Proof of the Correctness of EMYCIN Sequential Propagation Under Conditional Independence Assumptions

  • Authors:
  • Xudong Luo;Chengqi Zhang

  • Affiliations:
  • -;-

  • Venue:
  • IEEE Transactions on Knowledge and Data Engineering
  • Year:
  • 1999

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Abstract

In this paper, we prove that under the assumption of conditional independence, the EMYCIN formula for sequential propagation can be derived strictly from the definition of the certainty factor according to probability theory. We already have known that Adams [1] and Schocken [15] have proved that the EMYCIN formula for parallel propagation is partially consistent with probability theory. Our result supplements their contribution and, together with theirs, explains why the EMYCIN model has been working reasonably well.