activity
20202022
most citedCIRA Guide to Custom Loss Functions for Neural Networks in Environmental Sciences -- Version 1

6 citations · 9 across the 6 of their papers we have counts for

collaborators

7 papers

physics.ao-ph20221 cited

An Interpretable Model of Climate Change Using Correlative Learning

Charles Anderson, Jason Stock

Determining changes in global temperature and precipitation that may indicate climate change is complicated by annual variations. One approach for finding potential climate change…

cs.CV2022

Attention-Based Scattering Network for Satellite Imagery

Jason Stock, Chuck Anderson

Multi-channel satellite imagery, from stacked spectral bands or spatiotemporal data, have meaningful representations for various atmospheric properties. Combining these features in…

cs.LG2022

Interpretable Climate Change Modeling With Progressive Cascade Networks

Charles Anderson, Jason Stock, David Anderson

Typical deep learning approaches to modeling high-dimensional data often result in complex models that do not easily reveal a new understanding of the data. Research in the deep le…

cs.LG20221 cited

Trainable Wavelet Neural Network for Non-Stationary Signals

Jason Stock, Chuck Anderson

This work introduces a wavelet neural network to learn a filter-bank specialized to fit non-stationary signals and improve interpretability and performance for digital signal proce…

cs.LG20216 cited

CIRA Guide to Custom Loss Functions for Neural Networks in Environmental Sciences -- Version 1

Imme Ebert-Uphoff, Ryan Lagerquist, Kyle Hilburn +5

Neural networks are increasingly used in environmental science applications. Furthermore, neural network models are trained by minimizing a loss function, and it is crucial to choo…

cs.CV20211 cited

Who's a Good Boy? Reinforcing Canine Behavior in Real-Time using Machine Learning

Jason Stock, Tom Cavey

In this paper we outline the development methodology for an automatic dog treat dispenser which combines machine learning and embedded hardware to identify and reward dog behaviors…