Add to ORKGAbstract. Sensitivity analysis is a general technique for investigating the robust-ness of the output of a mathematical model and is performed for various dierent purposes. The practicability of conducting such an analysis of a probabilistic net-work has recently been studied extensively, resulting in a variety of new insights and eective methods, ranging from properties of the mathematical relation between a parameter and an output probability of interest, to methods for establishing the eects of parameter variation on decisions based on the output distribution com-puted from a network. In this paper, we present a survey of some of these research results and explain their signicance.
© 2016 Informa UK Limited, trading as Taylor & Francis Group. Probabilistic sensitivity analysis (...
Probabilistic sensitivity analysis has previously been described for the special case of dichotomous...
When building a Bayesian belief network, usually a large number of probabilities have to be assessed...
Sensitivity analysis is a general technique for investigating the robustness of the output of a math...
To study the effects of inaccuracies in the parameter probabilities of a Bayesian network, often a s...
A probabilistic network built for an application domain often has a single output variable of intere...
A probabilistic network built for an application domain often has a single output variable of intere...
Summary. In many areas of science and technology, mathematical models are built to simu-late complex...
The sensitivities revealed by a sensitivity anal-ysis of a probabilistic network typically depend on...
The paper discusses the problem of sensitivity analysis in normal Bayesian networks. The algebraic s...
The effect of inaccuracies in the parameters of a dynamic Bayesian network can be investigated by su...
The process of building a Bayesian network model is often a bottleneck in applying the Bayesian netw...
Probabilistic sensitivity analysis has previously been described for the special case of dichotomous...
The assessments for the various conditional probabilities of a Bayesian belief network inevitably ar...
The paper discusses the problem of sensitivity analysis in Gaussian Bayesian networks. The algebraic...
© 2016 Informa UK Limited, trading as Taylor & Francis Group. Probabilistic sensitivity analysis (...
Probabilistic sensitivity analysis has previously been described for the special case of dichotomous...
When building a Bayesian belief network, usually a large number of probabilities have to be assessed...
Sensitivity analysis is a general technique for investigating the robustness of the output of a math...
To study the effects of inaccuracies in the parameter probabilities of a Bayesian network, often a s...
A probabilistic network built for an application domain often has a single output variable of intere...
A probabilistic network built for an application domain often has a single output variable of intere...
Summary. In many areas of science and technology, mathematical models are built to simu-late complex...
The sensitivities revealed by a sensitivity anal-ysis of a probabilistic network typically depend on...
The paper discusses the problem of sensitivity analysis in normal Bayesian networks. The algebraic s...
The effect of inaccuracies in the parameters of a dynamic Bayesian network can be investigated by su...
The process of building a Bayesian network model is often a bottleneck in applying the Bayesian netw...
Probabilistic sensitivity analysis has previously been described for the special case of dichotomous...
The assessments for the various conditional probabilities of a Bayesian belief network inevitably ar...
The paper discusses the problem of sensitivity analysis in Gaussian Bayesian networks. The algebraic...
© 2016 Informa UK Limited, trading as Taylor & Francis Group. Probabilistic sensitivity analysis (...
Probabilistic sensitivity analysis has previously been described for the special case of dichotomous...
When building a Bayesian belief network, usually a large number of probabilities have to be assessed...