Va. Macaulay et B. Buck, THE DETERMINATION OF NUCLEAR-CHARGE DISTRIBUTIONS USING A BAYESIAN MAXIMUM-ENTROPY METHOD, Nuclear physics. A, 591(1), 1995, pp. 85-103
We treat the inference of nuclear charge densities from measurements o
f elastic electron scattering cross sections. In order to get the most
reliable information from expensively acquired, incomplete and noisy
measurements, we use Bayesian probability theory. Very little prior in
formation about the charge densities is assumed. We derive a prior pro
bability distribution which is a generalization of a form used widely
in image restoration based on the entropy of a physical density. From
the posterior distribution of possible densities, we select the most p
robable one, and show how error bars can be evaluated. These have very
reasonable properties, such as increasing without bound as hypotheses
about finer scale structures are included in the hypothesis space. Th
e methods are demonstrated by using data on the nuclei He-4 and C-12.