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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Gengyu Xue

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#federated learning Dataset Open access Sep 2026

Optimal estimation in private distributed functional data analysis

We systematically investigate the preservation of differential privacy in functional data analysis, beginning with functional mean estimation and extending to varying coefficient model estimation. Our work introduces a distributed learning framework involving multiple servers, each responsible for collecting several sp...

Gengyu Xue, Zhenhua Lin, Yi Yu · 0 citations
#federated learning Dataset Open access Sep 2026

Optimal estimation in private distributed functional data analysis

We systematically investigate the preservation of differential privacy in functional data analysis, beginning with functional mean estimation and extending to varying coefficient model estimation. Our work introduces a distributed learning framework involving multiple servers, each responsible for collecting several sp...

Gengyu Xue, Zhenhua Lin, Yi Yu · 0 citations

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