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Due to the fact that factor structures depend on intercorrelations, which are influenced by the variability of the individual variables, a forced three-factor extraction with varimax rotation was performed in order to maximize variance of the data set, and to further simplify the interpretations of the generated scales.
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Loading vector corresponding to each principal component should be determined based on the criteria that maximizing variance of latent variable as well as correlation coefficient between latent variable and dependent variable at the same time, which could be realized by maximizing the covariance of the latent variable and dependent variable.
Because principal components maximize variance, the bulk of the information encoded by the selected features is about differences between classes in the dataset.
PCA looks for projections to maximize variance and LDA looks for projections that maximize the ratio of between-class to within-class scatter as depicted in Fig. 3.
A total of 200 data sets were generated to maximize variance [ 56].
From Table 8, it can be seen that the optimum subset (maximizing variance and not linearly related) of unit test case metrics varies from one system to another.
But instead of reconstructing or maximizing variance, I say that what I want to do is to preserve at least a little distance among my points.
Minimizing squared distances equals maximizing variance.
Analysis of genetic variance revealed that dividing the genotype set by breeding populations maximized variance among populations while minimizing variance within populations (Qst; Table 5).
Principal components maximize the variance of individual scores whereas canonical variates maximize the variance between the group means relative to the variance within the groups, thus leading to an optimal linear discrimination between the groups.
To increase the distance between these quantities, we must choose B 1 and ctr1 so as to maximize the variance of the binomial relative to its mean.
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CEO of Professional Science Editing for Scientists @ prosciediting.com