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Accelerated Almost-Sure Convergence Rates for Nonconvex Stochastic Gradient Descent using Stochastic Learning Rates.
Theodoros Mamalis
Dusan M. Stipanovic
Petros G. Voulgaris
Published in:
CoRR (2021)
Keyphrases
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learning rate
convergence rate
stochastic gradient descent
step size
weight vector
convergence speed
least squares
monte carlo
gaussian kernels
objective function
global optimization
convex optimization
loss function
training data
multiple kernel learning