Sentence examples for ranking of variables from inspiring English sources
The selection and comparison of variables by curve analysis was performed since this method gives a valid ranking of variables and does not (in contrast to ranking methods based on p values) depend on the number of subjects available for that specific variable [ 17].
Some similarity in the ranking of variables occurred at the transect scale.
(2) At these scales is there similar ranking of variables of complexity and recruitment?
The first technique is descriptive statistics ranking of variables by evaluating Mean Score and Relative Importance Index based on respondents' feedback in conducting questionnaire.
Finally, the approaches for ranking of variables (SA based on coefficients of determination) and variance-based methods are carried out based on the surrogate model in order to quantify the global SA.
In reality, these variables represent complex modules at the next level of granularity, and the computation of ModGains therefore allows an importance ranking of variables that should be replaced with more detailed models.
It is important to note that random forests were the selected algorithm due to the enumerated advantages; however, in principle, any machine learning able to produce a ranking of variable importance could be applied.
Results for each potential variable are expressed as a 0-100 ranking of variable importance, with higher scores indicating greater predictive ability.
The combined interpretation of Table 3 (ranking of variable importance) and Table 4 (proportion of primary diagnoses) revealed that Cluster n#1 (n = 72) was characterized by a high prevalence of LMP as the primary diagnosis, the absence of internal derangement (DDWOR and DDWR) and myofascial pain (CMP and MMP), and a high prevalence of bruxism as the secondary diagnoses.
The rank correlations were estimated by applying Pearson's correlation to the rank of variables.
Comparisons of proportions and ranks of variables between groups were performed by χ-test, Fisher's exact test, t-test or Mann–Whitney U-test, as appropriate.
