Write the discount factor as . Splitting the time integral at givesThe random variable lies in because the short rate is nonnegative and continuous on the finite maturity interval. A process of conditional expectations of an integrable terminal variable is a martingale, by the tower property of conditional expectation. Therefore
The terminal density is strictly positive and has expectation one under the usual deterministic initial bond-price convention. Its density process isFor , the Bayes formula for conditional expectation under a change of measure givesThe same calculation at gives the finite expectation , so this is a true martingale, not just a formal conditional identity. Thus the continuous-time bank account measured in units of the maturity- bond is a -martingale. This is the forward measure change of numéraire. If the initial bond price were random rather than given, integrability of its reciprocal would need to be included for this true-martingale assertion.
To avoid confusing the continuous-time bank account with the coefficient of , denote the latter by and the other coefficient by , where . Apply the Itô formula to . Since the expression is affine in , its second rate derivative is zero. Its drift isThe quadratic terms cancel. The remaining expression isIt vanishes when and . For a unit bond payoff choose terminal conditions , , givingThe resulting local martingale is . The allowed bound puts it between zero and one, so the bounded local martingale criterion makes it a true martingale. At maturity it equals . Comparing with part (a) therefore givesIn particular , and . This is linear bond pricing in a bounded short-rate diffusion; choosing zero coefficients would produce a local martingale but would not price the required terminal payoff.
Use the same affine drift cancellation with terminal conditions , . It gives , , soThe process is bounded, which justifies the conditional expectation identity. The Bayes formula for conditional expectation for the forward measure now givesThe denominator is positive; the ratio lies in and equals at maturity. This is the forward-measure terminal rate in a linear bond model.
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