Modern data modeling: Cross-fertilization of the two cultures

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Statistical estimation and online inference via local SGD

X Li, J Liang, X Chang, Z Zhang - Conference on Learning …, 2022 - proceedings.mlr.press
We analyze the novel Local SGD in federated Learning, a multi-round estimation procedure
that uses intermittent communication to improve communication efficiency. Under a $2 …
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Statistical estimation and inference via local sgd in federated learning

X Li, J Liang, X Chang, Z Zhang - arxiv preprint arxiv:2109.01326, 2021 - arxiv.org
Federated Learning (FL) makes a large amount of edge computing devices (eg, mobile
phones) jointly learn a global model without data sharing. In FL, data are generated in a …
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