Convex optimization over a probability simplex

James Chok, Geoffrey M. Vasil

We propose a new iteration scheme, the Cauchy-Simplex, to optimize convex problems over the probability simplex $\{w\in {\mathbb{R}}^n|{\sum }_i{w}_i=1\text{and}{w}_i\ge 0\}$. Spe…