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Aspects Of Harmonic Analysis On Locally Compact Abelian Groups: 1 (Mathematical Foundations For Computer Vision, Machine Learning, And Robotics) - Hardcover

Gallier, Jean H; Quaintance, Jocelyn

 
9789811291715: Aspects Of Harmonic Analysis On Locally Compact Abelian Groups: 1 (Mathematical Foundations For Computer Vision, Machine Learning, And Robotics)
Hardcover
ISBN 10: 9811291713 ISBN 13: 9789811291715
Publisher: World Scientific Publishing Co Pte Ltd, 2024

Synopsis

The Fourier transform is a 'tool' used in engineering and computer vision to model periodic phenomena. Starting with the basics of measure theory and integration, this book delves into the harmonic analysis of locally compact abelian groups. It provides an in-depth tour of the beautiful theory of the Fourier transform based on the results of Gelfand, Pontrjagin, and Andre Weil in a manner accessible to an undergraduate student who has taken linear algebra and introductory real analysis.Highlights of this book include the Bochner integral, the Haar measure, Radon functionals, the theory of Fourier analysis on the circle, and the theory of the discrete Fourier transform. After studying this book, the reader will have the preparation necessary for understanding the Peter-Weyl theorems for complete, separable Hilbert algebras, a key theoretical concept used in the construction of Gelfand pairs and equivariant convolutional neural networks.

"synopsis" may belong to another edition of this title.

Publisher
World Scientific Publishing Co Pte Ltd
Publication date
2024
Language
English
ISBN 10 
9811291713
ISBN 13 
9789811291715
Binding
Hardcover
Number of pages
760