Sensitivity analysis in discrete Bayesian networks

@article{Castillo1997SensitivityAI,
  title={Sensitivity analysis in discrete Bayesian networks},
  author={Enrique F. Castillo and Jos{\'e} Manuel Guti{\'e}rrez and Ali S. Hadi},
  journal={IEEE Trans. Systems, Man, and Cybernetics, Part A},
  year={1997},
  volume={27},
  pages={412-423}
}
The paper presents an efficient computational method for performing sensitivity analysis in discrete Bayesian networks. The method exploits the structure of conditional probabilities of a target node given the evidence. First, the set of parameters which are relevant to the calculation of the conditional probabilities of the target node is identified. Next, this set is reduced by removing those combinations of the parameters which either contradict the available evidence or are incompatible… CONTINUE READING
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