[wookietrader]

Wrong.

Neural networks are affinity invariant. You can rotate, skew, translate the input data however you want, the optimum stays the same. Same for SVMs.

[tgflynn]

But the weights will be different, which it seems to me is comparable to saying that the principal components change.