Let $(M_t)$ a martingale and $(\mathcal F_t)$ a filtration. Then, $\mathbb E|M_t|<\infty $ for all $t$ and $$\mathbb E[M_t\mid \mathcal F_s]=M_s,$$ when $s\leq t$. Why this last condition tell us that it's always adapted to $\mathcal F_t$ ? (i.e. that $\{M_t\leq x\}\in \mathcal F_t$ for all $t$).
2026-04-01 17:27:08.1775064428
Why are martingales always adapted to a filtration?
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By the very definition of conditional expectation,
$$\mathbb{E}(X \mid \mathcal{F}) \quad \text{is $\mathcal{F}$-measurable} \tag{1} $$
for any integrable random variable $X$ and any $\sigma$-algebra $\mathcal{F}$. Since
$$\mathbb{E}(M_t \mid \mathcal{F}_s) = M_s \qquad \text{for all $s \leq t$}$$
we have in particular
$$M_t = \mathbb{E}(M_t \mid \mathcal{F}_t).$$
By $(1)$, this implies that $M_t$ is $\mathcal{F}_t$-measurable.