Controlling false discoveries in high-dimensional situations: Boosting with stability selection

Modern biotechnologies often result in high-dimensional data sets with many more variables than observations (n p). These data sets pose new challenges to statistical analysis: Variable selection becomes one of the most important tasks in this setting.