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A Bayesian interpretation is given for regularization terms for parameter functions in inverse problems.Fluctuations about the extremal solution depend on the regularization terms-which encode prior knowledge-provide quantification of uncertainty.After reviewing a general path-integral framework,we set up a number of applications that arise in biophysics.The inference of bond energies and bond coordinate mobilities from dynamic force spectroscopy experiments are worked out in detail.