Statistics for High-Dimensional Data: Methods, Theory and Applications (Springer Series in Statistics)

Statistics for High-Dimensional Data: Methods, Theory and Applications (Springer Series in Statistics)

Peter Bühlmann


Modern statistics bargains with huge and intricate info units, and for that reason with types containing a number of parameters. This publication offers a close account of lately built techniques, together with the Lasso and models of it for numerous types, boosting equipment, undirected graphical modeling, and tactics controlling fake confident selections.
A unique attribute of the publication is that it includes accomplished mathematical concept on high-dimensional records mixed with technique, algorithms and illustrations with actual information examples. This in-depth method highlights the tools’ nice capability and functional applicability in quite a few settings. As such, it's a worthy source for researchers, graduate scholars and specialists in information, utilized arithmetic and laptop science.

Show sample text content

Download sample