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Comment on Why does a least squares fit appear to have a bias when applied to simple data?parent

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(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.

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