Limit of Cumulative Distribution Function at Negative Infinity
Theorem
Let $\struct {\Omega, \Sigma, \Pr}$ be a probability space.
Let $X$ be a random variable on $\struct {\Omega, \Sigma, \Pr}$.
Let $F_X$ be the cumulative distribution function.
Then:
- $\ds \lim_{x \mathop \to -\infty} \map {F_X} x = 0$
where $\ds \lim_{x \mathop \to -\infty} \map {F_X} x$ denotes the limit at $-\infty$ of $F_X$.
Proof
From Sequential Characterisation of Limit at Minus Infinity of Real Function: Corollary, we aim to show that:
- for all decreasing real sequences $\sequence {x_n}_{n \mathop \in \N}$ with $x_n \to -\infty$ we have $\map {F_X} {x_n} \to 0$
at which point we will obtain:
- $\ds \lim_{x \mathop \to -\infty} \map {F_X} x = 0$
Since $\sequence {x_n}_{n \mathop \in \N}$ is decreasing, we have:
- the sequence $\sequence {\hointl {-\infty} {x_n} }_{n \mathop \in \N}$ is decreasing.
From Limit of Decreasing Sequence of Unbounded Below Closed Intervals with Endpoint Tending to Negative Infinity, we have:
- $\ds \bigcap_{n \mathop = 1}^\infty \hointl {-\infty} {x_n} = \O$
Let $P_X$ be the probability distribution of $X$.
From Probability Distribution is Probability Measure, we have:
- $P_X$ is a finite measure.
From Measure of Limit of Decreasing Sequence of Measurable Sets, we have:
- $\ds \map {P_X} \O = \lim_{n \mathop \to \infty} \map {P_X} {\hointl {-\infty} {x_n} }$
So, we obtain:
\(\ds 0\) | \(=\) | \(\ds \map {P_X} \O\) | Probability Distribution is Probability Measure, Definition of Probability Measure | |||||||||||
\(\ds \) | \(=\) | \(\ds \lim_{n \mathop \to \infty} \map {P_X} {\hointl {-\infty} {x_n} }\) | ||||||||||||
\(\ds \) | \(=\) | \(\ds \lim_{n \mathop \to \infty} \map {F_X} {x_n}\) | Definition of Cumulative Distribution Function |
Since $\sequence {x_n}_{n \mathop \in \N}$ was arbitrary, we have:
- for all decreasing real sequences $\sequence {x_n}_{n \mathop \in \N}$ with $x_n \to -\infty$ we have $\map {F_X} {x_n} \to 0$.
So, from Sequential Characterisation of Limit at Minus Infinity of Real Function: Corollary, we have:
- $\ds \lim_{x \mathop \to \infty} \map {F_X} x = 0$
$\blacksquare$