Published September 7, 2022
| Version 1.0
Dataset
Open
Shifts Marine Cargo Vessel Power Consumption Prediction Dataset
Creators
- Malinin, Andrey1
- Athanasopoulos, Andreas2
- Barakovic, Muhamed3
- Bach Cuadra, Meritxell4
- Gales, Mark5
- Granziera, Cristina3
- Graziani, Mara6
- Kartashev, Nikolay1
- Kyriakopoulos, Konstantinos2
- Lu, Po-Jui3
- Molchanova, Nataliia4
- Nikitakis, Antonis2
- Raina, Vatsal5
- La Rosa, Francesco7
- Sivena, Eli2
- Tsarsitalidis, Vasileios2
- Tsompopoulou, Efi2
- Volf, Elena1
- 1. Shifts Project
- 2. DeepSea
- 3. University of Basel
- 4. University of Lausanne
- 5. University of Cambridge
- 6. HES-SO Valais, IBM
- 7. Icahn School of Medicine at Mount Sinai
Description
This archive contains the data for the Shifts Benchmark on cargo vessel power consumption prediction. This dataset is provided by the Shifts Project to enable assessment of the robustness of models to distributional shift and the quality of their uncertainty estimates. A full description of the benchmark is available in https://arxiv.org/pdf/2206.15407. To find out more about the Shifts Project, please visit https://shifts.ai .
Notes
This work is supported by the Hasler Foundation, Cambridge University Press and Cambridge Assessment and DeepSea
Files
power_consumption_upload.zip
Files
(53.9 MB)
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md5:4bdd87270a30ebd14d0c41d321452529
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Additional details
References
- Malinin, Andrey et al. (2022). Shifts 2.0: Extending The Dataset of Real Distributional Shifts, arXiv:2206.15407