Exact(22)
Moreover, various feature selection methods may be used for selecting optimal set of descriptors for a particular prediction problem.
The last column of Table 1 presents the best performance of the ModelSVM_poly that various feature selection methods can achieve, and the size of selected features when the best performance is achieved is illustrated in the parentheses.
The proposed GOA_EPD approaches are employed to tackle various feature selection tasks.
Various feature selection methods and classifier design strategies have been generally used and compared.
Partial least square methodology coupled with various feature selection methods, viz.
The studies were performed by the partial least squares method coupled with various feature selection methods, such as genetic algorithm (GA) and stepwise methods, to derive QSAR models, which were further validated for statistical significance and predictive ability by internal and external validation.
Similar(38)
METHODS: This study used a set of 98 serum proteins and chose diagnostically relevant subsets via various feature-selection techniques.
This study used a set of 98 serum proteins and chose diagnostically relevant subsets via various feature-selection techniques.
Therefore, various advanced feature selection and sparse optimization techniques were proposed to enhance the computational results in terms of classification efficacy and informativeness of selected voxels [13, 14, 15, 16, 17].
We postulate that by using a literature-based cohesion analysis approach, biologist should be able to have an objective criterion to evaluate various statistical feature selection methods and be able to arrive at a biologically relevant gene set more effectively.
We extensively compared various normalization, feature selection and classification algorithms for the classification of the 105 chemicals into the 14 classes.
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