324 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- Colorado State UniversityUS13 papers
- Cooperative Institute for Research in Environmental SciencesUS5 papers
- NOAA National Severe Storms LaboratoryUS3 papers
- NSF National Center for Atmospheric ResearchUS3 papers
- University of Colorado BoulderUS3 papers
- University of OklahomaUS3 papers
- Cooperative Institute for Mesoscale Meteorological StudiesUS2 papers
- NOAA Global Systems Laboratory2 papers
- University of MinnesotaUS2 papers
- Albany State UniversityUS1 paper
- Centre National de la Recherche ScientifiqueFR1 paper
- École Centrale de LyonFR1 paper
Showing 2021Show all
2 papers · 1 filter
cs.CY2021★ 112 cited
The Need for Ethical, Responsible, and Trustworthy Artificial Intelligence for Environmental Sciences
Amy McGovern, Imme Ebert-Uphoff, David John Gagne +1
Given the growing use of Artificial Intelligence (AI) and machine learning (ML) methods across all aspects of environmental sciences, it is imperative that we initiate a discussion…
physics.geo-ph2021★ 105 cited
Neural Network Attribution Methods for Problems in Geoscience: A Novel Synthetic Benchmark Dataset
Antonios Mamalakis, Imme Ebert-Uphoff, Elizabeth A. Barnes
Despite the increasingly successful application of neural networks to many problems in the geosciences, their complex and nonlinear structure makes the interpretation of their pred…