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To find an optimal configuration of ANN, which provides good classification performance for all sensor positions, different size of hidden layers [100,150,200,250,300] were tried.
Despite the conditional independence assumptions, Naïve Bayes classifiers also have good classification performance for many complex real-world datasets.
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The plots of the first two discriminant functions (DF1*DF2) indicate good classification performance of the SPA LDA analysis (Fig. 4).
The poor performance demonstrated that the linear model needs feature selection for good classification performance when the number of features is roughly the same as the number of samples in noisy data.
Interestingly, the aspect models do not need 100% of the 600 labeled images for a good classification performance.
Previous studies on visual pattern recognition problems showed that the HICA achieves good classification performance when using convolution masks of size for each adaptive filter in Stage 2 [29, 29].
And there is a need for an algorithm to provide good classification performance with a reasonable response time and maximal classification accuracy.
The model constructed by VC-bagging with VC-DomLEM component classifiers showed good classification performance in 5-fold stratified cross-validation, which was repeated 100 times for a better reproducibility of results.
MEKL has been demonstrated to bring good classification performance and to be much easier in processing and analyzing the adaptability of kernels for the input space.
NCSC/NCSC-II with the 2D random features also shows good classification performance in noisy environment.
The selection of X based on the discriminatory ability is sufficient to ensure good classification performance.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com