1
by Bühlmann, Peter, van de Geer, Sara
Published 2011
Springer Berlin Heidelberg
... comprehensive mathematical theory on high-dimensional statistics combined with methodology, algorithms...

2
by van de Geer, Sara
Published 2016
Springer International Publishing
... useful in the analysis of high-dimensional data. Examples include the Lasso and group Lasso methods...