Shrinkage and variable selection by polytopes

► We consider polytopal constrained estimators. ► We investigate the geometric structure of polytopal constraint regions. ► We analyze the impact of polytopal constraint regions on the estimate. ► We propose a new polytopal constrained estimator. ► The new estimator works well in high dimensional data.