Van De Geer, Sara  | Springer

96,230원  | 20170412  | 9783319327730

Taking the Lasso method as its starting point, this book describes the main ingredients needed to study general loss functions and sparsity-inducing regularizers. Examples include the Lasso and group Lasso methods, and the least squares method with other norm-penalties, such as the nuclear norm.

van de Geer, Sara A.  | Cambridge

112,000원  | 20100222  | 9780521123259

This book deals with estimation methods in statistics, and treats various models in a unified way. Many illustrative examples are given, including the Grenander estimator, smoothing splines, partially linear models, mixture models and image analysis. Graduate students and professionals in statistics will welcome this treatment.

B?lmann, Peter, Van De Geer, Sara  | Springer

174,980원  | 20130803  | 9783642268571

This valuable compendium of statistical methods features a unique combination of methodology, theory, algorithms and applications. It covers recently developed approaches to handling large and complex data sets, including the Lasso and boosting methods.

Buhlmann, Peter; Van De Geer, Sara  | Springer

279,980원  | 20110922  | 9783642201912

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.

Van Der Geer, Alexandra, Lyras, George, De Vos, John  | Wiley-Blackwell

200,900원  | 20210614  | 9781119675730