Linear Regression Beyond Covariance: Latent Slope Spectra from Higher-Order Cumulants

Anirban Nath, Ming Yuan

Least squares summarizes the joint distribution of a response and regressor through second-order information. When an observed regressor is composed of latent components carrying d…