Matrix-vector algorithms of local posteriori inference in algebraic Bayesian networks on ideal of disjuncts
An alternative mathematical model of knowledge pattern is described in the article. The calculation of transition matrix from the probability estimates of ideal of disjuncts to probability estimates of ideal of conjuncts and quanta propositions are proposed. The matrix-vector notation of posteriori...
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| Published in | 2016 XIX IEEE International Conference on Soft Computing and Measurements (SCM) pp. 31 - 34 |
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| Main Authors | , |
| Format | Conference Proceeding |
| Language | English |
| Published |
IEEE
01.05.2016
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| Subjects | |
| Online Access | Get full text |
| DOI | 10.1109/SCM.2016.7519674 |
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| Abstract | An alternative mathematical model of knowledge pattern is described in the article. The calculation of transition matrix from the probability estimates of ideal of disjuncts to probability estimates of ideal of conjuncts and quanta propositions are proposed. The matrix-vector notation of posteriori inference equations for knowledge patterns over ideal of disjuncts is given. Obtained results are applied to the posteriori inference equations for knowledge patterns with uncertain probability estimates. |
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| AbstractList | An alternative mathematical model of knowledge pattern is described in the article. The calculation of transition matrix from the probability estimates of ideal of disjuncts to probability estimates of ideal of conjuncts and quanta propositions are proposed. The matrix-vector notation of posteriori inference equations for knowledge patterns over ideal of disjuncts is given. Obtained results are applied to the posteriori inference equations for knowledge patterns with uncertain probability estimates. |
| Author | Zolotin, Andrey A. Malchevskaia, Ekaterina A. |
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| Snippet | An alternative mathematical model of knowledge pattern is described in the article. The calculation of transition matrix from the probability estimates of... |
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| SubjectTerms | Algebraic Bayesian networks alternative models of knowledge patterns Bayes methods Computer science Inference algorithms Linear programming Mathematical model matrix-vector equations Probabilistic logic probabilistic-logic inference |
| Title | Matrix-vector algorithms of local posteriori inference in algebraic Bayesian networks on ideal of disjuncts |
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