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Titlebook: Regularized System Identification; Learning Dynamic Mod Gianluigi Pillonetto,Tianshi Chen,Lennart Ljung Book‘‘‘‘‘‘‘‘ 2022 The Editor(s) (if

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发表于 2025-3-21 16:07:19 | 显示全部楼层 |阅读模式
书目名称Regularized System Identification
副标题Learning Dynamic Mod
编辑Gianluigi Pillonetto,Tianshi Chen,Lennart Ljung
视频video
概述Powerful tools lead to new principles and algorithms for various linear and nonlinear system identification techniques.Careful mathematics provide a rigorous basis for cross-fertilization between syst
丛书名称Communications and Control Engineering
图书封面Titlebook: Regularized System Identification; Learning Dynamic Mod Gianluigi Pillonetto,Tianshi Chen,Lennart Ljung Book‘‘‘‘‘‘‘‘ 2022 The Editor(s) (if
描述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 o
出版日期Book‘‘‘‘‘‘‘‘ 2022
关键词System Identification; Machine Learning; Linear Dynamical Systems; Nonlinear Dynamical Systems; Kernel-b
版次1
doihttps://doi.org/10.1007/978-3-030-95860-2
isbn_softcover978-3-030-95862-6
isbn_ebook978-3-030-95860-2Series ISSN 0178-5354 Series E-ISSN 2197-7119
issn_series 0178-5354
copyrightThe Editor(s) (if applicable) and The Author(s) 2022
The information of publication is updating

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Gianluigi Pillonetto,Tianshi Chen,Alessandro Chiuso,Giuseppe De Nicolao,Lennart Ljunginhibitory or cognitive control and emotion regulation also regulate the hedonic eating system and are tightly linked with it. In this chapter, we will review in detail the biology of the former system, only – e.g., that of the homeostatic control system – since more detail on the neurobiology of th
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Gianluigi Pillonetto,Tianshi Chen,Alessandro Chiuso,Giuseppe De Nicolao,Lennart Ljungn on food additives in a quick-to-use format. Some knowledge of food science is assumed. Each chapter contains a bibliography which can be consulted if further informa­ tion is required. Local legislation will have to be consulted to determine the legality of use of the additive, in which foods and
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Gianluigi Pillonetto,Tianshi Chen,Alessandro Chiuso,Giuseppe De Nicolao,Lennart Ljungpters (Reed and Underkofler, 1966; Whitaker, 1974; Ory and Angelo, 1977; Birch .., 1981; Dupuy, 1982; Swaisgood, 1985; Bigelis and Lasure, 1987; Leiva and Gekas, 1988) and review articles (Ghildyal .., 1979; Taylor and Richardson, 1979; Olsen, 1984; Sheppard, 1986; Ardeshir, 1987; Alder-Nissen, 1987
发表于 2025-3-23 00:13:35 | 显示全部楼层
Gianluigi Pillonetto,Tianshi Chen,Alessandro Chiuso,Giuseppe De Nicolao,Lennart Ljungften difficult to track down and evaluate, and consequently there may be a large gap between therapeu­ tic claims and evidence bearing on those claims. The mother who won­ ders whether her child should be treated with a special diet is unlikely to have the facts necessary to make a judgment of the c
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Gianluigi Pillonetto,Tianshi Chen,Alessandro Chiuso,Giuseppe De Nicolao,Lennart Ljungften difficult to track down and evaluate, and consequently there may be a large gap between therapeu­ tic claims and evidence bearing on those claims. The mother who won­ ders whether her child should be treated with a special diet is unlikely to have the facts necessary to make a judgment of the c
发表于 2025-3-23 06:43:42 | 显示全部楼层
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