417 citations · 452 across the 15 of their papers we have counts for
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stat.ME2021
Manifold-constrained Gaussian process inference for time-varying parameters in dynamic systems
Yan Sun, Shihao Yang
Identification of parameters in ordinary differential equations (ODEs) is an important and challenging task when modeling dynamic systems in biomedical research and other scientifi…
stat.ME2020★ 1 cited
Inference of dynamic systems from noisy and sparse data via manifold-constrained Gaussian processes
Shihao Yang, Samuel W. K. Wong, S. C. Kou
Parameter estimation for nonlinear dynamic system models, represented by ordinary differential equations (ODEs), using noisy and sparse data is a vital task in many fields. We prop…