Author

Kazuyuki Aihara

2 papers indexed here

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Open access Sep 2026

Dynamics-informed machine learning for recovering extensive missing systems dynamics

Inevitable missing values in observational time series often hinder reliable data-driven modeling of complex systems across diverse domains. Recovery is essential yet challenging, particularly in high-dimensional systems where most variables can exhibit extensive intra-series missingness and widespread inter-variable...

Tao Wu, Xiang-Yun Gao, Ying Tang et al. · Nature Communications · 0 citations

Aug 2026

Emergent synchrony, metastability, and chaos in a mixed neuronal populations with higher-order interactions.

In this study, we investigate the emergent dynamics of mixed populations of self-oscillatory and excitable Izhikevich neurons embedded in a random network topology and interacting through both first-order and second-order interactions. By gradually increasing the strength of second-order interactions, we analyze its im...

Soorya Pootharpoyil, Amit Sharma, B. Rakshit et al. · Chaos · 0 citations