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Modeling and reasoning with Bayesian networks /
| Autor principal: | |
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| Formato: | Libro |
| Lenguaje: | English |
| Publicado: |
New York :
Cambridge University Press,
2009.
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| Materias: |
Tabla de Contenidos:
- Introduction
- Propositional logic
- Probability calculus
- Bayesian networks
- Building Bayesian networks
- Inference by variable elimination
- Inference by factor elimination
- Inference by conditioning
- Models for graph decomposition
- Most likely instantiations
- The complexity of probabilistic inference
- Compiling Bayesian networks
- Inference with local structure
- Approximate inference by belief propagation
- Approximate inference by stochastic sampling
- Sensitivity analysis
- Learning : the maximum likelihood approach
- Learning : the Bayesian approach.