Comment by beambot

For a practical application of using graphical models to "solve" a bayesian problem, I recommend Frank Dellaert's whitepaper, which cover Simultaneous Localization and Mapping (SLAM, a robotics algorithm) using similar techniques: https://research.cc.gatech.edu/borg/sites/edu.borg/files/dow...