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stat.ML2026
Federated Soft Clustering via Generalized Total Variation Minimization
Shamsiiat Abdurakhmanova, Alexander Jung
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). Gene…
stat.ML2016
Learning conditional independence structure for high-dimensional uncorrelated vector processes
Nguyen Tran Quang, Alexander Jung
We formulate and analyze a graphical model selection method for inferring the conditional independence graph of a high-dimensional nonstationary Gaussian random process (time serie…