Fundamentals of High-Dimensional Statistics: With Exercises and R Labs

By Johannes Lederer

Preface.- Notation.- Introduction.- Linear Regression.- Graphical Models.- Tuning-Parameter Calibration.- Inference.- Theory I: Prediction.- Theory II: Estimation and Support Recovery.- A Solutions.- B Mathematical Background.- Bibliography.- Index.

• Format: Hardcover
• Language: English
• ISBN: 3030737918
• ISBN13: 9783030737917
• Release Date: November 2021
• Publisher: Springer
• Length: 355 Pages
• Weight: 1.53 lbs.
• Dimensions: 0.9" x 6.1" x 9.2"