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Convergence of a Distributed Least Squares 期刊论文
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2021, 卷号: 66, 期号: 10, 页码: 4952-4959
Authors:  Xie, Siyu;  Zhang, Yaqi;  Guo, Lei
Favorite  |  View/Download:18/0  |  Submit date:2022/04/02
Convergence  Estimation  Symmetric matrices  Stochastic processes  Task analysis  Complexity theory  Adaptive control  Convergence  cooperative excitation  diffusion strategies  distributed estimation  least squares (LS)  martingale theory  regret  
Stability of the distributed Kalman filter using general random coefficients 期刊论文
SCIENCE CHINA-INFORMATION SCIENCES, 2021, 卷号: 64, 期号: 7, 页码: 14
Authors:  Gan, Die;  Xie, Siyu;  Liu, Zhixin
Favorite  |  View/Download:21/0  |  Submit date:2021/10/26
distributed Kalman filter  collective random observability  L-p-stable  L-p-exponentially stable  state estimation  
Distribution-Free One-Pass Learning 期刊论文
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2021, 卷号: 33, 期号: 3, 页码: 951-963
Authors:  Zhao, Peng;  Wang, Xinqiang;  Xie, Siyu;  Guo, Lei;  Zhou, Zhi-Hua
Favorite  |  View/Download:48/0  |  Submit date:2021/04/26
Data models  Random variables  Proposals  Training  Prediction algorithms  Task analysis  Compressed sensing  Distribution change  one-pass learning  robust learning  non-stationary environments  
Analysis of compressed distributed adaptive filters 期刊论文
AUTOMATICA, 2020, 卷号: 112, 页码: 10
Authors:  Xie, Siyu;  Guo, Lei
Favorite  |  View/Download:43/0  |  Submit date:2020/05/24
Sparse signal  Compressive sensing  Distributed adaptive filters  Consensus strategies  Compressed information condition  Stochastic stability  
Analysis of Distributed Adaptive Filters Based on Diffusion Strategies Over Sensor Networks 期刊论文
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2018, 卷号: 63, 期号: 11, 页码: 3643-3658
Authors:  Xie, Siyu;  Guo, Lei
Favorite  |  View/Download:68/0  |  Submit date:2019/01/11
Diffusion strategies  distributed adaptive filters  least mean squares  stochastic stability  tracking performance  
ANALYSIS OF NORMALIZED LEAST MEAN SQUARES-BASED CONSENSUS ADAPTIVE FILTERS UNDER A GENERAL INFORMATION CONDITION 期刊论文
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2018, 卷号: 56, 期号: 5, 页码: 3404-3431
Authors:  Xie, Siyu;  Guo, Lei
Favorite  |  View/Download:48/0  |  Submit date:2019/01/11
distributed adaptive filter  consensus algorithm  least mean squares  information condition  stochastic stability  tracking performance