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To reduce the high dimensionality of the input variables, stepwise procedure is applied to select the most useful variables.
In discriminating between "Depression" and "Depression + ADHD", the WRAADDS subscale Impulsivity, the KSP subscale Socialization, and the thalamic tracer uptake were found to be the most useful variables.
PLS-DA results provide information about which are the most useful variables for the discrimination between the considered classes, knowledge that can be deduced from the VIP scores.
The most useful variables, however, may in principle not be directly linked to any single disease process, but might instead reflect a subject's overall health and fitness [ 33- 35].
These variables were isolated by adopting a global data mining strategy that involved competition among a wide range of variables, and variable combinations, allowing the most useful variables to emerge in a data-driven fashion.
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Baseline PSA values were the second most useful variable and almost as discriminating as Gleason score.
Apparently, feedback is needed to maintain the detection of the most useful variable.
Additionally, we postulate that DSP may be the most useful variable because it is a composite index and may more accurately reflect the multiorgan involvement of sarcoidosis.
In univariate analysis, the most useful variable was Gleason score (χ trend)=164), followed by extent of the disease, Ki-67, baseline PSA, clinical stage and ETS status.
In this study, the H99TH, H10TH, and HVAR were the most useful predictor variables for AGC prediction for the models derived from datasets of 5 and 10 pulses m−2.
The most useful predictive variables for changes in dissolved solids are the changes in source area location and mean age.
More suggestions(15)
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most independent variables
most critical variables
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most psychosocial variables
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most useful functions
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com