Urban form and seasonal PM2.5 dynamics: Enhancing air quality prediction using interpretable machine learning and IoT sensor data

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

XGBoost

2016 · 48.6K citations · Full text

Computing, Computer Science, Data Science +15

From local explanations to global understanding with explainable AI for trees

Scott Lundberg, Gabriel Erion, Hugh Chen et al. · Nature Machine Intelligence · 2020 · 8.9K citations · Full text

Computing, Computer Science, Data Science +16

Detecting outliers: Do not use standard deviation around the mean, use absolute deviation around the median

Christophe Leys, Christophe Ley, Olivier Klein et al. · Journal of Experimental Social Psychology · 2013 · 4K citations · Full text

Computing, Data Science, Data Mining +12

Cardiovascular Mortality and Long-Term Exposure to Particulate Air Pollution

C. Arden Pope, Richard T. Burnett, George D. Thurston et al. · Circulation · 2003 · 2.6K citations

Public Health, Environmental Sciences, Air Pollution +16