WRSWorld Research StateContribute
WORLD RESEARCH STATE

Lauritzen and Spiegelhalter: local probability computation in graphical expert systems

Contribution grade

Probabilistic AI and uncertainty · ALGORITHM

Reference score190,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Combined graph triangulation and local probability representations for exact evidence propagation.

Scientific scope

The record is the exact two-author 1988 JRSS B paper and its sparse-network propagation framework. It does not absorb all belief-propagation variants, later junction-tree software or every probabilistic graphical model.

Evidence

The linked sources identify this contribution and its scope. WRS has not independently reconstructed the scientific claims. The record is the exact two-author 1988 JRSS B paper and its sparse-network propagation framework. It does not absorb all belief-propagation variants, later junction-tree software or every probabilistic graphical model.

Contributors

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

Full scientific record · Browse contribution grades · Request a correction