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for aggregating the outcome of cardiometabolic risk, and numerous predictor variables (cardiorespiratory fitness, BMI, family history, parental smoking, etc).
Partial least squares (PLS) regression was performed in developing the model because PLS can analyze data with strongly collinear, noisy, and numerous predictor variables (Wold et al. 2001).
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These methods also incorporate a randomization of predictor variables used to construct each of the numerous regression trees [51].
X n = Predictor variables.
There remain numerous methodological challenges to the effective study and understanding of the gut microbiome, largely relating to study design, sample collection, and the number of predictor variables.
for each predictor variable, once the predictor variables were chosen through this process.
Table 3 Screened predictor variables for temperature and precipitation at Gorkha station Predictand variables Predictor variables (NCEP Reanalysis) Partial R Max.
The best predictor was a Random Forests classifier that considered 12 predictor variables.
Table 1 Descriptive statistics for predictor variables Mean Std.
An experiment is first done to screen potential predictor variables.
Similarly, the four US cities are also predictor variables.
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