Jul 2026
Long-Memory Reservoir Computing for Data-Scarce Dengue Forecasting
Two variants of Echo State Networks (ESN) are introduced: Fractional ESN (fESN), which incorporates fractional-differencing dynamics into the reservoir to encode long-range dependence directly, and Wavelet ESN (wESN), which extracts stable low-frequency components through wavelet smoothing before modeling them with a memory-aware reservoir.
R. Goswami, Shinjini Paul, P. Ghosh et al.
· arXiv.org · 0 citations