A novel bagging ensemble approach for predicting summertime ground-level ozone concentration.
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"A novel bagging ensemble approach f..." refers background or methods in this paper
...Singh, Gupta, and Rai (2013) used the ensemble trees to predict the air quality, utilizing meteorological parameters as estimators....
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...…and Goyal 2016), support vector machine (Gong and Ordieres-Meré 2016), and the ensemble approach (bagging) (Al Abri et al. 2015) have gained much interest, For example, neural networks proved to be a strong nonlinear estimator, except with the limitation of overfitting (Singh, Gupta, and Rai 2013)....
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135 citations
"A novel bagging ensemble approach f..." refers background in this paper
...…the most damaging air pollutant in terms of adverse effects on human health, vegetation, crops, and materials in Europe (Anav et al. 2015; Calatayud et al. 2016; Javanmardi et al. 2018; Proietti et al. 2016; Sicard, Serra, and Rossello 2016) and may become worse in the future (Sicard et al. 2017)....
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120 citations
"A novel bagging ensemble approach f..." refers background in this paper
...However, these models fail to predict extreme concentrations and large local-scale variations of concentrations (Wang and Song 2018)....
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103 citations
"A novel bagging ensemble approach f..." refers background in this paper
...Each geo-statistical model has inherent uncertainty due to the complexity of the atmospheric environment (Adam-Poupart et al. 2014)....
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91 citations
"A novel bagging ensemble approach f..." refers background in this paper
...Also, O3 can cause impairment of rubber goods (Lee, Holland, and Falla 1996) and surface coating of materials (Jellinek 1973)....
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