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Pearl: Bayesian networks for distributed evidential reasoning

Contribution grade

Probabilistic artificial intelligence · graphical probabilistic inference framework

Reference score280,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Complex uncertain evidence could be organized as a network of local probabilistic dependencies and propagated computationally.

Scientific scope

The specific 1985 paper R-43; related belief-network reports and later causal inference are excluded.

Evidence

The linked sources identify this contribution and its scope. WRS has not independently reconstructed the scientific claims. This entry is the specific 1985 sole-authored paper R-43. Related constraint-propagation, belief-network and later causal-inference works are separate.

Contributors

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

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