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As expected, higher resolution data implies in better classification accuracy.
Hence, in the end, GTR1DA features a better classification accuracy than the other two methods.
In Wine dataset, EFS-MI gives better classification accuracy with decision trees, KNN and SVM.
EM and MEM techniques fail miserably to achieve better classification accuracy when compared with SVD classifier.
The obtained performances confirm that feature level fusion achieves an often better classification accuracy.
For example, for subject 1 and subject 4, better classification accuracy is achieved when channels from occipital locations are considered.
Moreover, a particular location of channels may provide better classification accuracy, but it varies from subject to subject.
In the lung cancer dataset, our method gives better classification accuracy with decision trees than other competing methods except reliefF.
With good scalability for large datasets, the learning-based method achieves better classification accuracy than the rule-based one.
The first challenge is that representing images by heterogeneous features, such as color, shape and texture, helps to provide better classification accuracy.
The proposed SHFA performed significantly better than the other baselines for these experiments by having better classification accuracy, including better performance over standard HFA.
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