Stability Selection

Estimation of structure, such as in variable selection, graphical modelling or cluster analysis is notoriously difficult, especially for high-dimensional data. We introduce stability selection. It is based on subsampling in combination with (high-dimensional) selection algorithms. As such, the metho...

Full description

Bibliographic Details
Main Authors: Meinshausen, N, Buehlmann, P
Format: Journal article
Language:English
Published: 2008