Fundamentals of High-Dimensional Statistics

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This textbook provides a step-by-step introduction to the tools and principles of high-dimensional statistics. Each chapter is complemented by numerous exercises, many of them with detailed solutions, and computer labs in R that convey valuable practical insights. The book covers the theory and practice of high-dimensional linear regression, graphical models, and inference, ensuring readers have a...

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This textbook provides a step-by-step introduction to the tools and principles of high-dimensional statistics. Each chapter is complemented by numerous exercises, many of them with detailed solutions, and computer labs in R that convey valuable practical insights. The book covers the theory and practice of high-dimensional linear regression, graphical models, and inference, ensuring readers have a...

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  • Formats: pdf
  • ISBN: 9783030737924
  • Publication Date: 16 Nov 2021
  • Publisher: Springer International Publishing
  • Product language: English
  • Drm Setting: DRM