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Then, e-SVM classifier is used for classifying the signal points in the overlapped area between the sensors.
Searching for meaningful time series trends is an important and common task in scientific work and the statistical significance of a linear trend fit to the time series is often used for classifying the usefulness of a trend [1], [2].
This tells us that the classifier makes more classification errors as a fine-grained classifier than when used for classifying the three broad relation types, thus in turn verifying that task complexity increases with finer granularity of the relations.
After parameters tuning, the classifiers are built and used for classifying the CCPs and identifying the change type.
Serafimov's classification is used for classifying the azeotropic phase diagrams.
Accordingly, Artificial Neural Network (ANN) and Support Vector Machine (SVM) were used for classifying the mixtures.
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PCPT data were first used for classifying soil; thus the data were fully analyzed and validated for providing a reasonable soil classification.
Moreover, ENVE consistently showed better performance than Control-FREEC when tested across different Segment-Mean cutoff values that were used for classifying sCNAs in the TCGA SNP array dataset (Additional file 2: Figure S5), or at low overall read depth simulated scenarios (Additional file 2: Figure S6).
The ensemble is then validated and tested using different data samples before being used for classifying new samples by combining the outputs of the models by simple majority or weighted voting.
General characteristics of the study population and the military hospital, as well as the method used for classifying clinical diagnoses of acute LTRI, are available in the Technical Appendix.
Quintiles of exposure for the controls were defined for each exposure index and used for classifying cases and controls to explore the shape of the relationships.
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