Search by :

ALL Author Subject ISBN/ISSN Advanced Search

Last search:

Image of Regularized System Identification: Learning Dynamic Models from Data

Electronic Resource

Regularized System Identification: Learning Dynamic Models from Data

Pillonetto, Gianluigi - Personal Name; Chen, Tianshi - Personal Name; Chiuso, Alessandro - Personal Name; Nicolao, Giuseppe De - Personal Name; Ljung, Lennart - Personal Name;

Penilaian

0,0

dari 5

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.

Availability

Inventory Code	Barcode	Call Number	Location	Status
2008000065	EB0003910	006.2 Pil r	Central Library (Database Springer E-Book)	Available

Detail Information

Series Title: Communications and Control Engineering
Call Number: 006.2 Pil r
Publisher: Switzerland : Springer Cham., 2022
Collation: xxiv, 377p.: Ill.
Language: English
ISBN/ISSN: 978-3-030-95860-2
Classification: 006.2
Content Type: Ebook
Media Type: -
Carrier Type: online resource
Edition: 1
Subject(s): Special-purpose systems
Specific Detail Info: -
Statement of Responsibility: RTS

Other version/related

Title	Edition	Language
Software Configuration Management: IDENTIFICATION, ACCOUNTING, CONTROL, & MANAGEMENT		en

File Attachment

Regularized System Identification

Comments

You must be logged in to post a comment