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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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Building ICU In-hospital Mortality Prediction Model with Federated Learning 用联邦学习建立ICU住院死亡率预测模型
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 : 2020-01-01 DOI: 10.1007/978-3-030-63076-8_18
Trung Kien Dang, Kwan Chet Tan, M. Choo, Nicholas Lim, J. Weng, Mengling Feng
{"title":"Building ICU In-hospital Mortality Prediction Model with Federated Learning","authors":"Trung Kien Dang, Kwan Chet Tan, M. Choo, Nicholas Lim, J. Weng, Mengling Feng","doi":"10.1007/978-3-030-63076-8_18","DOIUrl":"https://doi.org/10.1007/978-3-030-63076-8_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":"50 1","pages":"255-268"},"PeriodicalIF":0.0,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90931149","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: 4
Federated Soft Gradient Boosting Machine for Streaming Data 流数据的联邦软梯度增强机
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 : 2020-01-01 DOI: 10.1007/978-3-030-63076-8_7
Ji Feng, Yi-Xuan Xu, Yong-Gang Wang, Yuan Jiang
{"title":"Federated Soft Gradient Boosting Machine for Streaming Data","authors":"Ji Feng, Yi-Xuan Xu, Yong-Gang Wang, Yuan Jiang","doi":"10.1007/978-3-030-63076-8_7","DOIUrl":"https://doi.org/10.1007/978-3-030-63076-8_7","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":"20 1","pages":"93-107"},"PeriodicalIF":0.0,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83362746","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: 2
A Gamified Research Tool for Incentive Mechanism Design in Federated Learning 联邦学习激励机制设计的游戏化研究工具
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 : 2020-01-01 DOI: 10.1007/978-3-030-63076-8_12
Zichen Chen, Zelei Liu, K. Ng, Han Yu, Yang Liu, Qiang Yang
{"title":"A Gamified Research Tool for Incentive Mechanism Design in Federated Learning","authors":"Zichen Chen, Zelei Liu, K. Ng, Han Yu, Yang Liu, Qiang Yang","doi":"10.1007/978-3-030-63076-8_12","DOIUrl":"https://doi.org/10.1007/978-3-030-63076-8_12","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":"3 1","pages":"168-175"},"PeriodicalIF":0.0,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88309232","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: 4
A Game-Theoretic Framework for Incentive Mechanism Design in Federated Learning 联邦学习激励机制设计的博弈论框架
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 : 2020-01-01 DOI: 10.1007/978-3-030-63076-8_15
Mingshu Cong, Han Yu, Xi Weng, S. Yiu
{"title":"A Game-Theoretic Framework for Incentive Mechanism Design in Federated Learning","authors":"Mingshu Cong, Han Yu, Xi Weng, S. Yiu","doi":"10.1007/978-3-030-63076-8_15","DOIUrl":"https://doi.org/10.1007/978-3-030-63076-8_15","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":"35 1","pages":"205-222"},"PeriodicalIF":0.0,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87077760","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: 22
Federated Learning: Privacy and Incentive 联邦学习:隐私和激励
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 : 2020-01-01 DOI: 10.1007/978-3-030-63076-8
Qiang Yang, Lixin Fan, Han Yu
{"title":"Federated Learning: Privacy and Incentive","authors":"Qiang Yang, Lixin Fan, Han Yu","doi":"10.1007/978-3-030-63076-8","DOIUrl":"https://doi.org/10.1007/978-3-030-63076-8","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":"21 5","pages":""},"PeriodicalIF":0.0,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72606113","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: 30
Task-Agnostic Privacy-Preserving Representation Learning via Federated Learning 基于联邦学习的任务不可知论隐私保护表示学习
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 : 2020-01-01 DOI: 10.1007/978-3-030-63076-8_4
Ang Li, Huanrui Yang, Yiran Chen
{"title":"Task-Agnostic Privacy-Preserving Representation Learning via Federated Learning","authors":"Ang Li, Huanrui Yang, Yiran Chen","doi":"10.1007/978-3-030-63076-8_4","DOIUrl":"https://doi.org/10.1007/978-3-030-63076-8_4","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":"56 1","pages":"51-65"},"PeriodicalIF":0.0,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72645568","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: 2
Efficient and Fair Data Valuation for Horizontal Federated Learning 横向联邦学习的有效和公平的数据评估
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 : 2020-01-01 DOI: 10.1007/978-3-030-63076-8_10
Shuyue Wei, Yongxin Tong, Zimu Zhou, Tianshu Song
{"title":"Efficient and Fair Data Valuation for Horizontal Federated Learning","authors":"Shuyue Wei, Yongxin Tong, Zimu Zhou, Tianshu Song","doi":"10.1007/978-3-030-63076-8_10","DOIUrl":"https://doi.org/10.1007/978-3-030-63076-8_10","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":"35 1","pages":"139-152"},"PeriodicalIF":0.0,"publicationDate":"2020-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"84337916","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: 33
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