Johan Wågberg

Maximum likelihood identification of stable linear dynamical systems

Jack Umenberger, Johan Wågberg, Ian R. Manchester et al. · Automatica · 2018 · 43 citations

Engineering, Mathematics, Systems Engineering +13

Sequential Monte Carlo Methods for System Identification**This work was supported by the projects Learning of complex dynamical systems (Contract number: 637-2014-466) and Probabilistic modeling of dynamical systems (Contract number: 621-2013-5524), both funded by the Swedish Research Council.

Thomas B. Schön, Fredrik Lindsten, Johan Dahlin et al. · IFAC-PapersOnLine · 2015 · 34 citations · Full text

Engineering, Mathematics, Systems Engineering +17

Sequential Monte Carlo Methods for System Identification

Thomas B. Schön, Fredrik Lindsten, Johan Dahlin et al. · arXiv (Cornell University) · 2015 · 32 citations · Full text

Engineering, Systems Engineering, System Dynamics +15

Nonlinear System Identification: Learning While Respecting Physical Models Using a Sequential Monte Carlo Method

Anna Wigren, Johan Wågberg, Fredrik Lindsten et al. · IEEE Control Systems · 2022 · 24 citations · Full text

Computing, Systems Engineering, Bayesian Data Analysis +16

Prediction performance after learning in Gaussian process regression

Johan Wågberg, Dave Zachariah, Thomas B. Schön et al. · arXiv (Cornell University) · 2016 · 13 citations · Full text

Computing, Computer Science, Machine Learning +11