From 6ce0bb9a8f9fd7d169cbb414a9537d68c5290aae Mon Sep 17 00:00:00 2001 From: Prefetch Date: Fri, 14 Oct 2022 23:25:28 +0200 Subject: Initial commit after migration from Hugo --- source/know/concept/sigma-algebra/index.md | 54 ++++++++++++++++++++++++++++++ 1 file changed, 54 insertions(+) create mode 100644 source/know/concept/sigma-algebra/index.md (limited to 'source/know/concept/sigma-algebra') diff --git a/source/know/concept/sigma-algebra/index.md b/source/know/concept/sigma-algebra/index.md new file mode 100644 index 0000000..30be914 --- /dev/null +++ b/source/know/concept/sigma-algebra/index.md @@ -0,0 +1,54 @@ +--- +title: "Sigma-algebra" +date: 2021-10-22 +categories: +- Mathematics +- Measure theory +layout: "concept" +--- + +In set theory, given a set $\Omega$, a $\sigma$**-algebra** +is a family $\mathcal{F}$ of subsets of $\Omega$ +with these properties: + +1. The full set is included $\Omega \in \mathcal{F}$. +2. For all subsets $A$, if $A \in \mathcal{F}$, + then its complement $\Omega \!-\! A \in \mathcal{F}$ too. +3. If two events $A, B \in \mathcal{F}$, + then their union $A \cup B \in \mathcal{F}$ too. + +This forms a Boolean algebra: +property (1) represents TRUE, +(2) is NOT, and (3) is AND, +and that is all we need to define all logic. +For example, FALSE and OR follow from the above points: + +4. The empty set is included $\varnothing \in \mathcal{F}$. +5. If two events $A, B \in \mathcal{F}$, + then their intersection $A \cap B \in \mathcal{F}$ too. + +For a given $\Omega$, there are typically multiple valid $\mathcal{F}$, +in which case you need to specify your choice. +Usually this would be the smallest $\mathcal{F}$ +(i.e. smallest family of subsets) +that contains all subsets of special interest +for the topic at hand. +Likewise, a **sub-$\sigma$-algebra** +is a sub-family of a certain $\mathcal{F}$, +which is a valid $\sigma$-algebra in its own right. + +A notable $\sigma$-algebra is the **Borel algebra** $\mathcal{B}(\Omega)$, +which is defined when $\Omega$ is a metric space, +such as the real numbers $\mathbb{R}$. +Using that as an example, the Borel algebra $\mathcal{B}(\mathbb{R})$ +is defined as the family of all open intervals of the real line, +and all the subsets of $\mathbb{R}$ obtained by countable sequences +of unions and intersections of those intervals. +The elements of $\mathcal{B}$ are **Borel sets**. + + + +## References +1. U.H. Thygesen, + *Lecture notes on diffusions and stochastic differential equations*, + 2021, Polyteknisk Kompendie. -- cgit v1.2.3