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Fixes #495 : Correct EnbPI Prediction Intervals centering #524

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Description

Addresses the issue #495 concerning the prediction intervals generated by EnbPI.

The intervals are now centered at the aggregation of y_pred_multi instead of the prediction of a single estimator, aligning with the pseudocode.

Fixes #495

Type of change

  • Bug fix (non-breaking change which fixes an issue)

How Has This Been Tested?

Please describe the tests that you ran to verify your changes. Provide instructions so we can reproduce. Please also list any relevant details for your test configuration

  • Test A
  • Test B

Checklist

  • I have read the contributing guidelines
  • I have updated the HISTORY.rst and AUTHORS.rst files
  • Linting passes successfully : make lint
  • Typing passes successfully : make type-check
  • Unit tests pass successfully : make tests
  • Coverage is 100% : make coverage
  • Documentation builds successfully : make doc

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EnbPI Prediction Intervals not centered correctly
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