Responding broadly to this and other sibling comments about different representations for optimization... This can be considered a generalized example of the b

Responding broadly to this and other sibling comments about different representations for optimization... This can be considered a generalized example of the bias-variance tradeoff. Imposing symmetry or a parametric form can be considered forms of regularization/bias that help converge to a well-formed solutions.