Adaptive bridge estimation for high-dimensional regression models

Abstract

Abstract In high-dimensional models, the penalized method becomes an effective measure to select variables. We propose an adaptive bridge method and show its oracle property. The effectiveness of the proposed method is demonstrated by numerical results.

Keywords

• adaptive bridge
• high-dimensionality
• variable selection
• oracle property
• penalized method
• tuning parameter