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The paper also discusses the effect of features, effect of various classifier parameters on classification accuracy.
To determine the prognostic effect of features of the second cancer, we examined disease-specific survival from the second cancer diagnosis.
Non-zero elements in â indicate the effect of features, which is the regulatory effect in our case, and the magnitude denotes the significance or how strong the motif regulates the gene expression.
It should be noted that in the experiments which will be discussed in the following two sections (the effect of different parameters on performance and the effect of features set on performance), we used the 668 positive samples as benchmark to evaluate our identified complexes which means the training and the testing data have overlap.
By fostering the interplay between observation on large sets of natural scene fixation data, and experimental designs that manipulate scene statistics, the proposed approach has the potential to pave the way from correlations between fixation probability and feature values to the causal effect of features.
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Though the quantity of k would not affect the effectiveness of MIML, too small k would affect the effect of feature extraction.
Figure 13.8: Effect of feature set size on accuracy for multinomial and Bernoulli models.
The effect of feature size, geometry, and wettability on the settlement of different algae was evaluated.
In other hand, to investigate the effect of feature selection methods, stepwise, Genetic algorithm, and simulated annealing were used.
In other words, the effect of feature-based expectation was spatially specific in the sense that it was only evoked by the stimulus that the expectation cue pertained to.
Meanwhile, the article discusses the effect of feature extraction and classification that caused by the kernel function and the different options of its parameters.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com