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math105-s22:s:mchlxo:start [2022/05/06 08:11] mchlxo [Definition (Brownian Motion)] |
math105-s22:s:mchlxo:start [2026/02/21 14:41] (current) |
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| One last thing before we construct the measure is we have to define the space of Brownian motion paths. We characterize the path by its location at positive rational time t, and the space of all paths is | One last thing before we construct the measure is we have to define the space of Brownian motion paths. We characterize the path by its location at positive rational time t, and the space of all paths is | ||
| $$\mathcal{P} = \prod_{t \in \mathbb{Q}^{+}} \dot{\mathbb{R}}^{n}$$ | $$\mathcal{P} = \prod_{t \in \mathbb{Q}^{+}} \dot{\mathbb{R}}^{n}$$ | ||
| - | where $\dot{\mathbb{R}}^{n} = \mathbb{R}^{n} \cup \{ \infty \}$ is the one-point compactification of $\mathbb{R}^{n}$. Hausdorff' | + | where $\dot{\mathbb{R}}^{n} = \mathbb{R}^{n} \cup \{ \infty \}$ is the one-point compactification of $\mathbb{R}^{n}$. Hausdorff' |
| ==== Theorem 1 ==== | ==== Theorem 1 ==== | ||
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| for all $f \in C(X)$ | for all $f \in C(X)$ | ||
| - | **proof:** \\ | + | **proof: |
| To use this theorem, we construct a positive linear functional $E: C(\mathcal{P}) \rightarrow \mathbb{R}$. We first define $E$ on the subspace $C^{\#}$ with only continuous functions that depend on only finitely many of the factors in $\mathcal{P}$, | To use this theorem, we construct a positive linear functional $E: C(\mathcal{P}) \rightarrow \mathbb{R}$. We first define $E$ on the subspace $C^{\#}$ with only continuous functions that depend on only finitely many of the factors in $\mathcal{P}$, | ||
| $$\phi (\omega) = F(\omega(t_1), | $$\phi (\omega) = F(\omega(t_1), | ||
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| To check this functional is well-defined, | To check this functional is well-defined, | ||
| ==== Proposition 1 ==== | ==== Proposition 1 ==== | ||
| - | For $t \neq s$, $\int p(t, x-y)p(s, | + | For $t \neq s$, $\int p(t, x-y)p(s, |
| - | **proof: | + | **proof: |
| - | Proposition 1 showed that if $F$ does not depend on a given set of $x_i$, we obtain the same functional $E(\phi)$. In addition, we have $E(1) = 1$, so by the Stone-Weierstrass Theorem, $C^{\#}$ is dense in $C(\mathcal{P})$. Furthermore, | + | Proposition 1 showed that if $F$ does not depend on a given set of $x_i$, we obtain the same functional $E(\phi)$. In addition, we have $E(1) = 1$, so by the Stone-Weierstrass Theorem, $C^{\#}$ is dense in $C(\mathcal{P})$ |
| ==== Theorem 2 (Wiener Measure) ==== | ==== Theorem 2 (Wiener Measure) ==== | ||
| There exists a unique Borel measure (called the Wiener Measure) $\mu$ on $\mathcal{P}$ such that | There exists a unique Borel measure (called the Wiener Measure) $\mu$ on $\mathcal{P}$ such that | ||
| $$ E(\phi) = \int_{\mathcal{P}} \phi(\omega) d \mu(\omega)$$ | $$ E(\phi) = \int_{\mathcal{P}} \phi(\omega) d \mu(\omega)$$ | ||
| for each $\phi(\omega)$ with a continuous $F$ on $\mathcal{P}$ | for each $\phi(\omega)$ with a continuous $F$ on $\mathcal{P}$ | ||
| + | |||
| + | ==== References ==== | ||
| + | Sternberg, Shlomo Z. 2014. “Wiener Measure.” Harvard Math 201a, November 11.\\ | ||
| + | \\ | ||
| + | Taylor, Michael E. 2006. Measure Theory and Integration. Graduate Studies in Mathematics, | ||
| + | \\ | ||
| + | Wright, David G. 1994. “Tychonoff’s Theorem.” Proceedings of the American Mathematical Society 120 (3): 985–87. https:// | ||
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| ===== Resources ===== | ===== Resources ===== | ||
| A {{ : | A {{ : | ||