S. C. Kou

Inference of dynamic systems from noisy and sparse data via manifold-constrained Gaussian processes

2021 · Proceedings of the National Academy of Sciences

Significance Ordinary differential equations are a ubiquitous tool for modeling behaviors in science, such as gene regulation, biological rhythms, epidemics, and ecology. An important problem is to infer and characterize the uncertainty of parameters that …