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• W4313003670 abstract "The Euler State Network (EuSN) is a recently proposed Reservoir Computing (RC) model where the fixed state dynamics are obtained by discretizing an ordinary differential equation under stability and non-dissipative conditions. As a result, the model is able to effectively propagate input information over time, hugely improving the performance of RC models in tasks requiring long-term memory. Aiming at both reducing the complexity of the reservoir structure and further improving its efficiency, in this paper we propose a minimalistic EuSN architecture where the reservoir is constrained to a fixed bi-directional chain structure. We explore progressive simplifications where the recurrent and the input connections of the reservoir are fully described by a single weight value. While reducing the complexity of the base EuSN, the proposed minimal EuSN approach shows comparable performance on several tasks on time-series classification, thus offering considerable potential advantages, especially in embedded applications and physical implementations." @default.
• W4313003670 created "2023-01-05" @default.
• W4313003670 creator A5011604061 @default.
• W4313003670 date "2022-07-18" @default.
• W4313003670 modified "2023-10-02" @default.
• W4313003670 title "Minimal Euler State Networks" @default.
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• W4313003670 doi "https://doi.org/10.1109/ijcnn55064.2022.9892517" @default.
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