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Improved Convergence Rate of Stochastic Gradient Langevin Dynamics with Variance Reduction and its Application to Optimization.
Yuri Kinoshita
Taiji Suzuki
Published in:
CoRR (2022)
Keyphrases
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stochastic gradient
convergence rate
step size
variance reduction
stochastic gradient descent
faster convergence rate
convergence speed
learning rate
gradient method
monte carlo
sample size
importance sampling
nearest neighbor classifier
machine learning
optimal solution