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Automatica (Oxford), ISSN 0005-1098, 07/2018, Volume 93, pp. 321 - 332
Journal Article
Automatica (Oxford), ISSN 0005-1098, 08/2012, Volume 48, Issue 8, pp. 1553 - 1565
Journal Article
Automatica (Oxford), ISSN 0005-1098, 08/2015, Volume 58, pp. 106 - 117
Journal Article
Automatica (Oxford), ISSN 0005-1098, 08/2020, Volume 118, p. 109038
Reproducing kernel Hilbert spaces (RKHSs) are key spaces for machine learning that are becoming popular also for linear system identification. In particular,... 
Linear system identification | Regularized least squares | BIBO stability | Kernel-based regularization | Stable reproducing kernel hilbert spaces | Engineering, Electrical & Electronic | Engineering | Automation & Control Systems | Technology | Science & Technology
Journal Article
Automatica (Oxford), ISSN 0005-1098, 2010, Volume 46, Issue 1, pp. 81 - 93
This paper describes a new kernel-based approach for linear system identification of stable systems. We model the impulse response as the realization of a... 
Linear system identification | Bayesian estimation | Kernel-based methods | Gaussian processes | Stochastic embedding | Regularization | Robust identification | Engineering, Electrical & Electronic | Engineering | Automation & Control Systems | Technology | Science & Technology
Journal Article
Automatica (Oxford), ISSN 0005-1098, 09/2018, Volume 95, pp. 529 - 533
Reproducing kernel Hilbert spaces (RKHSs) have proved themselves to be key tools for the development of powerful machine learning algorithms, the so-called... 
Linear system identification | Reproducing kernel Hilbert spaces | Inverse problems | BIBO stability | Kernel-based regularization | Engineering, Electrical & Electronic | Engineering | Automation & Control Systems | Technology | Science & Technology | Algorithms | Data mining | Analysis | Machine learning
Journal Article
Automatica (Oxford), ISSN 0005-1098, 09/2013, Volume 49, Issue 9, pp. 2704 - 2712
Journal Article
SIAM journal on control and optimization, ISSN 0363-0129, 2020, Volume 58, Issue 4, pp. 2006 - 2022
Regularized approaches have been successfully applied to linear system identification in recent years; many of them model unknown impulse responses exploiting... 
Linear and bounded operators | Reproducing kernel hilbert spaces | BIBO stability | Absolute summability | Discrete-time impulse responses | Automation & Control Systems | Physical Sciences | Mathematics | Mathematics, Applied | Technology | Science & Technology
Journal Article
Automatica (Oxford), ISSN 0005-1098, 03/2014, Volume 50, Issue 3, pp. 657 - 682
Journal Article