Combining dependent evidential bodies that share common knowledge.

We establish a formula for combining dependent evidential bodies that are conditionally independent given their shared knowledge. Markov examples are provided to illustrate various aspects of our combination formula, including its practicality. We also show that the Dempster–Shafer formula and the conjunctive rule of the Transferable Belief Model can be recovered as special cases of our combination formula.