mlsanityData to 14 Oct 2026

Pivotal Pruning of Trade-offs in QPNs

arXiv 1301.3889 ↗First posted 16 Jan 2013cs.AIcited by 1

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Abstract (arXiv)

Qualitative probabilistic networks have been designed for probabilistic reasoning in a qualitative way. Due to their coarse level of representation detail, qualitative probabilistic networks do not provide for resolving trade-offs and typically yield ambiguous results upon inference. We present an algorithm for computing more insightful results for unresolved trade-offs. The algorithm builds upon the idea of using pivots to zoom in on the trade-offs and identifying the information that would serve to resolve them.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 16 Jan 2013.

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