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Federated Soft Clustering via Generalized Total Variation Minimization

Abdurakhmanova, Shamsiiat et al.
arXiv (All) · Papers
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62h3068t05c-2-4g-3i-2-6machine-learning
We study federated soft clustering over federated learning (FL) networks of devices that each hold a private local dataset and fit a personalized Gaussian mixture model (GMM). Generalized total variation minimization (GTVMin) couples the local maximum likelihood problems through a graph regularizer
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