A stabilized RMSProp variant is proven to converge R-linearly on consistent linear least squares, and to a batch-size controlled neighborhood in the inconsistent case.
Bertsekas, Convex Optimization Algorithms , Athena Scientific, Belmont, 2015
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Stable gradient-adjusted root mean square propagation on least squares problem
A stabilized RMSProp variant is proven to converge R-linearly on consistent linear least squares, and to a batch-size controlled neighborhood in the inconsistent case.