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math.OC2024★ 1 cited
Stochastic Algorithms for Large-Scale Composite Optimization: the Case of Single-Shot X-FEL Imaging
D. Russell Luke, Steffen Schultze, Helmut Grubmüller
We apply a recently developed framework for analyzing the convergence of stochastic algorithms to the general problem of large-scale nonconvex composite optimization more generally…
math.OC2023
Convergence in Distribution of Randomized Algorithms: The Case of Partially Separable Optimization
D. Russell Luke
We present a Markov-chain analysis of blockwise-stochastic algorithms for solving partially block-separable optimization problems. Our main contributions to the extensive literatur…