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 smooth start in the field. It also offers suggestions for further reading. Given its scope, th ...
DETAILS
Fundamentals of High-Dimensional Statistics
With Exercises and R Labs
Lederer, Johannes
Kartoniert, xiv, 355 S.
XIV, 355 p. 34 illus., 21 illus. in color.
Sprache: Englisch
235 mm
Springer, Berlin (2022)
Gewicht: 569 g
ISBN-13: 978-3-030-73794-8
Titelnr.: 96158814