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ON THE CONVERGENCE OF STOCHASTIC GRADIENT DESCENT FOR NONLINEAR ILL-POSED PROBLEMS

Jin, BT; Zhou, ZH; Zou, J

Jin, BT (corresponding author), UCL, Dept Comp Sci, London WC1E 6BT, England.

SIAM JOURNAL ON OPTIMIZATION, 2020; 30 (2): 1421

Abstract

In this work, we analyze the regularizing property of the stochastic gradient descent for the numerical solution of a class of nonlinear ill-posed inv......

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