Three intervals, one shortfall
What each of three intervals actually covers, at four rules and two block windows, over 300 samples of 120 rows. All three are built from the same resamples on the same draws, so a difference between them is a difference in what is done with the resampled series. Not one of the twenty-four cells reaches the ninety-five per cent it promises. The studentised interval runs from 75.7% to 92.3%, the percentile interval — the earlier field's — from 80.0% to 89.7%, and a normal interval on the same scale from 81.7% to 89.0%. The standard repair for a percentile interval's shortfall does not repair it.
The interval, studentisedslider: draws in the sweep, 3 positionswide4 views
What else it draws
The same object, drawn to answer the other questions the essays put to it.
The margin between the two block windows in points of coverage, under each of four rules, on each of three intervals built from the same resamples, over 300 draws. Positive is the tapered window covering better. On the percentile interval the taper wins at all four rules, by 5.33, 1.67, 5.00 and 4.00 points, which is the earlier field's own reading. On the studentised interval the rectangle wins at all four, by 4.33, 7.00, 4.33 and 2.67. And a normal interval, which uses no resampling at all, puts the two within a third of a point at every rule — so the disagreement is manufactured entirely by what is done with the resamples.
How much wider the studentised interval is than the percentile one, at every sample size and every block length on the grid, with the number of whole blocks each cell leaves written beneath. Read across a row and the block length changes; read down a column and the sample size does. The penalty is nearly a function of the block count alone: the cells at 15 blocks read 1.16, 1.20, 1.17, 1.15, 1.13, 1.10 across three sample sizes and three block lengths, while the cells at one block length read anything from 1.10 to 3.95. The largest penalty on the grid is 3.95, at the cell with 3 whole blocks in it.
The coverage of a t interval on the block count against the studentised bootstrap interval's, at all 24 cells of the grid — three sample sizes, four block lengths, two windows — on the same 240 draws a cell. No point is below the diagonal: the t interval covers more often at every one of them, by 0.42 to 10.42 points and 4.11 on average. It reaches the 95% line at 2 cells, 15 blocks of 32 at 480 rows under both windows, where no resampled interval on the grid reaches it at all. The t interval resamples nothing, so under the two windows it is the same interval and each of its values appears twice, against two different studentised ones.
Where it is used
6 essays draw this figure, each at the numbers its own argument is about, so the same picture answers 6 different questions.
- An interval that carries its scale The interval, studentised
- What studentising costs The interval, studentised
- The ordering reverses again The interval, studentised
- Marginal is not conditional Coverage without a distribution
- The count or the length The interval, studentised
- The interval with no resampling in it The interval, studentised