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Robust Streaming PCA

Bienstock, Daniel et al.
arXiv (All) · Papers
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machine-learning
We consider streaming principal component analysis when the stochastic data generating model is subject to perturbations. While existing models assume a fixed covariance, we adopt a robust perspective where the covariance matrix belongs to a temporal uncertainty set. Under this setting, we provide f
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