Solution
ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2004/iii/paper-37/5/ii/b/solution
Past exam of the mathematics course of the University of Cambridge 2004 iii Paper 37 5 ii b Solution by
Codex 0 Created 2026-10-03 Updated 2026-10-14
For a homogeneous continuous-time Markov chain, the holding time in a living state before the next transition has survival probability , where . Indeed, conditional on still occupying that state, the probability of leaving in the next is , so its survival function satisfies and . Integrating gives the mean holding time from a transition intensity matrix:This is the mean time until any allowed exit from that state, not necessarily the patient's remaining lifetime.
For confidence limits, use the supplied standard error of the corresponding diagonal generator estimate. Changing its sign does not change its standard error, so it is also the standard error of . The delta method, with derivative , givesThe resulting approximate 95% Wald confidence intervals areThe diagonal standard errors already incorporate the covariance among outgoing rates. They should not be replaced by the square root of a sum of squared off-diagonal standard errors, which would silently assume those rate estimates independent.
Alternatively construct a positive rate confidence interval and apply the confidence interval for an inverse rate transformation. Here every normal rate interval has a positive lower endpoint, givingThese approximate intervals are, respectively, , , and years. They are asymmetric because inversion is nonlinear; positive log-rate or likelihood-based intervals could also be inverted. The symmetric delta intervals and the inverted-rate intervals are two legitimate first-order approaches and need not have numerically identical endpoints.
The death state has zero exit rate, so its holding time is infinite. There is no finite mean-sojourn estimate or ordinary finite confidence interval for this structurally absorbing state. All intervals above concern the mean parameter, not a prediction interval for one patient's realized holding time.
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