Regularized System Identification is popular PDF and ePub book, written by Gianluigi Pillonetto in 2022-05-13, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Regularized System Identification can be Read Online from any device for your convenience.
Regularized System Identification Book PDF Summary
This open access book provides a comprehensive treatment of recent developments in kernel-based identification that are of interest to anyone engaged in learning dynamic systems from data. The reader is led step by step into understanding of a novel paradigm that leverages the power of machine learning without losing sight of the system-theoretical principles of black-box identification. The authors’ reformulation of the identification problem in the light of regularization theory not only offers new insight on classical questions, but paves the way to new and powerful algorithms for a variety of linear and nonlinear problems. Regression methods such as regularization networks and support vector machines are the basis of techniques that extend the function-estimation problem to the estimation of dynamic models. Many examples, also from real-world applications, illustrate the comparative advantages of the new nonparametric approach with respect to classic parametric prediction error methods. The challenges it addresses lie at the intersection of several disciplines so Regularized System Identification will be of interest to a variety of researchers and practitioners in the areas of control systems, machine learning, statistics, and data science. This is an open access book.
Detail Book of Regularized System Identification PDF
- Author : Gianluigi Pillonetto
- Release : 13 May 2022
- Publisher : Springer Nature
- ISBN : 9783030958602
- Genre : Computers
- Total Page : 394 pages
- Language : English
- PDF File Size : 21,9 Mb
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