An ensemble-based model of PM2.5 concentration across the contiguous United States with high spatiotemporal resolution

Qian Di, Heresh Amini, Liuhua Shi, Itai Kloog, Rachel Silvern, James T. Kelly, M. Benjamin Sabath, Christine Choirat, Petros Koutrakis, Alexei Lyapustin,

Environment International · 2019 · 728 citations · 78 references

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Abstract

. Compared with model performance of individual base learners, an ensemble model would achieve a better overall estimation. It is worth exploring other ensemble model formats to synthesize estimations from different models or from different groups to improve overall performance.

References

78