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20182026
most citedLong-term prediction of El Niño-Southern Oscillation using reservoir computing with data-driven realtime filter

4 citations · 5 across the 4 of their papers we have counts for

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2 papers · 1 filter

math.DS2023

Constructing low-dimensional ordinary differential equations from chaotic time series of high/infinite-dimensional systems using radial function-based regression

Natsuki Tsutsumi, Kengo Nakai, Yoshitaka Saiki

In our previous study (N. Tsutsumi, K. Nakai and Y. Saiki (2022)) we proposed a method of constructing a system of differential equations of chaotic behavior only from observable d…

math.DS2021

Dynamical system analysis of a data-driven model constructed by reservoir computing

Miki U Kobayashi, Kengo Nakai, Yoshitaka Saiki +1

This study evaluates data-driven models from a dynamical system perspective, such as unstable fixed points, periodic orbits, chaotic saddle, Lyapunov exponents, manifold structures…