An Optimal Least-Square Solver For Scaled Partial-Isometric Linear Systems

We present an $O(mn)$ direct least-squares solver for $m\times n$ linear systems with a scaled partial isometry. The proposed algorithm is also useful when the system is block diagonal and each block is a scaled partial isometry with distinct scaling factors. We also include numerical experiments as a demonstration.