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Bounded predictable transforms preserve martingales
Statement
Assume AC. Let be a martingale and a finite real predictable process. If a.s. for each , with finite deterministic constants , then is a martingale starting at zero. Uniform boundedness is a special case. More generally the same conclusion holds whenever every is integrable, without a bound on .
Facts & Assumptions
Given: The hypotheses and conventions in the statement.
Product integrability makes the transform an adapted integrable finite sum; timewise bounds imply this domain. Discrete martingale transform.
A finite measurable factor may be taken out when its product with the integrable input is integrable. Taking out what is known.
Conditional expectation is linear, order preserving and expectation preserving. Basic algebra and order properties of conditional expectation.
An integrable variable measurable for the conditioning sigma-algebra conditions to itself. Conditioning a known variable and an independent variable.
AC supplies the inherited conditional-expectation existence and any stated choice of versions. The Axiom of Choice.
Conjugate-moment hypotheses on two real variables imply integrability of their product. Holder's inequality for random variables.
Proof
Put . It is integrable since . In the bounded case [F1] gives ; in the general case this is assumed. Consequently is adapted, integrable, and . This is verified before conditioning any product.
For each , is finite -measurable and are integrable. The unbounded clause of [F2] therefore gives . Linearity and known-variable conditioning now give . This proves the martingale assertion Martingale submartingale and supermartingale even for signed . AC is inherited from the conditional classes in this calculation.
If a uniform bound is supplied, choose in step 1.1. Another sufficient domain condition at a fixed is and with conjugate under the clauses of [F6]: then . The proof of step 2.1 only needs the resulting product integrability.
Depends on
Used by
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Sources
- Durrett, Probability: Theory and Examples, fifth edition (standard reference, not scraped)