A Combination of Cutset Conditioning with Clique-Tree Propagation in the Pathfinder System
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Citation: Henri Jacques Suermondt and Gregory F. Cooper and David Heckerman. (1992) A Combination of Cutset Conditioning with Clique-Tree Propagation in the Pathfinder System. In Proceedings of the Sixth Annual Conference on Uncertainty in Artificial Intelligence, 245-254,1992.
| Publication inproceedings ( Edit ) | |
| type | InProceedings |
| bibtype | inproceedings |
| Bibtex basics | |
| author | Henri Jacques Suermondt and Gregory F. Cooper and David Heckerman |
| title | A Combination of Cutset Conditioning with Clique-Tree Propagation in the Pathfinder System |
| booktitle | Proceedings of the Sixth Annual Conference on Uncertainty in Artificial Intelligence |
| pages | 245-254 |
| year | 1992 |
| Bibtex more | |
| publisher | Elsevier Science booktitles |
| Access Paper | |
| abstract | 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. |
| KSL Technical Report ID: KSL-90-47 |
Facts about A Combination of Cutset Conditioning with Clique-Tree Propagation in the Pathfinder SystemRDF feed
| 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 + |
| Bibtype | inproceedings + |
| 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 | KSL-90-47 + |
| 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 + |
| Ksl tr id | KSL-90-47 + |
| Pages | 245-254 + |
| Process note | GOOGLE + |
| Publisher | Elsevier Science booktitles + |
| Title | A Combination of Cutset Conditioning with Clique-Tree Propagation in the Pathfinder System + |
| Year | 1992 + |
