Evaluation of domain generalization and adaptation on improving model robustness to temporal dataset shift in clinical medicine
Abstract Temporal dataset shift associated with changes in healthcare over time is a barrier to deploying machine learning-based clinical decision support systems. Algorithms that learn robust models by estimating invariant properties across time periods for domain generalization (DG) and unsupervis...
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| Main Authors: | , , , , , , , |
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| Format: | Artigo |
| Language: | Inglês |
| Published: |
Nature Portfolio
2022-02-01
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| Series: | Scientific Reports |
| Online Access: | https://doi.org/10.1038/s41598-022-06484-1 |
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