Finite-time control for nonlinear time-delay Hamiltonian systems seeks to drive a physical or engineered system from an arbitrary initial condition to a desired equilibrium in a guaranteed finite ...

Time-series data analysis serves as a critical foundation for decision-making across diverse domains including energy management, financial markets, healthcare monitoring, and urban transportation ...

In everyday life, many systems obey simple, linear rules: if you pull twice as hard on a spring, it stretches twice as far. However, when we introduce very large forces or complicated interactions, ...

It is common to think of time as moving in only one direction—from point A, through point B, to point C. However, many Indigenous peoples—including Māori, the Indigenous people of Aotearoa New Zealand ...

This study bridges classical time-series econometrics with modern machine learning by establishing theoretical performance guarantees for recurrent neural networks (RNNs) applied to complex ...

Learn how nonlinear and linear regression models differ, predict variables, and their applications in data analysis for ...