54 citations · 143 across the 23 of their papers we have counts for
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eess.SY2017★ 1 cited
Continuous-time DC kernel --- a stable generalized first-order spline kernel
Tianshi Chen
The stable spline (SS) kernel and the diagonal correlated (DC) kernel are two kernels that have been applied and studied extensively for kernel-based regularized LTI system identif…
eess.SY2017★ 3 cited
On Input Design for Regularized LTI System Identification: Power-constrained Input
Biqiang Mu, Tianshi Chen
Input design is an important issue for classical system identification methods but has not been investigated for the kernel-based regularization method (KRM) until very recently. I…
eess.SY2017★ 3 cited
On Asymptotic Properties of Hyperparameter Estimators for Kernel-based Regularization Methods
Biqiang Mu, Tianshi Chen, Lennart Ljung
The kernel-based regularization method has two core issues: kernel design and hyperparameter estimation. In this paper, we focus on the second issue and study the properties of sev…