On the Computation and Communication Complexity of Parallel SGD with Dynamic Batch Sizes for Stochastic Non-Convex Optimization [PDF]
, 2019 Hao Yu, Rong Jin
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UAdam: Unified Adam-Type Algorithmic Framework for Non-Convex Stochastic Optimization [PDF]
, 2023 Yiming Jiang +3 more
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Randomized Derivative-Free Optimization of Noisy Convex Functions [PDF]
, 2015 Ruobing Chen, Stefan M. Wild
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Reduced-Order Nonlinear Observers via Contraction Analysis and Convex Optimization [PDF]
, 2020 Bowen Yi +2 more
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A new outlier detection method based on convex optimization: application to diagnosis of Parkinson's disease. [PDF]
J Appl Stat, 2021 Taylan P +3 more
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Explicit solutions for a series of classical optimization problems with 2-dimensional control via convex trigonometry [PDF]
, 2020 A. A. Ardentov +2 more
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New duality results for evenly convex optimization problems. [PDF]
Optimization, 2021 Fajardo MD, Grad SM, Vidal J.
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Convex Optimization: Algorithms and Complexity
Found. Trends Mach. Learn., 2014 Sébastien Bubeck
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Gradient-Free Methods for Non-Smooth Convex Stochastic Optimization with Heavy-Tailed Noise on Convex Compact [PDF]
, 2023 Nikita Kornilov +3 more
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Lipschitz Stability in Convex Optimization
Set-Valued and Variational AnalysisAbstract This work is concerned with the quantitative stability of the feasible and optimal solutions of convex semi-infinite optimization problems in different parametric settings. Regarding the constraint system, we deal with convex inequalities under right-hand side (RHS), affine, and free perturbations of the original data. In these three
Cánovas, M. J., Parra, J.
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