69 citations · 93 across the 3 of their papers we have counts for
3 papers
stat.ML2024
Prediction of Unobserved Bifurcation by Unsupervised Extraction of Slowly Time-Varying System Parameter Dynamics from Time Series Using Reservoir Computing
Keita Tokuda, Yuichi Katori
Nonlinear and non-stationary processes are prevalent in various natural and physical phenomena, where system dynamics can change qualitatively due to bifurcation phenomena. Traditi…
q-bio.NC2022★ 69 cited
Biological neurons act as generalization filters in reservoir computing
Takuma Sumi, Hideaki Yamamoto, Yuichi Katori +4
Reservoir computing is a machine learning paradigm that transforms the transient dynamics of high-dimensional nonlinear systems for processing time-series data. Although reservoir…
q-bio.NC2020★ 24 cited
Chaos may enhance expressivity in cerebellar granular layer
Keita Tokuda, Naoya Fujiwara, Akihito Sudo +1
Recent evidence suggests that Golgi cells in the cerebellar granular layer are densely connected to each other with massive gap junctions. Here, we propose that the massive gap jun…