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Following principles of interpretive social research, the interviewer conducted initial analysis to increase interpretability and deepen understanding of social and emotional context.
These results demonstrated that the MI-SVR combination can quite satisfactorily measure the importance of variables, increase interpretability, reduce the risk of overfitting, decrease complexity and generate predictive models for high dimension of variables based on selected features for complicated processing systems.
There is another way to increase interpretability of continuous outcomes.
With an interest in main and interaction effects, dimensional predictors were standardized to increase interpretability (Campbell & Kashy, 2002).
To approach normality, the Externalizing scale was inverse transformed (Tabachnick & Fidell, 2007) and then standardized to increase interpretability.
Thus, maps for fractional anisotropy (FA), axial diffusivity (AD = λ1), and radial diffusivity (RD = λ22 + λ3/2) could be generated to increase interpretability of our findings.
Similar(50)
The choice of varimax over other rotations is for increased interpretability (Tabachnick & Fidell 2012).
The approach is very flexible and provides increased interpretability on the relationships among the blocks.
It increases interpretability, meaningfulness and validity, and counteracts biases in other methods and sources (Schensul et al., 2013, p. 158).
This work presents an intermediate knowledge structure that can be used for both tasks to obtain increased interpretability.
While such a choice inherently involves information loss, the practical loss of information is slight, especially considering the increased interpretability of the resultant models.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com