  The setting of this article is nonparametric algebraic statistics. We study
moment varieties of conditionally independent mixture distributions on
$\mathbb{R}^n$. These are the secant varieties of toric varieties that express
independence in terms of univariate moments. Our results revolve around the
dimensions and defining polynomials of these varieties.
