We present a novel method for the global analysis of elastic electron-proton
scattering when combining data sets from experiments with different overall
normalization uncertainties. The method is a modification of one employed by
the NNPDF collaboration in the fitting of parton distribution data. This method
is an alternative to the 'penalty trick' method traditionally employed in
global fits to proton electric and magnetic form factors, while avoiding the
biases inherent in that approach. We discuss issues that arise when extending
the method to nonlinear models. For data with Q2>1 GeV2 we find
relatively minor differences to traditional model fits when the normalization
uncertainties from different experiments are correctly accounted for. We
discuss implications of this method for the well-known discrepancy between the
form factor ratio GEβ/GMβ extracted from the Rosenbluth and polarization
transfer techniques.Comment: 5 pages, 4 figures, 2 table