In this paper, we discuss the conditioning issue in D-S evidence theory in multi-dimensional space. Based on Dempster conditioning,
Bayes’ rule and product rule, which are similar to that in probability theory, are presented in this paper. Two kinds of conditional
independence called weak conditional independence and strong conditional independence are introduced, which can significantly
simplify the inference process when evidence theory is applied to practical application.