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Which model to choose? Performance comparison of statistical and machine learning models in predicting PM2.5 from high-resolution satellite aerosol optical depth

Padmavati Kulkarni, V. Sreekanth, Adithi R. Upadhya, Hrishikesh Chandra Gautam

2022Atmospheric Environment26 citationsDOI

Topics & Concepts

Mean squared errorSatelliteCoefficient of determinationAerosolLinear regressionRegression analysisEnvironmental scienceRegressionPredictive modellingRange (aeronautics)Statistical modelMeteorologyStatisticsMathematicsEngineeringGeographyAerospace engineeringAir Quality and Health ImpactsAir Quality Monitoring and ForecastingAtmospheric chemistry and aerosols
Which model to choose? Performance comparison of statistical and machine learning models in predicting PM2.5 from high-resolution satellite aerosol optical depth | Litcius