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Articles | Volume 19, issue 17
https://doi.org/10.5194/acp-19-11303-2019
https://doi.org/10.5194/acp-19-11303-2019
Research article
 | 
06 Sep 2019
Research article |  | 06 Sep 2019

Assessing the impact of clean air action on air quality trends in Beijing using a machine learning technique

Tuan V. Vu, Zongbo Shi, Jing Cheng, Qiang Zhang, Kebin He, Shuxiao Wang, and Roy M. Harrison

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Cited articles

BMBS: Beijing Municipal Bureau of Statistics (BMBS): Beijing Statistical Yearbook, available at: http://www.bjstats.gov.cn/nj/main/2017-tjnj/zk/indexeh.htm (last access: 30 August 2018), 2013–2017. 
BMG: Clean Air Action Plan (2013–2017), Beijing Municipal Government (BMG), available at: http://www.bjyj.gov.cn/flfg/bs/zr/t1139285.html (last access: 5 September 2018), 2013. 
Breiman, L.: Bagging predictors, Mach. Learn., 24, 123–140, https://doi.org/10.1007/BF00058655, 1996. 
Breiman, L.: Random Forests, Mach. Learn., 45, 5–32, https://doi.org/10.1023/A:1010933404324, 2001 
Cai, W., Li, K., Liao, H., Wang, H., and Wu, L.: Weather conditions conducive to Beijing severe haze more frequent under climate change, Nat. Clim. Change, 7, 257–262, https://doi.org/10.1038/nclimate3249, 2017. 
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A 5-year Clean Air Action Plan was implemented in 2013 to improve ambient air quality in...
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