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 facts bargains with huge and complicated information units, and hence with versions containing various parameters. This ebook provides an in depth account of lately built methods, together with the Lasso and types of it for numerous types, boosting tools, undirected graphical modeling, and approaches controlling fake confident selections.
A distinctive attribute of the e-book is that it includes complete mathematical thought on high-dimensional statistics mixed with method, algorithms and illustrations with genuine info examples. This in-depth strategy highlights the equipment’ nice strength and useful applicability in quite a few settings. As such, it's a necessary source for researchers, graduate scholars and specialists in facts, utilized arithmetic and laptop science.

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