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However, this window also over-smoothes the variance of the parameter estimates across time.
One is the variance of the parameter that reflects its representative power.
The reason for this is the decreased variance of the parameter estimate, thanks to the smaller number of terms.
Experimental conditions can be optimized using the D-optimal design concept based on minimization of the generalized variance of the parameter estimates.
In particular, we are interested in optimizing the sampling time selection in order to minimize the variance of the parameter estimation error.
Considering the learned encodings from a statistical view by modeling the data points via ridge regression and minimizing the variance of the parameter, A-Optimal Non-negative Projection (ANP) improves the performance of NMF.
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Furthermore, the variance of the parameters can be determined, which can be used to evaluate the performance of the calibration.
Open image in new window Fig. 6 Map of the estimation variance of the parameters indicating the credibility of the kriging method.
Many of the usual criteria for optimal experimental designs do not take into account the different scale of the variance of the parameters.
ii) the fact that a linear model such as PCA might not be adequate to describe the variance of the parameters analyzed here.
The first is the variance of the parameters estimated in the model; the second is the random variation of the future number of cases; and the third is the adequacy of the model.
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