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03/27/2013
Computing Probability Intervals Under Independency Constraints
Many AI researchers argue that probability theory is only capable of dea...
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01/23/2013
How to Elicit Many Probabilities
In building Bayesian belief networks, the elicitation of all probabiliti...
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01/23/2013
Enhancing QPNs for Trade-off Resolution
Qualitative probabilistic networks have been introduced as qualitative a...
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01/16/2013
Pivotal Pruning of Trade-offs in QPNs
Qualitative probabilistic networks have been designed for probabilistic ...
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01/16/2013
Making Sensitivity Analysis Computationally Efficient
To investigate the robustness of the output probabilities of a Bayesian ...
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01/10/2013
Analysing Sensitivity Data from Probabilistic Networks
With the advance of efficient analytical methods for sensitivity analysi...
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01/10/2013
Pre-processing for Triangulation of Probabilistic Networks
The currently most efficient algorithm for inference with a probabilisti...
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12/12/2012
From Qualitative to Quantitative Probabilistic Networks
Quantification is well known to be a major obstacle in the construction ...
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10/19/2012
Upgrading Ambiguous Signs in QPNs
WA qualitative probabilistic network models the probabilistic relationsh...
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07/11/2012
Evidence-invariant Sensitivity Bounds
The sensitivities revealed by a sensitivity analysis of a probabilistic ...
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07/11/2012
Monotonicity in Bayesian Networks
For many real-life Bayesian networks, common knowledge dictates that the...
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07/11/2012
Stable Independance and Complexity of Representation
The representation of independence relations generally builds upon the w...
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07/04/2012
Learning Bayesian Network Parameters with Prior Knowledge about Context-Specific Qualitative Influences
We present a method for learning the parameters of a Bayesian network wi...
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07/04/2012
Exploiting Evidence-dependent Sensitivity Bounds
Studying the effects of one-way variation of any number of parameters on...
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07/04/2012
Stable Independence in Perfect Maps
With the aid of the concept of stable independence we can construct, in ...
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06/13/2012