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The significance of these features was tested on 3 (English, Spanish and Czech) pathological voice databases with respect to classification accuracy, sensitivity and specificity.
In this study, the optimization of output vector dimension was considered only with respect to classification and retrieval performance.
The method proposed by Zhou [145] performed the best for all tests with respect to classification accuracy.
With respect to classification, outside experts—including several who have handled similar classified material say they see nothing problematic in Doyle's paper.
A feature importance analysis with respect to classification accuracy and correlation of features with the targets is provided in the paper.
For the image classification test, the HFA method outperforms all the methods tested by an average of one standard deviation with respect to classification accuracy.
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Therefore, the experimental results with both respect to classification accuracy and processing time show that the decision tree algorithm has the best performance for classification tasks in our application scenarios.
To rank various combinations, the basis of percentage gain in classification accuracy with respect to maximum classification accuracy obtained using EWT feature extraction method with combination of various feature selection methods has been chosen.
With respect to the classification method, we implemented a one-versus-all multiclass classification schema to identify the primary tumor site based on patients' mutation-associated features and the gene pathway feature.
With respect to this classification, we review glyph-based techniques described in the medical visualization literature.
Thus, the behaviour and shifting of the tar with respect to the classification is identified.
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