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Elías Snorrason 2f2bc1fe18 Refine Scoring and Enhance Stability for Datasets with Identical Examples (#1056)
Enhance numerical stability and scoring accuracy for datasets with identical features

- Adjust minimum median values to 100x machine epsilon to prevent unstable operations.
- Implement specific scoring logic for outlier and near-duplicate issues in datasets with identical features, ensuring correct scores are assigned in such edge cases.
- Introduce unit tests to validate the expected behavior for datasets comprising entirely identical examples. Check an additional case with an extra unique example.

Related to issue #1055.
2024-03-19 12:41:49 +00:00
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2024-02-12 16:09:08 -08:00