2 papers
cs.LG2026
Sparse Equation Matching: A Derivative-Free Learning for General-Order Dynamical Systems
Jiaqiang Li, Jianbin Tan, Xueqin Wang
Equation discovery is a fundamental learning task for uncovering the underlying dynamics of complex systems, with wide-ranging applications in areas such as brain connectivity anal…
stat.ME2026
Green's matching: an efficient approach to parameter estimation in complex dynamic systems
Jianbin Tan, Guoyu Zhang, Xueqin Wang +2
Parameters of differential equations are essential to characterize intrinsic behaviors of dynamic systems. Numerous methods for estimating parameters in dynamic systems are computa…