Probability Distribution Functions (PDFs)

Consider a set of continuous random variables $\vec{x}=(x_1,x_2, \cdots, x_N)$. The joint Probability Distribution Function (PDF) represents the probability to find $x_i$ in $[x_i, x_i + dx_i$] for all $i$.