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Confidence Intervals for Selected Parameters

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Confidence Intervals for Selected Parameters

This is a supplementary code to "Confidence Intervals for Selected Parameters", by Yoav Benjamini, Yotam Hechtlinger and Philip B. Stark.

The following scripts are included in the repository:

  • plot_2d_abs.R - visualize the acceptance regions for the selection of the absolute maximum in 2D and generate figure 2.
  • 2d_abs_upper_bound.R - calculate the upper bound for the selection of the absolute maximum in 2D and generate figure 3.
  • intervals_comparisons.py - evaluate the coverage of several methods and generates figures 4 and 5.
  • dependency_simulations.py - perform dependency simulations and generate figure 11.
  • calculate_intervals.py - compute the different intervals for the selection of k out of m.

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