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Next: Corollaries of Kac's Moment Up: Kac's Moment Formula and Previous: Introduction

Proof of Kac's Moment Formula

  The proof is essentially just a formalization of Kac's [33] original argument for space-time BM. Variations appear in the proofs of similar results in [38, 50, 51, 19]. Let Y denote the killed process with state space tex2html_wrap_inline3134 defined by tex2html_wrap_inline3136 if t<T and tex2html_wrap_inline3140 if tex2html_wrap_inline3142 , where tex2html_wrap_inline3144 is a cemetery state. In terms of Y, the killing time T is just the hitting time of tex2html_wrap_inline3150 . It is therefore enough to prove the result for T the hitting time of a point in the state space E of X.

We assume, without any real loss of generality, that the sample space tex2html_wrap_inline3158 is equipped with a family of shift operators tex2html_wrap_inline3160 , such that tex2html_wrap_inline3162 for all tex2html_wrap_inline3164 . Furthermore, we assume that there is a filtration tex2html_wrap_inline3166 on tex2html_wrap_inline2854 to which X is adapted and with respect to which X has the simple Markov property:

  equation1780

for all tex2html_wrap_inline3174 , all non-negative tex2html_wrap_inline3176 -measurable functions F, and all non-negative functions tex2html_wrap_inline3180 on tex2html_wrap_inline3158 that are measurable with respect to tex2html_wrap_inline3184 .

The key property of a hitting time T of X is that it is a terminal time [8, 59]; that is, an tex2html_wrap_inline3190 -stopping time T with the property tex2html_wrap_inline3194 on the event tex2html_wrap_inline3196 . The basic inductive step which allows Kac's moment formula (4) to be pushed from n to n+1 involves the following identity, which holds for an arbitrary tex2html_wrap_inline3202 -stopping time T. Let tex2html_wrap_inline3206 be the pre-T occupation kernel defined by

  equation1787

for an arbitrary non-negative measurable v. If tex2html_wrap_inline2820 is an initial distribution, then tex2html_wrap_inline3212 is the measure

  equation1791

which describes the tex2html_wrap_inline2992 expected amount of time X spends in various subsets F of E up to time T. Call tex2html_wrap_inline3224 the tex2html_wrap_inline2992 pre-T occupation measure for tex2html_wrap_inline2804 . In case T is a Markov killing time of X, G is the potential kernel derived from the killed process, as discussed in Section 1. But the above definition (11) of G makes sense, and the following identity is valid, for an arbitrary stopping time T:

Occupation measure identity [38, 50, 51] For each initial distribution tex2html_wrap_inline2820 on E, each non-negative tex2html_wrap_inline3244 -measurable tex2html_wrap_inline3180 , and each non-negative tex2html_wrap_inline2864 -measurable f,

  equation1799

The assumed measurability of tex2html_wrap_inline2874 implies that tex2html_wrap_inline3254 is tex2html_wrap_inline3256 -measurable, because tex2html_wrap_inline3180 is tex2html_wrap_inline3244 -measurable. Thus the left side of (13) is well defined. Now Fubini's theorem shows that

  equation1808

which by the Markov property (10) and the tex2html_wrap_inline3176 -measurability of tex2html_wrap_inline3264 is equal to

  equation1814

Taken together, (12), (14), and (15) yield (13).

Notice that the proof of (13) required no strong Markov property of X. So the occupation measure identity holds without any assumptions about the state space of X or path properties of X beyond the joint measurability of tex2html_wrap_inline3272 as a function of t and tex2html_wrap_inline3276 .

Turning to the proof of (4), observe that

  equation1830

where

  equation1834

Because T is a terminal time, the obvious change of variables in (17) leads to

  equation1840

Thus (4) follows by induction from the occupation measure identity (13).


next up previous
Next: Corollaries of Kac's Moment Up: Kac's Moment Formula and Previous: Introduction

Patrick Fitzsimmons
Wed May 17 08:50:36 PDT 2000