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Tianshi Chen

Linköping University
The Chinese University of Hong Kong

83

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1847

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A Simulation-induced Regularization Method for System Identification

2021 IFAC-PapersOnLine
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On semiseparable kernels and efficient implementation for regularized system identification and function estimation

2021 Automatica
- Tianshi Chen
- Martin S. Andersen
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Kernel-based Regularized Iterative Learning Control of Repetitive Linear Time-varying Systems

2021 IFAC-PapersOnLine
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Regularized LTI system identification in the presence of outliers: A variational EM approach

2020 Automatica
- Martin Lindfors
- Tianshi Chen
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On the Influence of Ill-conditioned Regression Matrix on Hyper-parameter Estimators for Kernel-based Regularization Methods*

2020 CDC | Conference on Decision and Control
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On Semiseparable Kernels and Efficient Computation of Regularized System Identification and Function Estimation

2020 IFAC-PapersOnLine
- Tianshi Chen
- Martin S. Andersen
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Efficient Recursive Implementation of Spatial-Temporal Gaussian Process Regression

2020 CCC | Chinese Control Conference
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Linear Multiple Low-Rank Kernel Based Stationary Gaussian Processes Regression for Time Series.

2019 arXiv: Learning
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Cramer-Rao Bounds for Filtering Based on Gaussian Process State-Space Models

2019 Sport Psychologist
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Parameter estimation of discrete-time sinusoidal signals: A nonlinear control approach

2019 Automatica
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