I have some bivariate data and I have calculated the error ellipse in the following way: I have first calculated the covariance matrix and then to obtain the radii of the ellipse I have taken the eigenvalues and then their squared root.
Does the length of each of these radii correspond to one standard deviation in the direction of the semi-principal axes?