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Global Sensitivity Analysis via Optimal Transport
Management ScienceWe examine the construction of variable importance measures for multivariate responses using the theory of optimal transport. We start with the classical optimal transport formulation. We show that the resulting sensitivity indices are well-defined under input dependence, are equal to zero under statistical independence, and are maximal under fully ...
Borgonovo, Emanuele +3 more
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Global nonlinear sensitivity analysis using walsh functions
Journal of Computational Physics, 1981Abstract A new global nonlinear sensitivity analysis method is developed to investigate the sensitivity of solutions of mathematical models to large uncertainties in the parameters of the model. The method is exact for discrete models where the parameter variation is intrinsically two valued, and exact for continuous models where a two valued ...
Pierce, T. H., Cukier, R. I.
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Global sensitivity analysis in dynamic metabolic networks
Computers & Chemical Engineering, 2009Abstract In this work, we have performed global sensitivity analysis on a large-scale dynamic metabolic network through variance-based techniques. Time profiles for sensitivity indices have been calculated for each parameter, based on Sobol’ approach (2001) .
Jimena Di Maggio +2 more
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Global Sensitivity Analysis for ABS
2012In the previous chapter, we looked at the ratings variability due to model choice and parameter values. In the present chapter, we are going to investigate the ratings parameter sensitivity further by applying global sensitivity analysis techniques. Sensitivity analysis is a powerful methodology for analyzing how the uncertainty in the output can be ...
Francesca Campolongo +2 more
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2017
After completing an uncertainty analysis , the next step is a global sensitivity analysis .
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After completing an uncertainty analysis , the next step is a global sensitivity analysis .
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Global Optimization and Sensitivity Analysis
Nuclear Science and Engineering, 1990A new direction for the analysis of nonlinear models of nuclear systems is suggested to overcome fundamental limitations of sensitivity analysis and optimization methods currently prevalent in nucl...
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Global sensitivity analysis of groundwater transport
Journal of Hydrology, 2015Summary In this work we address the model and parametric sensitivity of groundwater transport using the Lagrangian-Stochastic Advection–Reaction (LaSAR) methodology. The ‘attenuation index’ is used as a relevant and convenient measure of the coupled transport mechanisms. The coefficients of variation (CV) for seven uncertain parameters are assumed to
V. Cvetkovic, S. Soltani, G. Vigouroux
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Analysing DSGE Models with Global Sensitivity Analysis
Computational Economics, 2007zbMATH Open Web Interface contents unavailable due to conflicting licenses.
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Global Sensitivity Analysis for Mixture Experiments
Technometrics, 2012A mixture experiment is characterized by having two or more inputs that are specified as a percentage contribution to a total amount of material. In such situations, the input variables are correlated because they must sum to one. Consequently, additional care must be taken when fitting statistical models or visualizing the effect of one or more inputs
Jason L. Loeppky +2 more
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Global Sensitivity Analysis for Stochastic Collocation
51st AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference<BR> 18th AIAA/ASME/AHS Adaptive Structures Conference<BR> 12th, 2010Non-intrusive stochastic expansion methods for uncertainty quantication (UQ) has received a great deal of attention the past decade because of their rigorous mathematical foundations and their ability to e ciently accurately characterize the probablilistic metrics of complex engineering systems.
Gary Tang +2 more
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