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For structural models involving correlated input variables, a novel interpretation for variance-based importance measures is proposed based on the contribution of the correlated input variables to the variance of the model output.
Input uncorrelated between neighbouring neurons is shunted, while correlated input is not.
The solution is used to solve the PIMs with correlated input variables based on the Copula transformation.
In order to explore the contributions by correlated input variables to the variance of the model output, the contribution decomposition of the correlated input variables based on Mara's definition is investigated in detail.
Computational cost, accuracy, interpretability, ability to incorporate correlated input and applicability to large scale problems will be discussed.
In order to quantitatively analyze the variance contributions by correlated input variables to the model output, variance based global sensitivity analysis (GSA) is analytically derived for models with correlated variables.
Similar(25)
In particular, the algorithm will retain the PLS computational robustness in dealing with large sets of correlated inputs and outputs, whilst profiting by the SIM dynamic description of the system being investigated.
The higher RMSE values in M4n and M2n, as compared to the other M2 models, might be attributed to the interaction of highly correlated inputs among the NV features.
This is because when the sources are correlated, even if the transmitters cannot communicate with each other, it is possible to generate correlated inputs to a MAC by using a DJSC code and thereby improve the performance relative to a system with independent channel inputs.
Mathematical relations have been developed to correlate input process parameters and Thinning.
The present work aims to correlate input process parameters with various responses of a plasma spray coating process.
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