The probability simplex in $\mathbb{R}^{m}$ is the set of points $\mathbb{X}=(x_{1},\dots,x_{m})\in\mathbb{R}^{m}$ s.t. $$x_{i}\ge 0 \ \& \ \sum_{i=1}^{m}x_{i}=1$$