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. 2021 Jun 6;18(11):6127. doi: 10.3390/ijerph18116127

Table 7.

Best performing Models: Variance Explained, Root Mean Squared Error.

Predictor Variables Linear Model (adj. R2, RMSE) Non-Linear Model (adj. R2, RMSE)
smoking + state + EQI Linear Regression (0.612, 11.167) Gradient Boosted Tree: (0.611, 9.976)
smoking + state + EQI + Emissions Linear Regression (0.617, 11.155) Random Forest (0.639, 10.068)