Hoffman, Lauren A. et al. (2025): Data from: Evaluating the trustworthiness of explainable artificial intelligence (XAI) methods applied to regression predictions of Arctic sea ice motion. UC San Diego Library Digital Collections. Dataset. https://doi.org/10.6075/J0S182Q6
| Identifier: | doi:10.6075/J0S182Q6 |
|---|---|
| Creators: | Hoffman, Lauren A.; Mazloff, Matthew R.; Gille, Sarah T.; Giglio, Donata; Heimbach, Patrick |
| Title: | Data from: Evaluating the trustworthiness of explainable artificial intelligence (XAI) methods applied to regression predictions of Arctic sea ice motion |
| Publisher: | UC San Diego Library Digital Collections |
| Publication year: | 2025 |
| Resource type: | Dataset/Dataset |
| Description [TechnicalInfo]: | (i) MATLAB R2021b and (ii) Python 3.8-3.11 (iii) TensorFlow 2.6-2.14 (iv) iNNvestigate (https://innvestigate.readthedocs.io/en/latest/) |
| Description [Abstract]: | With the aim of using explainable AI to understand predictions made by machine learning models built to predict sea-ice motion in the Arctic on one-day timescales, these data include processed satellite and reanalysis measurements of sea-ice velocity, sea-ice concentration, and wind velocity. Also included are outputs from statistical model predictions. Finally, we include all files required to download and process raw data, run statistical models, and plot analyses of outputs. |
| Subjects: | Oceanography; Arctic Ocean; Explainable artificial intelligence (XAI); Arctic sea ice; Earth sciences; Task: Regression; Machine learning; Task: Forecasting; Algorithm: Supervised learning |
| Dates: | 2025 [Issued]; 1989 to 2021 [Collected] |
| Related identifiers: | https://doi.org/10.5067/8GQ8LZQVL0VL ; https://climate.mri-jma.go.jp/pub/ocean/JRA55-do/ ; https://innvestigate.readthedocs.io/en/latest/ ; https://doi.org/10.5067/INAWUWO7QH7B ; https://doi.org/10.1175/AIES-D-24-0027.1 ; https://doi.org/10.22033/ESGF/input4MIPs.15017 |
| Formats: | application/pdf; image/jpeg; application/zip |
| Rights: | Creative Commons Attribution 4.0 International Public License [http://creativecommons.org/licenses/by/4.0/] |
| Geolocations: | [polygon ((-180.0,90.0), (180.0,90.0), (180.0,60.0), (-180.0,60.0), (-180.0,90.0), (-180.0,90.0))] |
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