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- W4309664598 abstract "We show that many delay-based reservoir computers considered in the literature can be characterized by a universal master memory function (MMF). Once computed for two independent parameters, this function provides linear memory capacity for any delay-based single-variable reservoir with small inputs. Moreover, we propose an analytical description of the MMF that enables its efficient and fast computation. Our approach can be applied not only to single-variable delay-based reservoirs governed by known dynamical rules, such as the Mackey-Glass or Stuart-Landau-like systems, but also to reservoirs whose dynamical model is not available." @default.
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- W4309664598 date "2022-01-01" @default.
- W4309664598 modified "2023-10-03" @default.
- W4309664598 title "Master Memory Function for Delay-Based Reservoir Computers With Single-Variable Dynamics" @default.
- W4309664598 doi "https://doi.org/10.1109/tnnls.2022.3220532" @default.
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