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Variable selection of high-dimensional non-parametric nonlinear systems by derivative averaging to avoid the curse of dimensionality 期刊论文
AUTOMATICA, 2019, 卷号: 101, 页码: 138-149
Authors:  Bai, Er-Wei;  Cheng, Changming;  Zhao, Wen-Xiao
Favorite  |  View/Download:5/0  |  Submit date:2019/04/02
Variable selection  Nonlinear identification  Kernel  Non-parametric systems  
Local variable selection of nonlinear nonparametric systems by first order expansion 期刊论文
SYSTEMS & CONTROL LETTERS, 2018, 卷号: 111, 页码: 1-8
Authors:  Zhao, Wenxiao;  Chen, Han-Fu;  Bai, Er-Wei;  Li, Kang
Favorite  |  View/Download:3/0  |  Submit date:2018/07/30
Nonlinear ARX system  Variable selection  Local linear estimator  Strong consistency  
Variable Selection and Identification of High-Dimensional Nonparametric Additive Nonlinear Systems 期刊论文
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2017, 卷号: 62, 期号: 5, 页码: 2254-2269
Authors:  Mu, Biqiang;  Zheng, Wei Xing;  Bai, Er-Wei
Favorite  |  View/Download:5/0  |  Submit date:2018/07/30
Additive nonlinear systems  asymptotic normality  backfitting estimator  high-dimensional systems  nonnegative garrote estimator  set convergence  variable selection  
A globally consistent nonlinear least squares estimator for identification of nonlinear rational systems 期刊论文
AUTOMATICA, 2017, 卷号: 77, 页码: 322-335
Authors:  Mu, Biqiang;  Bai, Er-Wei;  Zheng, Wei Xing;  Zhu, Quanmin
Favorite  |  View/Download:3/0  |  Submit date:2018/07/30
Nonlinear rational systems  Nonlinear least squares estimators  Two-step estimators  root N/II-consistent estimators  Gauss Newton algorithms