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Ridge functions and applications in neural networks

By: Ismailov, Vugar E.
Series: Mathematical surveys and monographs, 0076-5376 ; v. 263.Publisher: Providence : American Mathematical Society, 2021Description: ix, 186 p. ; ill., 26 cm.ISBN: 9781470467654.Subject(s): Function spaces | Multivariate analysis | Approximation theory | Linear operators | Numbers, Real | Neural networks | Plane wave | Kolmogorov's superposition theorem | Banach-Alaoglu theorem | Complexity problem | Diliberto-Straus-algorithm | Fubini's theorem | Hahn-Banach theorem | MLP model | Proximinality | ReLU function | Sigmoidel function | Uniqueness problemDDC classification: 515.73 Summary: Recent years have witnessed a growth of interest in the special functions called ridge functions. These functions appear in various fields and under various guises. They appear in partial differential equations (where they are called plane waves), in computerized tomography, and in statistics. Ridge functions are also the underpinnings of many central models in neural network theory. In this book various approximation theoretic properties of ridge functions are described. This book also describes properties of generalized ridge functions, and their relation to linear superpositions and Kolmogo.
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Books 515.73 ISM (Browse shelf) Available 032900

Includes bibliographical references and index.

Recent years have witnessed a growth of interest in the special functions called ridge functions. These functions appear in various fields and under various guises. They appear in partial differential equations (where they are called plane waves), in computerized tomography, and in statistics. Ridge functions are also the underpinnings of many central models in neural network theory. In this book various approximation theoretic properties of ridge functions are described. This book also describes properties of generalized ridge functions, and their relation to linear superpositions and Kolmogo.

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