1. A machine implemented system that facilitates maximizing probabilities comprising: a data input component that provides one or more types of data for analysis; and an analysis component that analyzes at least a subset of the one or more types of data to compute maximized probabilities by employing an improved iterative scaling function and at least one of: an Exponential prior, a LaPlacian prior, or a non-Gaussian distribution and an alternative iterative scaling function.