Uniform Distribution 3: Variance
What is the variance of a uniform random variable with pdf \( f(x) = 1 \) for \( 0 \leq x \leq 1 \) and zero otherwise?
Answer
For a uniform distribution on \([0, 1]\), the variance \( \text{Var}(X) \) is calculated as:
\[
\text{Var}(X) = \int_{0}^{1} x^2 \, dx - \left( \int_{0}^{1} x \, dx \right)^2 = \frac{1}{3} - \left( \frac{1}{2} \right)^2 = \frac{1}{12}
\]
Therefore, the variance of the uniform random variable is \( \frac{1}{12} \).
Notes and comments
Comment: For a general uniform distribution on \([a, b]\), the variance is:
\[
\text{Var}(X) = \frac{(b - a)^2}{12}
\]