Regularized System Identification Learning Dynamic Models from Data

• 1. Verfasser: Pillonetto, Gianluigi (auth)
• Weitere Verfasser: Chen, Tianshi (auth), Chiuso, Alessandro (auth), De Nicolao, Giuseppe (auth), Ljung, Lennart (auth)
• Format: Elektronisch Buchkapitel
• Sprache: Englisch
• Veröffentlicht: Cham Springer Nature 2022
• Schriftenreihe: Communications and Control Engineering
• Schlagworte: Machine learning; Automatic control engineering; Statistical physics; Bayesian inference; Probability & statistics; Cybernetics & systems theory; System Identification; Machine Learning; Linear Dynamical Systems; Nonlinear Dynamical Systems; Kernel-based Regularization; Bayesian Interpretation of Regularization; Gaussian Processes; Reproducing Kernel Hilbert Spaces; Estimation Theory; Support Vector Machines; Regularization Networks
• Online-Zugang: OAPEN Library: download the publication; OAPEN Library: description of the publication