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title
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2026-02-22 01:23:55
raw text
High-Dimensional Data Analysis by John Wright and Yi Ma High-Dimensional Data Analysis with Low-Dimensional Models: Principles, Computation, and Applications John Wright and Yi Ma Cambridge University Press Basic Information The book covers new mathematical (statistical, geometrical, computational) principles for high-dimensional data analysis, with scalable optimization methods and their applications in important real-world problems such as scientific imaging, wideband communications, face recognition, 3D vision, and deep networks. Comprehensive in its approach, the book provides unified coverage of many different low-dimensional models and analytical techniques, including sparse, low-rank, and deep network models, with both convex and nonconvex formulations. This textbbook is intended for an introductatory graduate course that helps students establish a solid foundation for the areas of data science, signal processing, optimization, and m...
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