If are independent exponential random variables with one common rate , put . The change of variables for probability densities gives on . Its marginal density is , so the conditional probability density of given is on . This is the shape- case of beta-gamma independence. In particular is uniform on and independent of . Equality of the rates is essential: different rates leave an exponential tilt across the conditional interval.
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