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On Variability due to Local Minima and K-Fold Cross Validation
Publisher: American Meteorological Society
Abstract: Resampling methods such as cross validation or bootstrap are often employed to estimate the uncertainty in a loss function due to sampling variability, usually for the purpose of model selection. In models that require ...
Water Level Observations and Short-Term Predictions Including Meteorological Events for Entrance of Galveston Bay, Texas
Publisher: American Society of Civil Engineers
Abstract: This paper shows that conventional harmonic analysis alone does not adequately predict the coastal water level variation at the entrance to Galveston Bay when strong meteorological forcing is present. The water level ...
The History and Practice of AI in the Environmental Sciences
Publisher: American Meteorological Society
Abstract: Artificial intelligence (AI) and machine learning (ML) have become important tools for environmental scientists and engineers, both in research and in applications. Although these methods have become quite popular in recent ...