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stat.AP2026★ 2 cited
A nonstationary spatial model of PM2.5 with localized transfer learning from numerical model output
Wenlong Gong, Brian J. Reich, Joseph Guinness
Ambient air pollution measurements from regulatory monitoring networks are routinely used to support epidemiologic studies and environmental policy decision making. However, regula…
stat.AP2025
Estimating Velocity Vector Fields of Atmospheric Winds using Transport Gaussian Processes
Youssef Fahmy, Maria Laura Battagliola, Joseph Guinness
Accurately estimating latent velocity vector fields of atmospheric winds is crucial for understanding weather phenomena. Direct measurement of atmospheric winds is costly, especial…