1) The mapping A is the orthogonal projection onto the one-dimensional subspace spanned by the unit vector v.

2) So the unit vector v that minimises the expression spans a line (=one-dimensional subspace) that is the best approximation to the set of points in the sense that the mean of thesquaresof the Euclidean distances from the points to the line is minimised.