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The models refinement procedure and validation were performed by cross-validation.
The results of the training procedure and validation by LOO-CV for SAR models based on different training sets are also presented in Table 2.
The data set is divided into two parts: one part as a training subset, and the remaining part is employed for the trading procedure and validation.
Two test procedures were applied for the model performance assessment: standard 10-fold cross validation procedure and validation based on the external test set containing 45 records describing.
Analysis procedure and validation with the aCGH has been described previously (Lips et al, 2011a).
The details of our conditions for the microarray procedure and validation studies were previously described [ 6- 8, 21, 22].
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This review covers the development of the mathematical and numerical analysis procedures, development of the hardware and test procedures, and validation of the results.
The hybridization, scanning procedures and validation of microarrays has been described previously by our group [37].
The procedures and validation of this semi-automated scoring method have been reported previously by Perry et al. [ 28, 29].
The 'intcomp' benchmarking package applied in this review is freely available at R-forge (http://intcomp.r-forge.r-project.org) to facilitate transparent comparisons and the addition of new algorithms, benchmarking procedures and validation data sets.
The third section tells about the methodology adopted for this study, data collection procedure, calibration, and validation.
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