26 citations · 37 across the 4 of their papers we have counts for
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stat.CO2022★ 26 cited
Nonlinear System Identification: Learning while respecting physical models using a sequential Monte Carlo method
Anna Wigren, Johan Wågberg, Fredrik Lindsten +2
Identification of nonlinear systems is a challenging problem. Physical knowledge of the system can be used in the identification process to significantly improve the predictive per…
stat.ME2022
Marginalized particle Gibbs for multiple state-space models coupled through shared parameters
Anna Wigren, Fredrik Lindsten
We consider Bayesian inference from multiple time series described by a common state-space model (SSM) structure, but where different subsets of parameters are shared between diffe…