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Exact(4)
The smallest number of components, with which a good fitting can be achieved for the experimental data, was adopted for the chemical state analysis.
We therefore aimed at reducing dimensionality by extracting the smallest number of components that accounted for most of the variation in the original multivariate data.
Taking this into account, the goal of the PLS regression modeling was to explain the greatest part of the variations in the data with the smallest number of components.
If the i-th initial cluster is identified as multimodal, SWIFT fits a K i component GMM to, where K i is the smallest number of components such that each fitted subcomponent corresponds to a unimodal set of observations.
Similar(56)
This is a statistical trick that allows complicated data such as those from magnetoencephalography to be reduced to a small number of components whose co-ordinates can then be plotted on a standard graph.
In such situations they advocate choosing the model with the smaller number of components.
This guarantees that the signal energy is not concentrated in a small number of components.
The use of PCA and LDA are data reduction by summarizing many variables into a smaller number of components.
Consequently, the detection performance decreases, due to the smaller number of components available for correlation in the time-frequency domain.
When its energy is concentrated on a small number of components, the entropy takes a small value; otherwise, it takes a large value.
Using EMD method, any non-stationary data set can be decomposed into a finite and often small number of components, which are intrinsic mode functions(IMF).
Related(20)
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