Analysis of Four Uncertainry Calculi | ||||
| Bayesian | Dempster- Shafer | Fuzzy Set | MYCIN /EMYCIN | |
Prior Information |
(1) Prior probability of each hypothesis; |
(1) Conditional probability of each set of hypotheses given each individual observation |
(1) Compatibility of observations with antecedent concepts |
(1) If-Then rules with certainty factors relating observations to hypotheses |
(2) Likelihood of each possible set of observations given each hypothesis |
(2) Compatibility of hypotheses with consequent concepts |
(2) (usually) If-Then Rules with certainty factors relating hypotheses to other hypotheses | ||
(3) If-Then rules relating ante- cedent consepts to consequent concepts | ||||
User- provided information |
Which observations are present |
Which observations are present |
How possible each observation is |
How certain each observationn is |
Output |
(1) Posterior probability of each hypothesis |
(1) Probability of each set of hypotheses |
(1) Possibility of each hypothesis |
(1) Certainty of each hypothesis |
(2) Belief and Plausibility of each hypothesis |
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