Coverage Accuracy of Confidence Intervals for a Conditional Probability Density Function

Point-wise confidence intervals for a conditional probability density function are considered. The confidence intervals are based on the empirical likelihood. Their coverage accuracy is assessed by developing Edgeworth expansions for the coverage probabilities. It is shown that the empirical likelihood confidence intervals are Bartlett correctable.