On orthogonal linear ℓ1 approximation

SummaryThe problem is considered of orthogonal ℓ1 fitting of discrete data. Local best approximations are characterized and the question of the robustness of these solutions is considered. An algorithm for the problem is presented, along with numerical results of its application to some data sets.