Home
Statistics for High-Dimensional Data: Methods, Theory and Applications / Edition 1
![Statistics for High-Dimensional Data: Methods, Theory and Applications / Edition 1](https://prodimage.images-bn.com/pimages/9783642268571_p0_v3_s600x595.jpg)
Statistics for High-Dimensional Data: Methods, Theory and Applications / Edition 1
Current price: $99.99
Loading Inventory...
Size: OS
Modern statistics deals with large and complex data sets, and consequently with models containing a large number of parameters. This book presents a detailed account of recently developed approaches, including the Lasso and versions of it for various models, boosting methods, undirected graphical modeling, and procedures controlling false positive selections.
A special characteristic of the book is that it contains comprehensive mathematical theory on high-dimensional statistics combined with methodology, algorithms and illustrations with real data examples. This in-depth approach highlights the methods’ great potential and practical applicability in a variety of settings. As such, it is a valuable resource for researchers, graduate students and experts in statistics, applied mathematics and computer science.