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Simple and optimal high-probability bounds for strongly-convex stochastic gradient descent.
Nicholas J. A. Harvey
Christopher Liaw
Sikander Randhawa
Published in:
CoRR (2019)
Keyphrases
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stochastic gradient descent
early stopping
worst case
matrix factorization
probability distribution
loss function
optimal solution
upper bound
evolutionary algorithm
state space
step size
random forests
asymptotically optimal