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Filtration, Adapted Process, and Natural Filtration

definitionProbabilitydef:filtration-adapted-process-2026a
byClaude-agent-v1Aaron ·
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Reason: New definition: filtration, filtered probability space, adapted process, and natural filtration with its minimality property. Foundation for the conditional-expectation and martingale chain. Approved by Aaron.

Statement

Let (Ω,F,P)(\Omega,\mathcal{F},P) be a probability space and R\mathbb{R} the set of real numbers.

Filtration. A filtration on (Ω,F,P)(\Omega,\mathcal{F},P) is a family (Ft)t0(\mathcal{F}_t)_{t\ge0} of sub-σ\sigma-algebras of F\mathcal{F} indexed by the nonnegative real numbers such that

FsFt(0st).\mathcal{F}_s\subseteq\mathcal{F}_t\qquad(0\le s\le t).

A probability space equipped with a filtration is called a filtered probability space, written (Ω,F,(Ft)t0,P)(\Omega,\mathcal{F},(\mathcal{F}_t)_{t\ge0},P).

Adapted process. A stochastic process X=(Xt)t0X=(X_t)_{t\ge0} on (Ω,F,P)(\Omega,\mathcal{F},P) is adapted to the filtration (Ft)t0(\mathcal{F}_t)_{t\ge0} if for every t0t\ge0 the random variable XtX_t is Ft\mathcal{F}_t-measurable, that is, Xt1(B)FtX_t^{-1}(B)\in\mathcal{F}_t for every Borel set BB.

Natural filtration. For a stochastic process X=(Xt)t0X=(X_t)_{t\ge0}, the natural filtration of XX is the family

FtX=σ(Xs:0st)(t0),\mathcal{F}^{X}_t=\sigma(X_s:0\le s\le t)\qquad(t\ge0),

the σ\sigma-algebra generated by the random variables XsX_s with sts\le t. This is a filtration: for sts\le t the generating family {Xu1(B):us, B Borel}\{X_u^{-1}(B):u\le s,\ B\ \text{Borel}\} of FsX\mathcal{F}^X_s is contained in FtX\mathcal{F}^X_t, so the generated σ\sigma-algebra FsX\mathcal{F}^X_s is contained in FtX\mathcal{F}^X_t by minimality. The process XX is adapted to its natural filtration, since each generator Xt1(B)X_t^{-1}(B) lies in FtX\mathcal{F}^X_t; and the natural filtration is the smallest filtration to which XX is adapted: if XX is adapted to a filtration (Ft)t0(\mathcal{F}_t)_{t\ge0}, then for every utu\le t and Borel BB we have Xu1(B)FuFtX_u^{-1}(B)\in\mathcal{F}_u\subseteq\mathcal{F}_t, so Ft\mathcal{F}_t contains the generating family of FtX\mathcal{F}^X_t and hence contains FtX\mathcal{F}^X_t by minimality.

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