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The goodness of the data representation has a large impact on the performance of machine learners on the data: a poor data representation is likely to reduce the performance of even an advanced, complex machine learner, while a good data representation can lead to high performance for a relatively simpler machine learner.
We tried several types of distributions and used the Kolmogorov-Smirnov test (K-S test) formula [ 51] to measure the goodness of the data fit to a given distribution.
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Also, the goodness-of-the-fit of the fatigue life data obtained was verified by means of the Kolmogorov-Smirnov test, which were all accepted at a 5% significance level.
Step 1: to evaluate goodness-of-fit, the data were divided into two class intervals using the subjects' total scores.
From the perspective of the goodness of fit, the data from sample EP6fb clearly show a much better fit to the elastic matrix model than the Newtonian viscous model, whereas for the other eight samples there are no significant differences between the models.
The goodness of the DHS data is the quality.
The ratio between G and A of each standard reflected the expected methylation levels suggesting the goodness of the standards (data not shown).
In order to help health policy researchers choose the most appropriate imputation method for a specific problem, we propose using a suite of validation statistics that measure some facets of the goodness of the fused data.
The closer the deviance to the degrees of freedom, the better the model fit; the greater the P value of the goodness-of-fit, the better the data fit [ 15, 16].
Goodness of fit of the data was very good with RMSEA = 0.063, NFI = 0.954 and GFI = 0.943.
The regression results show that the structural reform is conductive significantly to the improvement of China's coal mine safety situation in the long run and its effect is significant at the significance level of 5%%, but the goodness of fit of the data are not very good.
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