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As result, the highest classification rate as high as 94.7% is achieved in session During.
The combination with the highest classification rate was defined using fivefold cross validation.
Similarly, for the data set "a1," the highest classification rate was 94.63 % using eight channels, while it was 90.82 % with all channels.
The QUWI database which includes writer demographics information has been employed for gender classification in a number of recent studies and a highest classification rate of 69.25 % is realized [150].
The wavelet analysis method provided similar results as compared to the DBN using unprocessed vibration data, but it needs the signal preprocessing first and the results also rely on whether the extracted features are good for the task, while the DBN using frequency distribution of the signals achieved the highest classification rate in all experiments.
The training time for the 6 classifiers and their comparisons is shown in Table 4. From Table 3, it can be seen that the proposed VOP-ELM wins the highest classification rate among all classifiers for all 3 kernels.
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But in the 10 districts with the highest classification rates in 1997, the average rate has dropped to 11.5percentt, from 13.5percentt.
Three top-down and one bottom-up approaches are evaluated for retrieving the most appropriate feature sets in terms of highest classification rates.
Highest classification rates are achieved through GLCM features (Ac 90.83%, Se 90%, Sp 91.42% and MCC 0.8120), whereas with morphological features, the P ratio yielded highest classification values Ac 85.83%, Se 90%, Sp 82.85% and MCC 0.7193).
The aim is to obtain high classification rate, performance index, quality value with low false alarm, and missed classification.
Simulations demonstrate that the proposed method can provide sufficiently high classification rate in comparison with other fuzzy classification models.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com