Optimization Algorithms, Mathematics, Machine Learning, Statistics, Convex Optimization.
There are multiple variations of the least squares problem to add flexibility. In weighted least-squares, the squared costs are weighted. In a statistical sense, we assume that the estimations of x are varied by errors with unequal variances. In regularization, a positive multiple of the sum of