On reasoning in networks with qualitative uncertainty

03/06/2013
by   Simon Parsons, et al.
0

In this paper some initial work towards a new approach to qualitative reasoning under uncertainty is presented. This method is not only applicable to qualitative probabilistic reasoning, as is the case with other methods, but also allows the qualitative propagation within networks of values based upon possibility theory and Dempster-Shafer evidence theory. The method is applied to two simple networks from which a large class of directed graphs may be constructed. The results of this analysis are used to compare the qualitative behaviour of the three major quantitative uncertainty handling formalisms, and to demonstrate that the qualitative integration of the formalisms is possible under certain assumptions.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
03/27/2013

Qualitative Propagation and Scenario-based Explanation of Probabilistic Reasoning

Comprehensible explanations of probabilistic reasoning are a prerequisit...
research
12/12/2012

From Qualitative to Quantitative Probabilistic Networks

Quantification is well known to be a major obstacle in the construction ...
research
03/15/2012

Compiling Possibilistic Networks: Alternative Approaches to Possibilistic Inference

Qualitative possibilistic networks, also known as min-based possibilisti...
research
03/27/2013

Handling uncertainty in a system for text-symbol context analysis

In pattern analysis, information regarding an object can often be drawn ...
research
03/27/2013

Exploiting Functional Dependencies in Qualitative Probabilistic Reasoning

Functional dependencies restrict the potential interactions among variab...
research
01/23/2013

Assessing the value of a candidate. Comparing belief function and possibility theories

The problem of assessing the value of a candidate is viewed here as a mu...
research
07/28/2018

Towards Explainable Inference about Object Motion using Qualitative Reasoning

The capability of making explainable inferences regarding physical proce...

Please sign up or login with your details

Forgot password? Click here to reset