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Hardcover Mathematical Principles of Topological and Geometric Data Analysis Book

ISBN: 3031334396

ISBN13: 9783031334399

Mathematical Principles of Topological and Geometric Data Analysis

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Format: Hardcover

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Book Overview

This book explores and demonstrates how geometric tools can be used in data analysis. Beginning with a systematic exposition of the mathematical prerequisites, covering topics ranging from category theory to algebraic topology, Riemannian geometry, operator theory and network analysis, it goes on to describe and analyze some of the most important machine learning techniques for dimension reduction, including the different types of manifold learning...

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