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Probabilistic Reasoning in Intelligent Systems

elsevier science & technology

Probabilistic Reasoning in Intelligent Systems

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€16.50
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Price history: 4 observation days€16.50€99.5021/09/2026: €16.5025/09/2026: €99.5029/09/2026: €98.5029/10/2026: €16.5021/09/202629/10/2026
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€16.50
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Product details

Probabilistic Reasoning in Intelligent Systems is a complete and accessible account of the theoretical foundations and computational methods that underlie plausible reasoning under uncertainty. The author provides a coherent explication of probability as a language for reasoning with partial belief and offers a unifying perspective on other AI approaches to uncertainty, such as the Dempster-Shafer formalism, truth maintenance systems, and nonmonotonic logic. The author distinguishes syntactic and semantic approaches to uncertainty--and offers techniques, based on belief networks, that provide a mechanism for making semantics-based systems operational. Specifically, network-propagation techniques serve as a mechanism for combining the theoretical coherence of probability theory with modern demands of reasoning-systems technology: modular declarative inputs, conceptually meaningful inferences, and parallel distributed computation. Application areas include diagnosis, forecasting, image

Brand
elsevier science & technology
EAN / GTIN
9781558604797