# Refining Reasoning in Qualitative Probabilistic Networks

arXiv: https://arxiv.org/abs/1302.4975 · HTML: https://mlsanity.com/paper/1302.4975/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 20 Feb 2013.

## Built on by (most cited first, 1 of 1)

- [A note on incorrect inferences in non-binary qualitative probabilistic networks](https://mlsanity.com/paper/2208.09344/) (2022)

## Abstract (arXiv)

In recent years there has been a spate of papers describing systems for probabilisitic reasoning which do not use numerical probabilities. In some cases the simple set of values used by these systems make it impossible to predict how a probability will change or which hypothesis is most likely given certain evidence. This paper concentrates on such situations, and suggests a number of ways in which they may be resolved by refining the representation.