We consider the change-point problem in which a change occurs in the mean only of an independent Gaussian sequence. As a sequel to Hinkley's asymptotic approach, we derive exact computable expression for the asymptotic distribution of the maximum likelihood estimate of the unknown change-point. The derivation is based on ladder heights of Gaussian random walks hitting the half-line.
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