101 citations · 243 across the 11 of their papers we have counts for
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From Qualitative to Quantitative Probabilistic Networks
Silja Renooij, Linda C. van der Gaag
Quantification is well known to be a major obstacle in the construction of a probabilistic network, especially when relying on human experts for this purpose. The construction of a…
Upgrading Ambiguous Signs in QPNs
Janneke H. Bolt, Silja Renooij, Linda C. van der Gaag
WA qualitative probabilistic network models the probabilistic relationships between its variables by means of signs. Non-monotonic influences have associated an ambiguous sign. The…
Evidence-invariant Sensitivity Bounds
Silja Renooij, Linda C. van der Gaag
The sensitivities revealed by a sensitivity analysis of a probabilistic network typically depend on the entered evidence. For a real-life network therefore, the analysis is perform…
Exploiting Evidence-dependent Sensitivity Bounds
Silja Renooij, Linda C. van der Gaag
Studying the effects of one-way variation of any number of parameters on any number of output probabilities quickly becomes infeasible in practice, especially if various evidence p…