I. Introduction
The sum-product algorithm has been extremely popular in the communication community since the invention of turbo codes [3], [4], [5]. The sum-product algorithm elegantly solves the marginalized product density problem in a message passing fashion. The messages passed during the sum product algorithm (beliefs) are in fact probability density functions (PDF). Therefore, representation of the PDFs is crucial for the sum-product algorithm.