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Asymptotic Theory for Regularized System Identification Part I: Empirical Bayes Hyperparameter Estimator.
Yue Ju
Biqiang Mu
Lennart Ljung
Tianshi Chen
Published in:
IEEE Trans. Autom. Control. (2023)
Keyphrases
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empirical bayes
least squares
central limit theorem
input output
maximum a posteriori
random sampling
large deviations
rates of convergence
theoretical framework
hyperparameters
gaussian processes
machine learning
image sequences
probabilistic model
computational model
estimation algorithm