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An Introduction to Artificial Intelligence Based on Reproducing Kernel Hilbert Spaces (Compact Textbooks in Mathematics) - Softcover
- PublisherBirkhäuser
- Publication date2022
- ISBN 10 3030983153
- ISBN 13 9783030983154
- BindingPaperback
- LanguageEnglish
- Edition number1
- Number of pages166
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An Introduction to Artificial Intelligence Based on Reproducing Kernel Hilbert Spaces
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An Introduction to Artificial Intelligence Based on Reproducing Kernel Hilbert Spaces
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AN INTRODUCTION TO ARTIFICIAL INTELLIGENCE BASED ON REPRODUCING KERNEL HILBERT SPACES (PB 2022)
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An Introduction to Artificial Intelligence Based on Reproducing Kernel Hilbert Spaces
Published by
Springer International Publishing Mai 2022, 2022
ISBN 10: 3030983153
ISBN 13: 9783030983154
New
Taschenbuch
Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Germany
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Taschenbuch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -This textbook provides an in-depth exploration of statistical learning with reproducing kernels, an active area of research that can shed light on trends associated with deep neural networks. The author demonstrates how the concept of reproducing kernelHilbert Spaces (RKHS), accompanied with tools from regularization theory, can be effectively used in the design and justification of kernel learning algorithms, which can address problems in several areas of artificial intelligence. Also provided is a detailed description of two biomedical applications of the considered algorithms, demonstrating how close the theory is to being practically implemented.Among the book's several unique features is its analysis of a large class of algorithms of the Learning Theory that essentially comprise every linear regularization scheme, including Tikhonov regularization as a specific case. It also provides a methodology for analyzing not only different supervised learning problems, such as regression or ranking, but also different learning scenarios, such as unsupervised domain adaptation or reinforcement learning. By analyzing these topics using the same theoretical framework, rather than approaching them separately, their presentation is streamlined and made more approachable.An Introduction to Artificial Intelligence Based on Reproducing Kernel Hilbert Spaces is an ideal resource for graduate and postgraduate courses in computationalmathematicsand data science. 168 pp. Englisch. Seller Inventory # 9783030983154
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An Introduction to Artificial Intelligence Based on Reproducing Kernel Hilbert Spaces
Published by
Springer International Publishing, 2022
ISBN 10: 3030983153
ISBN 13: 9783030983154
New
Taschenbuch
Seller: AHA-BUCH GmbH, Einbeck, Germany
Seller rating 5 out of 5 stars
Taschenbuch. Condition: Neu. Druck auf Anfrage Neuware - Printed after ordering - This textbook provides an in-depth exploration of statistical learning with reproducing kernels, an active area of research that can shed light on trends associated with deep neural networks. The author demonstrates how the concept of reproducing kernelHilbert Spaces (RKHS), accompanied with tools from regularization theory, can be effectively used in the design and justification of kernel learning algorithms, which can address problems in several areas of artificial intelligence. Also provided is a detailed description of two biomedical applications of the considered algorithms, demonstrating how close the theory is to being practically implemented.Among the book's several unique features is its analysis of a large class of algorithms of the Learning Theory that essentially comprise every linear regularization scheme, including Tikhonov regularization as a specific case. It also provides a methodology for analyzing not only different supervised learning problems, such as regression or ranking, but also different learning scenarios, such as unsupervised domain adaptation or reinforcement learning. By analyzing these topics using the same theoretical framework, rather than approaching them separately, their presentation is streamlined and made more approachable.An Introduction to Artificial Intelligence Based on Reproducing Kernel Hilbert Spaces is an ideal resource for graduate and postgraduate courses in computationalmathematicsand data science. Seller Inventory # 9783030983154
Quantity: 1 available
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An Introduction to Artificial Intelligence Based on Reproducing Kernel Hilbert Spaces
Seller: Revaluation Books, Exeter, United Kingdom
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Paperback. Condition: Brand New. 166 pages. 9.25x6.10x0.39 inches. In Stock. Seller Inventory # 3030983153
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