Dears Can anyone help me to solve the issue. By using" boot" and "boot.ci" package in R we can construct bootstrap confidence intervals. How we calculate the coverage probability of these intervals.
Coverage Probability
2 messages · Muhammad Kashif, Ben Bolker
Muhammad Kashif <mkashif <at> uaf.edu.pk> writes:
Dears Can anyone help me to solve the issue. By using" boot" and "boot.ci" package in R we can construct bootstrap
confidence intervals. How we
calculate the coverage probability of these intervals.
Calculating coverage probability for any but the simplest cases requires simulations. You need to simulate a particular scenario; for each simulation, use your estimation and confidence-interval calculation procedure; and then score the particular simulation as 1 (estimated CI included the true parameter value) or 0 (true parameter value fell outside the estimated CI). Across a large number of simulations, the proportion of ones is an estimate of the coverage. This is discussed more here: http://ms.mcmaster.ca/~bolker/emdbook/chap5A.pdf