Remix.run Logo
emmelaich 3 days ago

Yep, to demonstrate, tilt it (swap x and y) and do it again. Maybe this is what TLS does?

srean 3 days ago | parent [-]

>(swap x and y) and do it again.

This is a great diagnostic check for symmetry.

> Maybe this is what TLS does?

No, swapping just exchanges the relation. What one needs to do is to put the errors in X and errors in Y in equal footing. That's exactly what TLS does.

Another way to think about it is that the error of a point from the line is not measured as a vertical drop parallel to Y axis but in a direction orthogonal to the line (so that the error breaks up in X and Y directions). From this orthogonality you can see that TLS is PCA (principal component analysis) in disguise.