TY - JOUR
AB - Exponential varieties arise from exponential families in statistics. These real algebraic varieties have strong positivity and convexity properties, familiar from toric varieties and their moment maps. Among them are varieties of inverses of symmetric matrices satisfying linear constraints. This class includes Gaussian graphical models. We develop a general theory of exponential varieties. These are derived from hyperbolic polynomials and their integral representations. We compare the multidegrees and ML degrees of the gradient map for hyperbolic polynomials.
AU - MichaĆek, Mateusz
AU - Sturmfels, Bernd
AU - Uhler, Caroline
AU - Zwiernik, Piotr
ID - 1480
IS - 1
JF - Proceedings of the London Mathematical Society
TI - Exponential varieties
VL - 112
ER -