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High-Dimensional Data Analysis with Low-Dimensional Models: Principles, Computation, and Applications

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High-Dimensional Data Analysis with Low-Dimensional Models: Principles, Computation, and Applications - Wright, John, and Ma, Yi
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Connecting theory with practice, this systematic and rigorous introduction covers the fundamental principles, algorithms and applications of key mathematical models for high-dimensional data analysis. Comprehensive in its approach, it provides unified coverage of many different low-dimensional models and analytical techniques, including sparse and low-rank models, and both convex and non-convex formulations. Readers will learn how to develop efficient and scalable algorithms for solving real-world problems, supported by ...

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High-Dimensional Data Analysis with Low-Dimensional Models: Principles, Computation, and Applications 2022, Cambridge University Press, Cambridge

ISBN-13: 9781108489737

Hardcover