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- W2901837201 abstract "Several works have shown linear speedup is achieved by an asynchronous parallel implementation of stochastic coordinate descent so long as there is not too much parallelism. More specifically, it is known that if all updates are of similar duration, then linear speedup is possible with up to $Theta(sqrt n L_{max}/L_{overline{mathrm{res}}})$ processors, where $L_{max}$ and $L_{overline{mathrm{res}}}$ are suitable Lipschitz parameters. This paper shows the bound is tight for almost all possible values of these parameters." @default.
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- W2901837201 date "2018-11-12" @default.
- W2901837201 modified "2023-10-16" @default.
- W2901837201 title "Parallel Stochastic Asynchronous Coordinate Descent: Tight Bounds on the Possible Parallelism" @default.
- W2901837201 cites W2079482358 @default.
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- W2901837201 doi "https://doi.org/10.48550/arxiv.1811.05087" @default.
- W2901837201 hasPublicationYear "2018" @default.
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