A Combination of Cutset Conditioning with Clique-Tree Propagation in the Pathfinder System

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A Combination of Cutset Conditioning with Clique-Tree Propagation in the Pathfinder System +  Has identifier

A Combination of Cutset Conditioning with Clique-Tree Propagation in the Pathfinder System +  Ksl tr id

A Combination of Cutset Conditioning with Clique-Tree Propagation in the Pathfinder System

Bibtype  inproceedings

Has publishing details  245-254,1992

Has title  A Combination of Cutset Conditioning with Clique-Tree Propagation in the Pathfinder System

Has where published  Proceedings of the Sixth Annual Conference on Uncertainty in Artificial Intelligence

Has year  1992

Title  A Combination of Cutset Conditioning with Clique-Tree Propagation in the Pathfinder System

Year  1992

Abstract  Cutset conditioning and clique-tree propag Cutset conditioning and clique-tree propagation are two popular methods for performing exact probabilistic inference in Bayesian belief networks. Cutset conditioning is based on decomposition of a subset of network nodes,whereas clique-tree propagation depends on aggregation of nodes. We describe a means to combine cutset conditioning and clique-tree propagation in an approach called AGGREGATION AFTER DECOMPOSITION (AD). We discuss the application of the AD method in the Pathfinder system, a medical expert system that offers assistance with diagnosis in hematopathology. istance with diagnosis in hematopathology.

Author  Henri Jacques Suermondt and Gregory F. Cooper and David Heckerman +

Booktitle  Proceedings of the Sixth Annual Conference on Uncertainty in Artificial Intelligence +

Has author  Henri Jacques Suermondt and Gregory F. Cooper and David Heckerman +

Has identifier  A Combination of Cutset Conditioning with Clique-Tree Propagation in the Pathfinder System +

Ksl tr id  A Combination of Cutset Conditioning with Clique-Tree Propagation in the Pathfinder System +

Pages  245-254 +

Process note  GOOGLE +

Publisher  Elsevier Science booktitles +

Categories  InProceedings +, KSL Technical Report +, Publication +

 

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