Regularized System Identification
portes grátis
Regularized System Identification
Learning Dynamic Models from Data
Chiuso, Alessandro; Ljung, Lennart; Pillonetto, Gianluigi; De Nicolao, Giuseppe; Chen, Tianshi
Springer Nature Switzerland AG
05/2022
377
Dura
Inglês
9783030958596
15 a 20 dias
843
Descrição não disponível.
Chapter 1. Bias.- Chapter 2. Classical System Identification.- Chapter 3. Regularization of Linear Regression Models.- Chapter 4. Bayesian Interpretation of Regularization.- Chapter 5. Regularization for Linear System Identification.- Chapter 6. Regularization in Reproducing Kernel Hilbert Spaces.- Chapter 7. Regularization in Reproducing Kernel Hilbert Spaces for Linear System Identification.- Chapter 8. Regularization for Nonlinear System Identification.- Chapter 9. Numerical Experiments and Real-World Cases.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
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;Regularization Networks;Open Access
Chapter 1. Bias.- Chapter 2. Classical System Identification.- Chapter 3. Regularization of Linear Regression Models.- Chapter 4. Bayesian Interpretation of Regularization.- Chapter 5. Regularization for Linear System Identification.- Chapter 6. Regularization in Reproducing Kernel Hilbert Spaces.- Chapter 7. Regularization in Reproducing Kernel Hilbert Spaces for Linear System Identification.- Chapter 8. Regularization for Nonlinear System Identification.- Chapter 9. Numerical Experiments and Real-World Cases.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
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;Regularization Networks;Open Access
