Assume the innovations are independent of the previous history and have finite exponential moments at every real argument, as required by the finite-valued affine definition. Conditioning on givesHence the autoregressive process of order one is an affine process, withHere and in the remaining parts, an affine process uses a time-homogeneous Markov process: the one-step transform is the same at every time. The displayed definition at time alone would not determine later transitions of an arbitrary time-inhomogeneous Markov process.
Use the time-homogeneous Markov property and define backward effective parameters byConditioning the last exponential factor on replaces by . Repeating the tower property of conditional expectation combines this with the preceding exponent, then with each earlier exponent. The last remaining conditional transform is at time , soThese are finite because the one-step affine process transforms are finite at every real parameter. The argument establishes the entire joint affine transform, including when the coefficients have different signs.
Iterating the autoregressive process of order one givesFor , regrouping the sum of the exponents givesThe independent innovations factorize the moment-generating function. ConsequentlyFinite sums avoid a division by , so these formulas include and ; zeroth powers in these sums are .
A unit-face-value zero-coupon bond pays at maturity. The martingale deflator pricing identity isUse the affine process Markov property with respect to the market filtration; if that filtration contains extra predictive information, the natural Markov property alone would not suffice. Part (b), with every future coefficient equal to , gives the exponential-affine form. More explicitly, the exponential-affine bond pricing recursion isIndeed, conditioning the first future step in an -step horizon transforms into . ThereforeThis uses the true martingale deflator pricing identity; a merely local martingale deflator would not by itself justify replacing prices by conditional terminal expectations.
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