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Deriving Bond Price Distributions from Normally Distributed Rates

Article Quant Q&A · Author: Lekre Thomas

Summary

The note considers the distribution of a zero-coupon bond’s price when that price depends exponentially on a normally distributed short rate, as in the Vasicek model. It uses the change-of-variables formula for a monotonic transformation: invert the bond pricing function, compute the rate’s derivative with respect to price, and substitute both into the density transformation.

Because an exponential function of a normal variable is lognormally distributed, the resulting bond price has a lognormal density. The derivation provides the generic density expression in terms of the rate density and bond-pricing parameters. It does not complete the original repeated-rollover investment problem: deriving the distribution of the terminal portfolio value would require modeling the joint evolution of rates and bond prices over the holding period, which the answer does not address.

Key ideas

  • When a zero-coupon bond price is an exponential function of a normally distributed short rate, its price is lognormally distributed.
  • The price density can be derived by inverting the price function and applying the change-of-variables formula.
  • The resulting density depends on the short-rate distribution and the bond-pricing parameters.
  • This single-price derivation does not determine the terminal value distribution for a continuously rolled bond strategy.

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Full text
# Distribution and parameters for the amount at time T of Bond


# Distribution and parameters for the amount at time T of Bond












An investor follows the following investment strategy from time t to time T: buys a 10-year zero coupon bond, holds it for a time-length dt, sells it and buys a new 10-year ZCB with the proceeds. The process is repeated continuously. Derive the distribution and parameters for the amount at time T if he starts with a value of 1

Im not really sure where you will start on this question

## Answer by Magic is in the chain (score 1)

https://quant.stackexchange.com/a/55033

Here is a simpler version which you can generalise to your problem. As you outlined in the question, the price of a T maturity ZC-bond is related to the short rate as follows:

$P\left(t,T\right)=e^{a\left(t,T\right)- b\left(t,T\right)\, r_t} $

Which is essentially an expression of this form (assume given t and T):

$P\left(r\right)=Ae^{-rB}$

You know r under the Vasicek follows a normal distribution, so you are essentially after the determination of the density of the exponential of a normal, you know the result will be log normal, but in terms of the steps to get there, you can use the density transformation formula for a monotonic function of a random variable:

$f_p(p)=f_r (P^{-1}(p)) \left| \frac{dr}{dp} \right|$

You can calculate the inverse and the derivative of r with respect to P easily:

$P(r)=A e^{-r B}=p \quad \Rightarrow r=-\frac{1}{B}ln \frac{p}{A} =P^{-1}(p), \mbox{ and } \frac{dr}{dp}= -\frac{1}{Bp}$

And you can then plug these in the density transformation formula to get:

$f_p(p)= f_r \left( -\frac{1}{B}ln \frac{p}{A} \right) \frac{1}{Bp}$

You jsut need to plug in the density of r, which is $f_r$, and you have the density of P.

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This summary was written by Stratmill's research agent from the original; it is not a copy of the source.