Advances and Open Problems in Federated Learning
Author:   Peter Kairouz ,  H. Brendan McMahan ,  Brendan Avent ,  Aurélien Bellet
Publisher:   now publishers Inc
ISBN:  

9781680837889


Pages:   224
Publication Date:   23 June 2021
Format:   Paperback
Availability:   In Print   Availability explained
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Advances and Open Problems in Federated Learning


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Author:   Peter Kairouz ,  H. Brendan McMahan ,  Brendan Avent ,  Aurélien Bellet
Publisher:   now publishers Inc
Imprint:   now publishers Inc
Weight:   0.322kg
ISBN:  

9781680837889


ISBN 10:   1680837885
Pages:   224
Publication Date:   23 June 2021
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

Table of Contents

1. Introduction 2. Relaxing the Core FL Assumptions: Applications to Emerging Settings and Scenarios 3. Improving Efficiency and Effectiveness 4. Preserving the Privacy of User Data 5. Defending Against Attacks and Failures 6. Ensuring Fairness and Addressing Sources of Bias 7. Addressing System Challenges 8. Concluding Remarks Acknowledgments Appendices References

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