang
{"title":"Communication-Efficient Distributed Optimization Algorithms","authors":"Gauri Joshi, Shiqiang Wang","doi":"10.1007/978-3-030-96896-0_6","DOIUrl":"https://doi.org/10.1007/978-3-030-96896-0_6","url":null,"abstract":"","PeriodicalId":72833,"journal":{"name":"Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin...","volume":"5 1","pages":"125-143"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85199171","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Federated Learning for Collaborative Financial Crimes Detection 协同金融犯罪侦查的联邦学习
Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin... Pub Date : 2022-01-01 DOI: 10.1007/978-3-030-96896-0_20
T. Suzumura, Yi Zhou, Ryo Kawahara, N. Baracaldo, Heiko Ludwig
{"title":"Federated Learning for Collaborative Financial Crimes Detection","authors":"T. Suzumura, Yi Zhou, Ryo Kawahara, N. Baracaldo, Heiko Ludwig","doi":"10.1007/978-3-030-96896-0_20","DOIUrl":"https://doi.org/10.1007/978-3-030-96896-0_20","url":null,"abstract":"","PeriodicalId":72833,"journal":{"name":"Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin...","volume":"70 23","pages":"455-466"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"91454870","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Distributed, Collaborative, and Federated Learning, and Affordable AI and Healthcare for Resource Diverse Global Health: Third MICCAI Workshop, DeCaF 2022, and Second MICCAI Workshop, FAIR 2022, Held in Conjunction with MICCAI 2022, Singapore, September 18 and 22, 2022, Proceedings 分布式、协作和联邦学习，以及可负担的人工智能和医疗保健资源多样化的全球健康:第三届MICCAI研讨会，DeCaF 2022，和第二届MICCAI研讨会，FAIR 2022，与MICCAI 2022一起举行，新加坡，2022年9月18日和22日，会议记录
Distributed, collaborative, and federated learning, and affordable AI and healthcare for resource diverse global health : Third MICCAI Workshop, DeCaF 2022 and Second MICCAI Workshop, FAIR 2022, held in conjunction with MICCAI 2022, Sin... Pub Date : 2022-01-01 DOI: 10.1007/978-3-031-18523-6
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引用次数: 0
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