A Computational Model for Causal and Diagnostic Reasoning in Inference Systems. Kim, J. & Pearl, J. Proceedings of the Eighth international joint conference on Artificial intelligence, 1983. ISBN: 0865760640abstract bibtex This paper introduces a representation of evidential relationships which permits updating of belief in two simultaneous modes: causal (i.e. top-down) and diagnostic (i.e. bottom-up). It extends ~ by manifestation. We develop an updating scheme that obeys computationally efficient, and is compatible with experts reasoning. The belief parameters of each variable are defined and updated by those of its neighbors in such a way that the impact of each new evidence propagates and settles through the network in a single pass
@article{kim_computational_1983,
title = {A {Computational} {Model} for {Causal} and {Diagnostic} {Reasoning} in {Inference} {Systems}.},
abstract = {This paper introduces a representation of evidential relationships which permits updating of belief in two simultaneous modes: causal (i.e. top-down) and diagnostic (i.e. bottom-up). It extends {\textasciitilde} by manifestation. We develop an updating scheme that obeys computationally efficient, and is compatible with experts reasoning. The belief parameters of each variable are defined and updated by those of its neighbors in such a way that the impact of each new evidence propagates and settles through the network in a single pass},
journal = {Proceedings of the Eighth international joint conference on Artificial intelligence},
author = {Kim, Jh and Pearl, Judea},
year = {1983},
note = {ISBN: 0865760640},
pages = {190--193},
}
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