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A shift in paradigm for system identification 期刊论文
INTERNATIONAL JOURNAL OF CONTROL, 2020, 卷号: 93, 期号: 2, 页码: 173-180
Authors:  Ljung, Lennart;  Chen, Tianshi;  Mu, Biqiang
Favorite  |  View/Download:10/0  |  Submit date:2020/05/24
System identification  linear regressions  bias-variance tradeoff  regularisation  kernel methods  
On input design for regularized LTI system identification: Power-constrained input 期刊论文
AUTOMATICA, 2018, 卷号: 97, 页码: 327-338
Authors:  Mu, Biqiang;  Chen, Tianshi
Favorite  |  View/Download:40/0  |  Submit date:2018/11/16
Input design  Bayesian mean square error  Kernel-based regularization  LTI system identification  Convex optimization  
On input design for regularized LTI system identification: Power-constrained input 期刊论文
AUTOMATICA, 2018, 卷号: 97, 页码: 327
Authors:  Mu, Biqiang;  Chen, Tianshi
Favorite  |  View/Download:12/0  |  Submit date:2019/12/31
Asymptotic Properties of Hyperparameter Estimators by Using Cross-Validations for Regularized System Identification 期刊论文
IEEE Conference on Decision and Control, 2018, 页码: 644
Authors:  Mu, Biqiang;  Chen, Tianshi;  Ljung, Lennart
Favorite  |  View/Download:14/0  |  Submit date:2019/12/31
Asymptotic Properties of Generalized Cross Validation Estimators for Regularized System Identification 期刊论文
IFAC PAPERSONLINE, 2018, 卷号: 51, 期号: 15, 页码: 203
Authors:  Mu, Biqiang;  Chen, Tianshi;  Ljung, Lennart
Favorite  |  View/Download:15/0  |  Submit date:2019/12/31