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Graphical illustrations showed that, on average, predicted values corresponded to seasonal trends exhibited by the measured data.
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Each data point represents the average predicted value and the error bars represent the standard deviation.
The model has a slight tendency to underpredict MECPP concentrations, with an average predicted value of 79 µg/L, compared with an average observed value of 99 µg/L.
The nationwide average concentration based on the average predicted value for each state is approximately 0.17 μg/m (standard deviation = 0.06 μg/m; minimum = 0.03 μg/m, maximum = 0.3 μg/m) and ranges from 0.013 to greater than 0.6 μg/m at the county level.
Average and median predicted values deviated significantly from measured values.
Table 3 presents for selected countries in different regions of the world the average simulated predicted values and 95% uncertainty intervals.
Bagging attempted to achieve similar learning module in small sample set, and then averaged the predicted values.
The goodness of fit of the model, based on the training set, was high (R = 0.83) and the average correlation between predicted values and observed BC levels in four out-of-sample validation samples was moderate (average R = 0.59).
Mean adjusted annual expenditures in each scenario were calculated as the average of the predicted values.
Models from bootstrap samples of the calibration subset were each used to predict RILs excluded from the calibration subset and an average of the predicted values (bagged estimator) was calculated for each RIL.
Based on the training set, the model R was 0.83, whereas the average correlation between predicted values and observed BC levels in four out-of-sample validation samples was 0.59.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com