This project consists of a deep dive on multiple linear regression (OLS) and its regularized variants ... or derive the update rule for Pathwise Coordinate Descent (the discrete optimization algorithm ...

The algorithm is used to address, among other issues in the recursive partial least-squares (RPLS) regression algorithm, the “forgetting factor” and sensitivity of variable scaling. Two levels of ...