Eric D. Loken

The Impact of Target Dataset Choice on Machine Learning Prediction of Severe Hail, Wind, and Tornadoes

Supervised machine learning (ML) methods implicitly assume that their target dataset is error free. For severe weather prediction, point-based observed Storm Data storm reports that have been expanded in space and time are commonly-used targets. However, other target datasets could potentially better represent se...