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The significant environmental variable correlations are consistent with expectation, for example total forested area is negatively correlated with urban development and road density (Table 4).
KPCA and KPLS are applied to these multiscale data to capture process variable correlations occurring at different scales.
Thus, in addition to (p) correlations between the hedging variable and each proxy variable, correlations among the proxy variables must also be incorporated in the aggregation.
Secondly, mode identification is conducted along the batch direction and the phase affiliation is sequentially determined along time direction by determining the changes in variable correlations.
One of the most important objectives of multivariate analysis is to separate the relevant signal from the noise part by using intrinsic variable correlations in a given data set.
It is very efficient formulation of the system response, if higher-order variable correlations are weak, allowing the physical model to be captured by first few lower-order terms.
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No other variable correlation showed significance, nor any high values of the Pearson's correlation coefficient r.
Nonetheless, the full model uses 89 variables, and we cannot exclude the possibility of variable correlation and/or overfiting.
The dependent variable correlation tests with the independent variables resulted in slightly different results by crime type.
Each value in the table was the mean of 5000 simulations when the target-auxiliary variable correlation level was 0.9.
The improved BN model achieves objective risk assessment with BN in the case of missing data and variable correlation.
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Justyna Jupowicz-Kozak
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