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Proposed ANN based method was tested with huge number of fault cases by varying different fault parameters.
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All SVM-RFE based methods are tested using 5-fold cross validation on each dataset.
The tool developed by Zhang and collaborators (Zhang et al., 2011), based on the k-mer method, was tested and compared with our method.
Our method was tested based on this artificial blood absorbance, not on the absorbance of real blood shown in Fig. 1.
The most common design based method is the 'then' test [ 6].
The mean upper confidence limits given by the Cox model test based method were erratic, suggesting they were being unduly influenced by a few large values.
Briefly speaking, convergence of gradient based methods is usually tested by checking first order optimality conditions, which are a necessary condition for local optimality of the least squares parameter estimation to Gaussian approximation and, in turn, a necessary condition for local identifiability of the model (see [ 2, 35] and Methods).
16S rDNA and ERIC (Enterobacteia Repetitive Intergenic Consensus Sequences) based on PCR method were tested for the effectiveness of the differentiation of B. thuringiensis and B. cereus.
The substitution and the interpolation based estimation methods are tested.
The results are shown in Table 2. Clearly, the t-test based methods are superior to both Affymetrix Fold Change and absolute difference using transformed data.
Several generalized likelihood ratio test- (GLRT-) based methods are proposed, which utilize secondary (training) data, that is, data vectors sharing the same spectral properties, to form an estimate of the disturbance covariance.
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