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[Documentation] [Small] Update qNEI tutorial with references on evaluations of (q)NEI vs. (q)EI and clarify when qNEI is better #1861

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@esantorella

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@esantorella

Making a new issue from #1391 . The qNEI tutorial should mention

  • Even when there is noise, qNEI won't outperform EI in 100% of cases, but rather does better on average
  • Info on evaluations of (q)NEI vs. (q)EI that have been done in papers
  • With very high noise, neither may perform well
  • Probably the example in the tutorial should not be one where qNEI does worse than EI

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