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The bootstrap is a resampling method to estimate the sampling distribution of a statistic.
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Confidence regions with non-unique maximum likelihood
Short version
Can bootstrap be used to find disconnected confidence regions when MLE is not unique? … I do not know whether methods such as likelihood profile, Fisher information matrix, or (most importantly for me) bootstrap would still work and retain the usual meaning of confidence regions. …