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In our experiments, training classifiers specialized to the class distributions of each cluster resulted in a further decrease in classification error.
For instance, Alexnet shows less than a 30% decrease in classification performance when randomly removing over 70% of weight connections in the top convolutional or dense layers but performance is almost at chance with the same perturbation in the first convolutional layer.
Multivariate statistical analysis was also employed to reduce the number of fluorescence excitation-emission wavelength pairs needed to redevelop algorithms that demonstrate a minimum decrease in classification accuracy.
The training sets affected with class imbalance, high overlapping and low disjuncts lead to decrease in classification performance.
However, the plot shows a decrease in classification performance; this is because to process a longer signal, the spectrogram has to be severely downsampled, leading to loss of vital information from the input window.
Furthermore, the PCM's ability to classify folds was found to be heavily dependent on the target-template pairwise sequence identity (PSI), with an exponential decrease in classification accuracy with decrease in PSI (Figure 4B).
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MDA is the Mean Decrease Accuracy in classification of the five meta-clusters by the acoustic features using RF.
However, we observed a 15% decrease in the classification speed compared to version v0.10.4-beta v0.10.4-beta
There was not a significant decrease in median classification accuracy of all accurately classified phenotypes (less than a 1% decrease; see also the threshold guide).
They found that the two groups are distinguishable at rest using scaling exponents; however, a decrease in average classification accuracy is observed for classifying the two groups when performing the same cognitive tasks [ 21].
The behavior showed no detectable increases or decreases in the classification bias towards the Eff image the course of the session (Fig. 4A).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com