High-Dimensional Data Analysis with Low-Dimensional Models: Principles, Computation, and Applications
John Wright, Yi Ma
Comprehensive exploration of high-dimensional data analysis, covering real-world applications in medical imaging, computer vision, and more. Valuable resource for researchers and practitioners.
High-Dimensional Data Analysis with Low-Dimensional Models: Principles, Computation, and Applications by John Wright and Yi Ma.
Highlights
Covers a variety of real-world applications including medical and scientific imaging, computer vision, wideband spectrum sensing
Explains the mathematical ideas powering algorithms in these fields
Discusses the algorithmic ideas needed to implement these techniques
Recommendation
This book provides a comprehensive and insightful exploration of high-dimensional data analysis, making it a valuable resource for researchers and practitioners in mathematics, computer science, engineering, and the life sciences.