Simplex

Definition

An n-dimensional geometrical object that contains the set of all points satisfying two properties:

1. \(\mathbf{x_{i}} \ge 0\) for all i
2. \(\sum \mathbf{x_{i}} = 1\)

Example

The softmax function produces outputs that lie on a simplex

Mixture models have weights that are non-negative and sum to 1