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The tools were evaluated on the NaCTeM Metabolites corpus [28] in a 10-fold cross validation manner [23].
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Support vector machine classifier is deployed in leave-one-out cross-validation manner to carry out classification process.
As mentioned before, quadratic kernel of SVM classifier is employed in leave-one-out cross-validation manner to obtain classification accuracy for the proposed method.
Unless otherwise specified, quadratic kernel of SVM classifier is employed in leave-one-out cross-validation manner to obtain classification accuracy.
Subsequently, the selected features sets were used in linear classification with linear discriminant analysis (LDA) [ 24], and the accuracy was assessed in a leave-one-out cross-validation manner, in which multiple runs took place, and in each run, one sample was presented as the test set, and the remaining samples, as the training set.
For each of the 30 synthetic sets (five noise levels for each of the six NCFs that we use), we partitioned the data into training data and test data, in a 5-fold cross validation (CV) manner.
RBF is defined as below (7) K (X i, X j ) = exp (- γ X i - X j 2 ) In this study, SVM parameter γ and penalty parameter C were optimized based on 5-fold cross validation in a grid-based manner with respect to the sequence in benchmark dataset.
The root mean square error of cross validation (RMSECV) was calculated in the same manner each time a new factor was added to the model.
cross validation.
Fig. 7 Cross validation.
Nfold cross validation meta node.
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