Interpretation of High-Dimensional Regression Coefficients by Comparison with Linearized Compressing Features

Joachim Schaeffer, Jinwook Rhyu, Robin Droop +2

Linear regression is often deemed inherently interpretable; however, challenges arise for high-dimensional data. We focus on further understanding how linear regression approximate…