Christophe Giraud, "High-Dimensional Statistics"
English | ISBN: 1482237946 | 2015 | 256 pages | PDF | 4 MB
English | ISBN: 1482237946 | 2015 | 256 pages | PDF | 4 MB
This book provides a straightforward, up-to-date introduction to high-dimensional statistics. It avoids any unnecessary technicalities, instead focusing on the main underlying concepts in simple settings. It gives readers a strong background in high-dimensional statistics by explaining key concepts for analyzing complex and high-dimensional data. Along with end-of-chapter exercises, the book includes many new proofs that are significantly simpler than those found in research papers.