2 papers
physics.geo-ph2020
Practical data-driven flood forecasting based on dynamical systems theory: Case studies from Japan
Shunya Okuno, Koji Ikeuchi, Kazuyuki Aihara
Data-driven flood forecasting methods are useful, especially for the rivers that lack hydrological information to build physical models. Although these former methods can forecast…
stat.ML2019
Forecasting high-dimensional dynamics exploiting suboptimal embeddings
Shunya Okuno, Kazuyuki Aihara, Yoshito Hirata
Delay embedding---a method for reconstructing dynamical systems by delay coordinates---is widely used to forecast nonlinear time series as a model-free approach. When multivariate…