Litcius/Paper detail

Advancing methodologies for applying machine learning and evaluating spatiotemporal models of fine particulate matter (PM2.5) using satellite data over large regions

Allan C. Just, Kodi B. Arfer, Johnathan Rush, Michael Dorman, Alexandra Shtein, Alexei Lyapustin, Itai Kloog

2020Atmospheric Environment118 citationsDOIOpen Access PDF

Topics & Concepts

OverfittingGradient boostingMean squared errorSatelliteMachine learningParticulatesComputer scienceEnvironmental scienceArtificial intelligenceDeep learningRandom forestRemote sensingData miningArtificial neural networkGeographyStatisticsMathematicsEngineeringAerospace engineeringBiologyEcologyAir Quality and Health ImpactsAir Quality Monitoring and ForecastingClimate Change and Health Impacts