Event Independent from Itself When Probability \(0\) or \(1\)
Theorem
An event \(A\) from a probability space \(\Omega\) is independent from itself if and only if either
\[ P(A) = 0 \quad \text{or} \quad P(A) = 1.\]
Proof
\[\begin{align*}
& P(A \cap A) = P(A) \cdot P(A) \\
\implies& P(A) = P(A)^2 \\
\implies& P(A)^2 - P(A) = 0 \\
\implies& P(A)(P(A) - 1) = 0 \\
\implies& P(A) = 0 \quad \text{or} \quad P(A) = 1 \\
\end{align*}\]