Let $X \in \text{Random}(\mathbb{R})$ be a D3161: Random real number.
Then the following statements are equivalent
(1) | \begin{equation} \text{Var} X < \infty \end{equation} |
(2) | \begin{equation} \exists \, \lambda \in \mathbb{R} : \mathbb{E}|X - \lambda|^2 < \infty \end{equation} |
(3) | \begin{equation} \mathbb{E} X^2 < \infty \end{equation} |
(4) | \begin{equation} \mathbb{E} |X|^2 < \infty \end{equation} |