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Thus, as most model building procedures, the model constructed via the lasso still requires validation.

In recycle procedure, the model reactions were done according to optimized conditions in 5 mmol of reaction scale.

In the model-matching procedure, the model parameters are allowed to vary continuously between physiologically realistic upper and lower bounds - see Table 4.

Through an optimization procedure, the model, corresponding to the lowest residual error, gives the class label to the query object along with the localization and pose estimation.

During the parameter estimation procedure the model is compared to the data simultaneously in 10 sliding windows of 40 s width.

With this procedure, the model simulates data for the numbers of iterations requested.

To deeply test this procedure, the simulation model described in Section 3 is made.

Balloon use was estimated to occur in 50%% of SAC procedures but no PED procedures in the model.

Open image in new window Fig. 3 Logic and procedures of the model.

The first procedure constructed a prediction model, whereas the second procedure validated the model generated by the first procedure.

GLMMs were fitted using the GLIMMIX procedure, GLMs, after checking for residuals' normality, using the GLM procedure for normal models and the GENMOD procedure for the model based on Poisson error distribution in SAS 9.2.