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Regularized System Identification Learning Dynamic Models from Data

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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 learn...

पूर्ण विवरण

में बचाया:
ग्रंथसूची विवरण
मुख्य लेखक: Pillonetto, Gianluigi (auth)
अन्य लेखक: Chen, Tianshi (auth), Chiuso, Alessandro (auth), De Nicolao, Giuseppe (auth), Ljung, Lennart (auth)
स्वरूप: इलेक्ट्रोनिक पुस्तक अध्याय
भाषा:अंग्रेज़ी
प्रकाशित: Cham Springer Nature 2022
श्रृंखला:Communications and Control Engineering
विषय:
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
ऑनलाइन पहुंच:DOAB: download the publication
DOAB: description of the publication
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DOAB: download the publication
DOAB: description of the publication

3rd Floor Main Library

होल्डिंग्स विवरण से 3rd Floor Main Library
बोधानक: A1234.567
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