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Sparse system identification for stochastic systems with general observation sequences 期刊论文
AUTOMATICA, 2020, 卷号: 121, 页码: 13
作者:  Zhao, Wenxiao;  Yin, George;  Bai, Er-Wei
收藏  |  浏览/下载:167/0  |  提交时间:2021/01/14
Stochastic system  Sparse identification  Feedback control  Strong consistency  
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
作者:  Bai, Er-Wei;  Cheng, Changming;  Zhao, Wen-Xiao
收藏  |  浏览/下载:162/0  |  提交时间: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
作者:  Zhao, Wenxiao;  Chen, Han-Fu;  Bai, Er-Wei;  Li, Kang
收藏  |  浏览/下载:137/0  |  提交时间: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
作者:  Mu, Biqiang;  Zheng, Wei Xing;  Bai, Er-Wei
收藏  |  浏览/下载:114/0  |  提交时间:2018/07/30
Additive nonlinear systems  asymptotic normality  backfitting estimator  high-dimensional systems  nonnegative garrote estimator  set convergence  variable selection